Dr Ze Ji
(e/fe)
BEng, MSc, PhD, FHEA
Uwch Ddarlithydd (Addysgu ac Ymchwil)
- Ar gael fel goruchwyliwr ôl-raddedig
Trosolwyg
Galw am bapurau: Dysgu Robot ar gyfer Llywio Ymreolaethol (IET Cyber-Systems a roboteg) - Gellir ymestyn y dyddiad cau.
Rwy'n uwch ddarlithydd (athro cyswllt) Roboteg a Systemau Ymreolaethol yn yr Ysgol Peirianneg, Prifysgol Caerdydd, ac yn arweinydd Grŵp Roboteg a Peiriannau Deallus Ymreolaethol (RAIM). Rwyf hefyd yn gyd-ymchwilydd/arweinydd thema'r IROHMS (Canolfan Ymchwil ar gyfer AI, Roboteg a Systemau Peiriant Dynol) a ariennir gan ERDF trwy WEFO.
Ar hyn o bryd rwy'n gwasanaethu fel Golygydd Cyswllt ar gyfer
- Trafodion Sefydliad y Peirianwyr Mecanyddol, Rhan C: Journal of Mechanical Engineering Science (adran roboteg)
- Robot Diwydiannol
- International Journal on Interactive Design and Manufacturing (IJDM)
- Mynediad IEEE
Rwy'n rheoli'r Labordy Roboteg a Systemau Ymreolaethol, sy'n darparu cyfleusterau robotig blaengar, gan gynnwys dau robot Kuka Lbr iiwa, Robotnik Vogui+, tri Kuka youbots, rhai crwbanod, rhai dronau, systemau golwg uwch (camerâu 3D, ac ati), a synwyryddion. Rydym hefyd wedi adeiladu dau USVs (cerbydau wyneb di-griw) gyda phrosiectau myfyrwyr yn ystod y blynyddoedd diwethaf.
Rwyf wedi dal sawl swydd fel ymchwilydd a pheiriannydd systemau roboteg ac ymreolaethol yn y byd academaidd a diwydiant (Dyson, Lenovo, a Cherbydau Arwyneb Ymreolaethol). Noddwyd fy PhD fel rhan o brosiect FP6 yr UE, TAI- CHI (Rhyngwynebau Acwstig Diriaethol ar gyfer Rhyngweithio Dynol Cyfrifiadurol), a enillodd wobr arddangos orau arddangosfa FP6 yr UE yn Helsinki, y Ffindir, yn 2006.
Mae fy mhrofiad ymchwil mewn roboteg yn eang, gan gynnwys robotiaid symudol dan do, manipulators robot diwydiannol, robotiaid humanoid, a cherbydau wyneb ymreolaethol di-griw awyr agored. Mae fy ymchwil yn canolbwyntio'n bennaf ar Canfyddiad a Dysgu Robot (RoPAL), gan gwmpasu ystod eang o bynciau, gan gynnwys lleoleiddio a mapio ar y pryd (SLAM), gweledigaeth robot, dysgu atgyfnerthu robotiaid, synhwyro cyffyrddol, dysgu dwfn, synhwyro craff, a'u cymwysiadau ar fordwyo robot ymreolaethol, trin ac, yn ehangach, gweithgynhyrchu craff.
Yn Dyson, fel peiriannydd systemau roboteg, rwyf wedi ffeilio a chyhoeddi patentau ym maes roboteg symudol. Y prif brosiect yno oedd robot Dyson 360, sy'n defnyddio camera 360 ar gyfer lleoleiddio a mapio dan do (Visual SLAM). Bûm yn gweithio yn Lenovo ar roboteg gwasanaeth, fel Pensaer Systemau Robotig ac Arweinydd Technegol tîm o 10 o ymchwilwyr a pheirianwyr sydd â chefndir mewn dysgu peiriannau, gweledigaeth gyfrifiadurol, slam, cwmwl ac IoT. Yn ASV (Cerbydau Arwyneb Ymreolaethol), rwyf wedi llwyddo fel aelod ymchwil craidd, wedi cyflwyno sawl prosiect a ariennir gan Innovate UK, DSTL, a NOC / SBRI. Cyn y rhain, roeddwn i wedi bod yn gweithio fel cymrawd ymchwil yn y byd academaidd ar gyfer nifer o brosiectau FP6 a FP7 yr UE, fel TAI-CHI, IWARD (HAID ROBOT DEALLUS AR GYFER PRESENOLDEB, CYDNABYDDIAETH, GLANHAU A CHYFLENWI), ROBOSKIN (TECHNOLEGAU A GALLUOEDD SEILIEDIG AR Y CROEN AR GYFER ROBOTIAID DIOGEL, ANNIBYNNOL A RHYNGWEITHIOL), AC SRS (System Robotig Cysgodol Aml-Rôl ar gyfer Byw'n Annibynnol).
Dyma gyfrif grŵp Github ar gyfer prosiectau a gynhaliwyd gyda'n tîm RoPAL .
Cyhoeddiad
2025
- Wei, C., Han, H., Xia, Y. and Ji, Z. 2025. TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model. Computers in Industry 164, article number: 104192. (10.1016/j.compind.2024.104192)
- Jia, W., Wang, Z., Zhao, R., Ji, Z., Yin, X. and Liu, G. 2025. FBSM: Foveabox-based boundary-aware segmentation method for green apples in natural orchards. Expert Systems with Applications 260, article number: 125426. (10.1016/j.eswa.2024.125426)
2024
- Gao, Y., Lin, F., Cai, B., Wu, J., Wei, C., Grech, R. and Ji, Z. 2024. Mapless navigation via Hierarchical Reinforcement Learning with memory-decaying novelty. Robotics and Autonomous Systems 182, article number: 104815. (10.1016/j.robot.2024.104815)
- Wu, Z., Wei, C., Xia, Y. and Ji, Z. 2024. SAITI-DCGAN: Self-attention based deep convolutional generative adversarial networks for data augmentation of infrared thermal images. Applied Sciences 14(23), article number: 11391. (10.3390/app142311391)
- Tian, S., Wei, C., Li, Y. and Ji, Z. 2024. FGRL: Federated growing reinforcement learning for resilient mapless navigation in unfamiliar environments. Applied Sciences 14(23), article number: 11336. (10.3390/app142311336)
- You, Y., Cai, B., Pham, D. T., Liu, Y. and Ji, Z. 2024. A human digital twin approach for fatigue-aware task planning in human-robot collaborative assembly. Computers & Industrial Engineering, article number: 110774. (10.1016/j.cie.2024.110774)
- Wang, C., Wang, J., Ma, Z., Xu, M., Qi, K., Ji, Z. and Wei, C. 2024. Integrated learning-based framework for autonomous quadrotor UAV landing on a collaborative moving UGV. IEEE Transactions on Vehicular Technology 73(11), pp. 16092-16107. (10.1109/TVT.2024.3425755)
- Jia, W. et al. 2024. FCOS-EAM: An accurate segmentation method for overlapping green fruits. Computers and Electronics in Agriculture 226, article number: 109392. (10.1016/j.compag.2024.109392)
- Gao, Y., Lin, F., Wei, C., Grech, R. and Ji, Z. 2024. Target tracking for quadrotors based on deep reinforcement learning. Presented at: 30th IEEE International Conference on Mechatronics and Machine Vision in Practice, Leeds, UK, 3-5 October 202430th International Conference on Mechatronics and Machine Vision in Practice (M2VIP). IEEE, (10.1109/M2VIP62491.2024.10746058)
- Gao, Y., Wu, J., Yang, X. and Ji, Z. 2024. Efficient hierarchical reinforcement learning for mapless navigation with predictive neighbouring space scoring. IEEE Transactions on Automation Science and Engineering 21(4), pp. 5457-5472. (10.1109/TASE.2023.3312237)
- Tong, Y., Zhang, Q. and Ji, Z. 2024. Evaluating human-robot interaction user experiences in manufacturing: An initial assessment framework. Presented at: 2024 IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), Pasadena, CA, USA, 26 - 30 Aug 20242024 33rd IEEE International Conference on Robot and Human Interactive Communication (ROMAN). IEEE pp. 244-249., (10.1109/RO-MAN60168.2024.10731394)
- Wei, C., Han, H., Wu, Z., Xia, Y. and Ji, Z. 2024. Transformer-based multi-scale reconstruction network for defect detection of infrared images. IEEE Transactions on Instrumentation and Measurement 73, article number: 5037414. (10.1109/TIM.2024.3481573)
- Le Roux, L., Soroka, A., Ji, Z., Kerfiden, P. and Bigot, S. 2024. Developing rapid metal AM deformations prediction using CNN. Presented at: 17th CIRP Conference on Intelligent Computation in Manufacturing Engineering, Gulf of Naples, Italy, 12-14 July 2023, Vol. 126. pp. 567-572., (10.1016/j.procir.2024.08.241)
- Wu, J., Lai, Y., Xu, M. and Ji, Z. 2024. Fusion of short-term and long-term attention for video mirror detection. Presented at: IEEE Conference on Multimedia Expo 2024, Niagara Falls, Canada, 15-19 July 20242024 IEEE International Conference on Multimedia and Expo (ICME). IEEE pp. 1-9., (10.1109/icme57554.2024.10688367)
- Njuod, A., Wu, J., Lai, Y. and Ji, Z. 2024. GRPSNET: Multi-class part parsing based on graph reasoning. Presented at: IEEE Conference on Multimedia Expo 2024, Niagara Falls, Canada, 15-19 July 2024IEEE International Conference on Multimedia and Expo (ICME). IEEE pp. 1-10., (10.1109/ICME57554.2024.10687831)
- Lin, F., Wei, C., Grech, R. and Ji, Z. 2024. VO-safe reinforcement learning for drone navigation. Presented at: IEEE International Conference on Robotics and Automation (ICRA), Yokohama, Japan, 13-17 May 2024Proceedings of International Conference on Robotics and Automation (ICRA). IEEE pp. 279-285., (10.1109/ICRA57147.2024.10611487)
- Lambay, A., Liu, Y., Morgan, P. L. and Ji, Z. 2024. Machine learning assisted human fatigue detection, monitoring, and recovery: a review. Digital Engineering 1, article number: 100004. (10.1016/j.dte.2024.100004)
- Wen, Q., Tafrishi, S. A., Ji, Z. and Lai, Y. 2024. Defining the ideal criteria for stable skeletonisation in object point clouds. Presented at: 40th Anniversary of the IEEE Conference on Robotics and Automation (ICRA@40), Rotterdam, Netherlands, 23-26 September 2024.
- Wen, Q., Tafrishi, S., Ji, Z. and Lai, Y. 2024. What criteria define an ideal skeletonisation reference in object point clouds?. Presented at: TAROS (Towards Autonomous Robotic Systems), London, UK, 21-23 August 2024.
- McGhan, F., Ji, Z. and Grech, R. 2024. Localisation-aware fine-tuning for realistic PointGoal navigation. Presented at: 25th Towards Autonomous Robotic Systems (TAROS) Conference, London, UK, 21 – 23 August 2024.
- Cai, B., Wei, C. and Ji, Z. 2024. Deep reinforcement learning with multiple unrelated rewards for AGV mapless navigation. IEEE Transactions on Automation Science and Engineering (10.1109/TASE.2024.3410162)
- Tong, Y., Zhang, Q., Munguia Galeano, F. and Ji, Z. 2024. AR and HRC integration for enhanced pragmatic quality. Presented at: The 25th IEEE International Conference on Industrial Technology, Bristol, UK, 25-27 March 20242024 IEEE International Conference on Industrial Technology (ICIT). IEEE, (10.1109/ICIT58233.2024.10540971)
- You, Y., Liu, Y. and Ji, Z. 2024. Human digital twin for real-time physical fatigue estimation in human-robot collaboration. Presented at: IEEE International Conference on Industrial Technology (ICIT), Bristol, United Kingdom, 25-27 March 20242024 IEEE International Conference on Industrial Technology (ICIT). IEEE, (10.1109/ICIT58233.2024.10541029)
- Wen, Q., Tafrishi, S. A., Ji, Z. and Lai, Y. 2024. GLSkeleton: A geometric Laplacian-based skeletonisation framework for object point clouds. IEEE Robotics and Automation Letters 9(5), pp. 4615-4622. (10.1109/LRA.2024.3384128)
- Yang, X. and Ji, Z. 2024. Accelerating multi-step sparse reward reinforcement learning. Presented at: Cardiff University Engineering Research Conference 2023, Cardiff, UK, 12-14 July 2023 Presented at Spezi, E. and Bray, M. eds.Proceedings of the Cardiff University Engineering Research Conference 2023. Cardiff: Cardiff University Press pp. 86-90., (10.18573/conf1.u)
- Yang, X., Wu, J., Lai, Y. and Ji, Z. 2024. GAM: General Affordance-based Manipulation for contact-rich object disentangling tasks. Neurocomputing 578, article number: 127386. (10.1016/j.neucom.2024.127386)
- Munguia‐Galeano, F., Zhu, J., Hernández, J. D. and Ji, Z. 2024. Learning to bag with a simulation‐free reinforcement learning framework for robots. IET Cyber-Systems and Robotics 6(2), article number: e12113. (10.1049/csy2.12113)
- Wei, C., Wu, J., Xia, Y. and Ji, Z. 2024. Fast autonomous exploration with sparse topological graphs in large-scale environments. International Journal of Intelligent Robotics and Applications 8, pp. 111-121. (10.1007/s41315-023-00318-7)
- Sun, J., Wu, J., Ji, Z. and Lai, Y. 2024. A survey of object goal navigation. IEEE Transactions on Automation Science and Engineering (10.1109/TASE.2024.3378010)
- Rayamane, P., Herbert, P., Munguia-Galeano, F. and Ji, Z. 2024. PnuTac: A vision-based pneumatic tactile sensor for slip detection and object classification. Presented at: 29th IEEE International Conference On Mechatronics And Machine Vision In Practice, 21 - 24 November 2023Proceedings 29th International Conference on Mechatronics and Machine Vision in Practice (M2VIP). IEEE, (10.1109/M2VIP58386.2023.10413420)
- Herbert, P., Wu, J., Ji, Z. and Lai, Y. 2024. Benchmarking visual SLAM methods in mirror environments. Computational Visual Media 10(2), pp. 215-241. (10.1007/s41095-022-0329-x)
- Sun, J., Wu, J., Ji, Z. and Lai, Y. 2024. RSMPNet: Relationship guided semantic map prediction. Presented at: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, 4-8 January 2024.
- Wang, T., Wu, J., Ji, Z. and Lai, Y. 2024. Sparse Convolutional Networks for Surface Reconstruction from Noisy Point Clouds. Presented at: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, 4-8 January 2024.
- You, Y., Liu, Y. and Ji, Z. 2024. Human digital twin for real-time physical fatigue estimation in human-robot collaboration. Presented at: The 25th IEEE International Conference on Industrial Technology, 25-27 March 2024.
- Lambay, A. J., Morgan, P. L., Liu, Y. and Ji, Z. 2024. Model training through synthetic data generation:Investigating the impact on human physical fatigue. Presented at: International Conference on Applied Human Factors and Ergonomics and the Affiliated Conferences, Nice, France, 24 - 27 July 2024 Presented at Nunes, I. L. ed.AHFE International: Human Factors and Systems Interaction, Vol. 154. New York: AHFE Open Access pp. 22-31., (10.54941/ahfe1005349)
- Chen, Z., Ji, Z., Huo, J. and Gao, Y. 2024. SCaR: Refining skill chaining for long-horizon robotic manipulation via dual regularization. Presented at: NeurIPS 2024, Vancouver, 10-15 December 2024.
2023
- Wei, C., Wang, H., Bai, H., Ji, Z. and Liu, Z. 2023. PPLC: Data-driven offline learning approach for excavating control of cutter suction dredgers. Engineering Applications of Artificial Intelligence 125, article number: 106708. (10.1016/j.engappai.2023.106708)
- Munguia-Galeano, F., Tan, A. and Ji, Z. 2023. Deep reinforcement learning with explicit context representation. IEEE Transactions on Neural Networks and Learning Systems (10.1109/TNNLS.2023.3325633)
- Tong, Y., Zhang, Q., Munguia Galeano, F. and Ji, Z. 2023. Designing an AR facial expression system for human-robots collaboration. Presented at: 28th International Conference on Automation and Computing (ICAC), Birmingham, UK, 30 August - 1 September 2023Proceedings of 28th International Conference on Automation and Computing. IEEE, (10.1109/ICAC57885.2023.10275175)
- Yang, X., Ji, Z., Wu, J. and Lai, Y. 2023. Recent advances of deep robotic affordance learning: a reinforcement learning perspective. IEEE Transactions on Cognitive and Developmental Systems 15(3), pp. 1139-1149. (10.1109/TCDS.2023.3277288)
- Lu, Y., Du, S., Ji, Z., Yin, X. and Jia, W. 2023. ODL Net: Object detection and location network for small pears around the thinning period. Computers and Electronics in Agriculture 212, article number: 108115. (10.1016/j.compag.2023.108115)
- Lu, Y., Sun, M., Guan, Y., Lian, J., Ji, Z., Yin, X. and Jia, W. 2023. SOD head: A network for locating small fruits from top to bottom in layers of feature maps. Computers and Electronics in Agriculture 212, article number: 108133. (10.1016/j.compag.2023.108133)
- Munguia-Galeano, F., Arroyo, L. O., Villarreal-Cervantes, M. G. and Ji, Z. 2023. Towards integrating 3D printing and automated assembly. Presented at: 2023 IEEE 19th International Conference on Automation Science and Engineering (CASE), 26-30 August 2023Proceedings of 19th International Conference on Automation Science and Engineering. IEEE pp. 1-7., (10.1109/CASE56687.2023.10260529)
- Rayamane, P., Munguia Galeano, F., Tafrishi, S. A. and Ji, Z. 2023. Towards smooth human-robot handover with a vision-based tactile sensor. Presented at: Annual Conference Towards Autonomous Robotic Systems, 13-15 September 2023 Presented at Iida, F. et al. eds.TAROS 2023: Towards Autonomous Robotic Systems. Lecture Notes in Computer Science book series Vol. 14136. Cham, Switzerland: Springer pp. 431-442., (10.1007/978-3-031-43360-3_35)
- Wei, C., Li, Y., Ouyang, Y. and Ji, Z. 2023. Deep reinforcement learning with heuristic corrections for UGV navigation. Journal of Intelligent and Robotic Systems 109, article number: 18. (10.1007/s10846-023-01950-y)
- Lu, Y., Ji, Z., Yang, L. and Jia, W. 2023. Mask Positioner: An effective segmentation algorithm for green fruit in complex environment. Journal of King Saud University - Computer and Information Sciences 35(7), article number: 101598. (10.1016/j.jksuci.2023.101598)
- Zhao, R., Guan, Y., Lu, Y., Ji, Z., Yin, X. and Jia, W. 2023. FCOS-LSC: A novel model for green fruit detection in a complex orchard environment. Plant Phenomics 5, article number: 69. (10.34133/plantphenomics.0069)
- Munguia-Galeano, F., Veeramani, S., Hernández, J. D., Wen, Q. and Ji, Z. 2023. Affordance-based human-robot interaction with reinforcement learning. IEEE Access 11, pp. 31282-31292. (10.1109/ACCESS.2023.3262450)
- Alsudays, N., Wu, J., Lai, Y. and Ji, Z. 2023. Afpsnet: multi-class part parsing based on scaled attention and feature fusion. Presented at: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii,, 3-7 Jan 20232023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV). IEEE pp. 4022-4031., (10.1109/WACV56688.2023.00402)
- Gao, Y., Ji, Z., Wu, J., Wei, C. and Grech, R. 2023. Hierarchical reinforcement learning-based mapless navigation with predictive exploration worthiness. Presented at: IEEE International Conference on Mechatronics and Automation, Harbin, Heilongjiang, China, 6-9 August 2023.
- Bhaduri, D., Mason, B., Bigot, S. and Ji, Z. 2023. Development and realisation of a metal additive manufacturing pilot line and post-processing of parts via laser ablation and polishing. Presented at: 8th Industrial Laser Applications Symposium, Daventry, UK, 22 - 23 March 2023.
- Wang, T., Wu, J., Ji, Z. and Lai, Y. 2023. RPS-Net: Indoor scene point cloud completion using RBF-point sparse convolution. Presented at: EG UK Computer Graphics & Visual Computing, Aberystwyth, UK, 14-15 September 2023Proceedings EG UK Computer Graphics & Visual Computing. Eurographics - The European Association for Computer Graphics, (10.2312/cgvc.20231188)
2022
- Meng, J., Liu, Y., Bucknall, R., Guo, W. and Ji, Z. 2022. Anisotropic GPMP2: a fast continuous-time Gaussian processes based motion planner for unmanned surface vehicles in environments with ocean currents. IEEE Transactions on Automation Science and Engineering 19(4), pp. 3914-3931. (10.1109/TASE.2021.3139163)
- Feng, S., Chen, Z., Bircher, B., Ji, Z., Nyborg, L. and Bigot, S. 2022. Predicting laser powder bed fusion defects through in-process monitoring data and machine learning. Materials & Design 222, article number: 111115. (10.1016/j.matdes.2022.111115)
- Fajardo, J. M., González Roldan, F., Realpe, S., Hernandez, J. D., Ji, Z. and Cardenas, P. 2022. FRobs_RL: A flexible robotics reinforcement learning library. Presented at: IEEE International Conference on Automation Science and Engineering (CASE), Mexico City, 20 - 24 August 20222022 IEEE 18th International Conference on Automation Science and Engineering (CASE). IEEE, (10.1109/CASE49997.2022.9926586)
- Ling, H. et al. 2022. Motion planning combines human motion prediction for human-robot cooperation. Presented at: 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (CYBER), Baishan, China, 27-31 July 20222022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (CYBER). IEEE, (10.1109/CYBER55403.2022.9907516)
- You, Y., Ji, Z., Yang, X. and Liu, Y. 2022. From human-human collaboration to human-robot collaboration: automated generation of assembly task knowledge model. Presented at: 27th IEEE International Conference on Automation and Computing (ICAC2022), Bristol, UK, 1-3 Sept 20222022 27th International Conference on Automation and Computing (ICAC). IEEE, (10.1109/ICAC55051.2022.9911131)
- Yang, X., Ji, Z., Wu, J. and Lai, Y. 2022. Abstract demonstrations and adaptive exploration for efficient and stable multi-step sparse reward reinforcement learning. Presented at: 27th IEEE International Conference on Automation and Computing (ICAC2022), Bristol, United Kingdom, 1-3 September 20222022 27th International Conference on Automation and Computing (ICAC). IEEE, (10.1109/ICAC55051.2022.9911100)
- Yang, X., Ji, Z., Wu, J., Lai, Y., Wei, C., Liu, G. and Setchi, R. 2022. Hierarchical reinforcement learning with universal policies for multi-step robotic manipulation. IEEE Transactions on Neural Networks and Learning Systems 33(9), pp. 4727-4741. (10.1109/TNNLS.2021.3059912)
- Liu, J., Zhao, Y., Jia, W. and Ji, Z. 2022. DLNet: Accurate segmentation of green fruit in obscured environments. Journal of King Saud University - Computer and Information Sciences 34(9), pp. 7259-7270. (10.1016/j.jksuci.2021.09.023)
- Sun, M., Xu, L., Chen, X., Ji, Z., Zheng, Y. and Jia, W. 2022. Bfp net: balanced feature pyramid network for small apple detection in complex orchard environment. Plant Phenomics 2022, article number: 9892464. (10.34133/2022/9892464)
- Chen, H., Liu, G., Tian, G., Zhang, J. and Ji, Z. 2022. Safe distance prediction for braking control of bridge cranes considering anti-swing. International Journal of Intelligent Systems 37(8), pp. 4845-4863. (10.1002/int.22743)
- Rayamane, P., Ji, Z. and Packianather, M. 2022. Design and development of a robust vision-based tactile sensor. Presented at: 2022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Sapporo, Japan, 11-15 July 20222022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). IEEE, (10.1109/AIM52237.2022.9863285)
- Wang, L., Ji, Z. and Setchi, R. 2022. Collaboration of KUKA robots on adjusting assembly of motion mechanism. Presented at: Eighth Asia International Symposium on Mechatronics (AISM 2021), 16-19 December 2021 Presented at Duan, B., Umeda, K. and Kim, C. eds.Proceedings of the Eighth Asia International Symposium on Mechatronics, Vol. 885. Lecture Notes in Electrical Engineering, (10.1007/978-981-19-1309-9_100)
- Lambay, A., Liu, Y., Ji, Z. and Morgan, P. 2022. Effects of demographic factors for fatigue detection in manufacturing. Presented at: 14th IFAC Workshop on Intelligent Manufacturing Systems (IMS 2022), Tel-Aviv, Israel, 28-30 March 2022IFAC-PapersOnLine, Vol. 55(2). Elsevier pp. 528-533., (10.1016/j.ifacol.2022.04.248)
- Jia, W., Zhang, Z., Shao, W., Ji, Z. and Hou, S. 2022. RS-Net: robust segmentation of green overlapped apples. Precision Agriculture 23, pp. 492-513. (10.1007/s11119-021-09846-3)
- You, Y., Chen, C., Hu, F., Liu, Y. and Ji, Z. 2022. Advances of digital twins for predictive maintenance. Presented at: 3rd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2021), Linz, Austria, 17-19 November 2021, Vol. 200. Procedia Computer Science, Vol 200: pp. 1471-1480., (10.1016/j.procs.2022.01.348)
- Wei, C., Bai, H., Wei, Y., Ji, Z. and Liu, Z. 2022. Learning manipulation skills with demonstrations for the swing process control of dredgers. Ocean Engineering 246, article number: 110545. (10.1016/j.oceaneng.2022.110545)
- Lin, F., Ji, Z., Wei, C. and Grech, R. 2022. Localisation-safe reinforcement learning for mapless navigation. Presented at: IEEE International Conference on Robotics and Biomimetics (IEEE ROBIO 2022), Jinghong, China, 5-9 December 2022IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 1327-1334., (10.1109/ROBIO55434.2022.10011937)
2021
- Liu, G., Zhang, Q., Cao, Y., Tian, G. and Ji, Z. 2021. Online human action recognition with spatial and temporal skeleton features using a distributed camera network. International Journal of Intelligent Systems 36(12), pp. 7389-7411. (10.1002/int.22591)
- Yao, L., Kanoulas, D., Ji, Z. and Liu, Y. 2021. ShorelineNet: an efficient deep learning approach for shoreline semantic segmentation for unmanned surface vehicles. Presented at: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Prague, Czech Republic, 27 September - 01 October 20212021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). pp. 5403-5409., (10.1109/IROS51168.2021.9636614)
- Ji, Z. and Amer, A. 2021. Human locomotion activity recognition using spectral analysis and convolutional neural networks. International Journal of Manufacturing Research 16, article number: 4. (10.1504/IJMR.2021.10039081)
- Lin, F., Ji, Z., Wei, C. and Niu, H. 2021. Reinforcement learning-based mapless navigation with fail-safe localisation. Presented at: 21st Towards Autonomous Robotic Systems Conference (TAROS 2021), Virtual and Lincoln, UK, 8-10 September 2021 Presented at Fox, C. et al. eds.Towards Autonomous Robotic Systems: 22nd Annual Conference, TAROS 2021, Lincoln, UK, September 8–10, 2021, Proceedings. Lecture Notes in Computer Science; Lecture Notes in Artificial Intelligence Springer pp. 100-111., (10.1007/978-3-030-89177-0_10)
- Djoudi, S., Frampton, J. M., Murphy, A., Scammell, T., Wright, T. and Ji, Z. 2021. Designing a multi-locomotion modular snake robot. Presented at: 21st Towards Autonomous Robotic Systems Conference (TAROS 2021), Virtual, 8-10 September 2021 Presented at Fox, C. et al. eds.Towards Autonomous Robotic Systems: 22nd Annual Conference, TAROS 2021, Lincoln, UK, September 8–10, 2021, Proceedings. Lecture Notes in Computer Science Springer pp. 249-259., (10.1007/978-3-030-89177-0_26)
- Yang, X., Ji, Z., Wu, J. and Lai, Y. 2021. An open-source multi-goal reinforcement learning environment for robotic manipulation with Pybullet. Presented at: 21st Towards Autonomous Robotic Systems Conference (TAROS 2021), Virtual, 8-10 September 2021 Presented at Fox, C. et al. eds.Towards Autonomous Robotic Systems. TAROS 2021. Lecture Notes in Computer Science Springer pp. 14-24.
- Wen, J. et al. 2021. Dynamic analysis and structure optimization on trapezoidal wave generator for eliminating the over deviation of the residual wave in shock test measurement. Measurement 182, article number: 109665. (10.1016/j.measurement.2021.109665)
- Wen, J., Yao, H., Ji, Z., Wu, B. and Xu, F. 2021. Self-validating high-g accelerometers through data-driven methods. Sensors and Actuators A: Physical 328, article number: 112803. (10.1016/j.sna.2021.112803)
- Tian, Y., Yang, Y., Yang, H. and Ji, Z. 2021. Model implementation and analysis of a true three-dimensional display system. Computer Systems Science and Engineering 39(3), pp. 403-414. (10.32604/csse.2021.016357)
- Lambay, A., Liu, Y., Morgan, P. and Ji, Z. 2021. A data-driven fatigue prediction using recurrent neural networks. Presented at: 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA2021), Ankara, Turkey, 11-13 June 20212021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA). IEEE pp. 1-6., (10.1109/HORA52670.2021.9461377)
- Le Roux, L. et al. 2021. Automatised quality assessment in additive layer manufacturing using layer-by-layer surface measurements and deep learning. Presented at: 14th CIRP Conference on Intelligent Computation in Manufacturing Engineering 2020, Naples, Italy, 15-17 July 2020, Vol. 99. Elsevier pp. 342-347., (10.1016/j.procir.2021.03.050)
- Wei, C., Wei, Y. and Ji, Z. 2021. Model predictive control for slurry pipeline transportation of a cutter suction dredger. Ocean Engineering 227, article number: 108893. (10.1016/j.oceaneng.2021.108893)
- Stergianelis, D., McConnell, M., Ji, Z., Huang, Y. and Yu, H. 2021. A simulation study of simple local path planning and control for unmanned surface vehicles. Presented at: Global OCEANS 2020: Singapore-U.S. Gulf Coast, Virtual, 5-14 October 2020Global Oceans 2020: Singapore – U.S. Gulf Coast. IEEE pp. 1-10., (10.1109/IEEECONF38699.2020.9389484)
- Niu, H., Ji, Z., Savvaris, A., Tsourdos, A. and Carrasco, J. 2021. Model checking for decision making system of long endurance unmanned surface vehicle. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII), Iwaki, Fukushima, Japan, 11-14 January 20212021 IEEE/SICE International Symposium on System Integration (SII). IEEE pp. 256-262., (10.1109/IEEECONF49454.2021.9382677)
- Niu, H., Ji, Z., Liguori, P., Yin, H. and Carrasco, J. 2021. Design, integration and sea trials of 3D printed unmanned aerial vehicle and unmanned surface vehicle for cooperative missions. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII2021), Iwaki, Fukushima, Japan, 11-14 January 20212021 IEEE/SICE International Symposium on System Integration (SII). IEEE pp. 590-591., (10.1109/IEEECONF49454.2021.9382687)
- Niu, H., Ji, Z., Zhu, Z., Yin, H. and Carrasco, J. 2021. 3D vision-guided pick-and-place using kuka LBR iiwa robot. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII2021), Iwaki, Fukushima, Japan, 11-14 January 20212021 IEEE/SICE International Symposium on System Integration (SII). IEEE pp. 592-593., (10.1109/IEEECONF49454.2021.9382674)
- Feng, X., Yang, Y., Qi, X., Xu, C. and Ji, Z. 2021. Output feedback NCS of DoS attacks triggered by double-ended events. Security and Communication Networks 2021, article number: 6643034. (10.1155/2021/6643034)
- Yao, Z., Huang, Q., Ji, Z., Li, X. and Bi, Q. 2021. Deep learning-based prediction of piled-up status and payload distribution of bulk material. Automation in Construction 121, article number: 103424. (10.1016/j.autcon.2020.103424)
- Wen, J., Yao, H., Ji, Z. and Xia, M. 2021. On fault diagnosis for high-g accelerometers via data-driven models. IEEE Sensors Journal 21(2), pp. 1359-1368. (10.1109/JSEN.2020.3019632)
- Niu, H., Ji, Z., Arvin, F., Lennox, B., Yin, H. and Carrasco, J. 2021. Accelerated sim-to-real deep reinforcement learning: learning collision avoidance from human player. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII2021), Iwaki, Fukushima, Japan, 11-14 January 2021.
2020
- Ji, Z. and Han, Q. 2020. A novel image feature descriptor for SLM spattering pattern classification using a consumable camera. International Journal of Advanced Manufacturing Technology 110(11-12), pp. 2955-2976. (10.1007/s00170-020-05995-3)
- Sukor, A. S. A., Setchi, R. and Ji, Z. 2020. Abnormality detection approach in smart homes using case-based reasoning. Presented at: IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS), Virtual (Shah Alam, Malaysia), 20 June 2020IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS 2020). IEEE pp. 176-181., (10.1109/I2CACIS49202.2020.9140077)
- Wei, C., Ji, Z. and Cai, B. 2020. Particle swarm optimization for cooperative multi-robot task allocation: a multi-objective approach. IEEE Robotics and Automation Letters 5(2), pp. 2530-2537. (10.1109/LRA.2020.2972894)
- Wen, J., Yao, H., Wu, B., Ren, Y. and Ji, Z. 2020. A deep learning approach to recover high-g shock signals from the faulty accelerometer. IEEE Sensors Journal 20(4), pp. 1761-1769. (10.1109/JSEN.2019.2949241)
- He, L., Liu, G., Tian, G., Zhang, J. and Ji, Z. 2020. Efficient multi-view multi-target tracking using a distributed camera network. IEEE Sensors Journal 20(4), pp. 2056-2063. (10.1109/JSEN.2019.2949385)
- Niu, H., Ji, Z., Savvaris, A. and Tsourdos, A. 2020. Energy efficient path planning for unmanned surface vehicle in spatially-temporally variant environment. Ocean Engineering 196, article number: 106766. (10.1016/j.oceaneng.2019.106766)
- Liu, G., He, H., Tian, G., Zhang, J. and Ji, Z. 2020. Online collision avoidance for human-robot collaborative interaction concerning safety and efficiency. Presented at: 2020 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2020), Online, 6-10 July 2020IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). IEEE pp. 1167-1672., (10.1109/AIM43001.2020.9158647)
2019
- Liu, G., Liu, T., Tian, G. and Ji, Z. 2019. Distributed human 3D pose estimation and action recognition.. Presented at: ROBIO 2019- International Conference on Robotics and Biomimetics, Dali, Yunnan, China, 6-8 December 20192019 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 2316-2321., (10.1109/ROBIO49542.2019.8961741)
- Chen, J., Ji, Z., Niu, H., Setchi, R. and Yang, C. 2019. An auto-correction teleoperation method for a mobile manipulator using gaze tracking and hand motion detection. Presented at: 20th Towards Autonomous Robotic Systems Conference (TAROS), London, UK, 3-5 July 2019TAROS 2019: Towards Autonomous Robotic Systems, Vol. 11650. Springer pp. 422-433., (10.1007/978-3-030-25332-5_36)
- Niu, H., Savvaris, A., Tsourdos, A. and Ji, Z. 2019. Voronoi-visibility roadmap-based path planning algorithm for unmanned surface vehicles. Journal of Navigation 72(4), pp. 850-874. (10.1017/S0373463318001005)
- Yao, H., Wen, J., Ren, Y., Wu, B. and Ji, Z. 2019. Low-cost measurement of industrial shock signals via deep learning calibration. Presented at: International Conference on Acoustics, Speech, and Signal Processing, Brighton, UK, 12-17 May 2019ICASSP IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE pp. 2892-2896., (10.1109/ICASSP.2019.8682484)
- Ai, Q., Chen, A., Chen, K., Liu, Q., Zhou, T., Xin, S. and Ji, Z. 2019. Feature extraction of four-class motor imagery EEG signals based on functional brain network. Journal of Neural Engineering 16(2), article number: 26032. (10.1088/1741-2552/ab0328)
- Liu, H., Liu, G., Tian, G., Xin, S. and Ji, Z. 2019. Visual SLAM based on dynamic object removal. Presented at: IEEE Robio 2019, Dali, China, 6-8 December 20192019 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 596-601., (10.1109/ROBIO49542.2019.8961397)
- Luo, Y., Liu, G., Liu, H., Liu, T., Tian, G. and Ji, Z. 2019. Simultaneous monocular visual odometry and depth reconstruction with scale recovery. Presented at: IEEE Robio 2019, Dali, China, 6-8 December 20192019 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 682-687., (10.1109/ROBIO49542.2019.8961701)
2018
- Wu, J. and Ji, Z. 2018. Seeing the unseen: Locating objects from reflections. Presented at: 19th Towards Autonomous Robotic Systems (TAROS) Conference, Bristol, UK, 25- 27 July 2018.
- Ji, Z., Schruoffeneger, R. and Setchi, R. 2018. Autonomous 3D scene understanding and exploration in cluttered workspaces using point cloud data. Presented at: 2018 IEEE 15th International Conference on Networking, Sensing and Control (ICNSC), Zhuhai, China, 27-29 March 20182018 IEEE 15th International Conference on Networking, Sensing and Control (ICNSC). IEEE, (10.1109/ICNSC.2018.8361275)
2017
- Ji, Z. and Huang, Y. 2017. Autonomous boat dynamics: How far away is simulation from the high sea?. Presented at: OCEANS 2017, Aberdeen, 19 - 22 June 2017OCEANS 2017 - Aberdeen. IEEE, (10.1109/OCEANSE.2017.8084927)
2016
- Haworth, C., Evans, J., Ji, Z., Taylor, R. and Martin, D. 2016. An open software framework for adaptive, autonomous operation of maritime autonomous systems. Presented at: OCEANS 2016 MTS/IEEE Monterey, Monterey, CA, 19-23 September 2016OCEANS 2016 MTS/IEEE Monterey. IEEE, (10.1109/OCEANS.2016.7761329)
- Haworth, C., Evans, J., Dugan, K., Ji, Z. and Cotterell, S. 2016. UMS mission management for mixed fleets. Presented at: OCEANS'15 MTS/IEEE, Washington DC, 19-22 Oct 2015OCEANS 2015 - MTS/IEEE Washington. IEEE, (10.23919/OCEANS.2015.7404638)
2015
- Al-Moadhen, A., Packianather, M., Qiu, R., Setchi, R. and Ji, Z. 2015. Improving the efficiency of robot task planning by automatically integrating its planner and common-sense knowledge base. In: Tweedale, J. W., Jain, L. C. and Watada, J. eds. Knowledge-Based Information Systems in Practice., Vol. 30. Springer, pp. 185-198., (10.1007/978-3-319-13545-8_11)
2013
- Wang, Z. et al. 2013. Nanoscale structures for implementation of anti-reflection and self-cleaning functions. International Journal of Nanomanufacturing 9(5/6), pp. 520-531. (10.1504/IJNM.2013.057596)
- Al-Moadhen, A., Qiu, R., Packianather, M., Ji, Z. and Setchi, R. 2013. Integrating robot task planner with common-sense knowledge base to improve the efficiency of planning. Procedia Computer Science 22, pp. 211-220. (10.1016/j.procs.2013.09.097)
- Sato, Y., Ji, Z. and van Dijk, S. 2013. I think I have heard that one before : recurrence-based word learning with a robot. In: Gogate, L. and Hollich, G. eds. Theoretical and Computational Models of Word Learning: Trends in Psychology and Artificial Intelligence. IGI Global, pp. 327-349., (10.4018/978-1-4666-2973-8.ch014)
- Qiu, R. et al. 2013. The development of a semi-autonomous framework for personal assistant robots - SRS project. International Journal of Intelligent Mechatronics and Robotics 3(4), pp. 30-47. (10.4018/ijimr.2013100102)
2012
- Ji, Z. et al. 2012. Towards automated task planning for service robots using semantic knowledge representation. Presented at: 2012 10th IEEE International Conference on Industrial Informatics (INDIN), Beijing, China, 25-27 July 2012INDIN2012: IEEE 10th International Conference on Industrial Informatics. Los Alamitos, CA: IEEE pp. 1194-1201., (10.1109/INDIN.2012.6301131)
- Qiu, R. et al. 2012. Integration of symbolic task planning into operations within an unstructured environment. International Journal of Intelligent Mechatronics and Robotics 2(3), pp. 38-57. (10.4018/ijimr.2012070104)
- Qiu, R. et al. 2012. Towards robust personal assistant robots: Experience gained in the SRS project. Presented at: 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vilamoura, Portugal, 7-12 October 2012Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on. IEEE pp. 1651-1657., (10.1109/IROS.2012.6385727)
- Soroka, A. J., Qiu, R., Noyvirt, A. and Ji, Z. 2012. Challenges for service robots operating in non-industrial environments. Presented at: 2012 10th IEEE International Conference on Industrial Informatics (INDIN, Beijing, China, 25-27 July 2012Industrial Informatics (INDIN), 2012 10th IEEE International Conference on. IEEE pp. 1152-1157., (10.1109/INDIN.2012.6301139)
- Zhang, J., Ji, Z., Jiang, S., Liang, H., Sun, H., Wang, Z. and Tan, C. 2012. Configurations of laser interference lithography for 2D/3D nanostructures of optical functional materials. Presented at: 2012 International Conference on Manipulation, Manufacturing and Measurement on the Nanoscale (3M-NANO), Shaanxi, China, 29 August - 1st September 20122012 International Conference on Manipulation, Manufacturing and Measurement on the Nanoscale (3M-NANO). pp. 169., (10.1109/3M-NANO.2012.6472999)
2011
- Amirabdollahian, F., Robins, B., Dautenhahn, K. and Ji, Z. 2011. Investigating tactile event recognition in child-robot interaction for use in autism therapy. Presented at: 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA, USA, 30 August - 3 September 20112011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE pp. 5347-5351., (10.1109/IEMBS.2011.6091323)
- Qiu, R. et al. 2011. Symbolic task planning for robot operations under unstructured environment. Presented at: 1st International Conference on Manipulation, Manufacturing and Measurement on the Nanoscale (3M-NANO), Changechun, China, 29th - 31st August 2011.
- Xu, S., Ji, Z., Pham, D. T. and Yu, F. 2011. Binary Bees Algorithm - bioinspiration from the foraging mechanism of honeybees to optimize a multiobjective multidimensional assignment problem. Engineering Optimization 43(11), pp. 1141-1159. (10.1080/0305215X.2010.542812)
- Xu, S., Yu, F., Luo, Z., Ji, Z., Pham, D. and Qiu, R. 2011. Adaptive Bees Algorithm - Bioinspiration from Honeybee Foraging to Optimize Fuel Economy of a Semi-Track Air-Cushion Vehicle. The Computer Journal 54(9), pp. 1416-1426. (10.1093/comjnl/bxq097)
- Wang, Z., Li, D., Zhang, J., Ji, Z. and Qiu, R. 2011. Robotic nanoassembly: current developments and challenges. International Journal of Computer Applications in Technology 41(3/4), pp. 185-194. (10.1504/IJCAT.2011.042694)
- Ji, Z., Amirabdollahian, F., Polani, D. and Dautenhahn, K. 2011. Histogram based classification of tactile patterns on periodically distributed skin sensors for a humanoid robot. Presented at: RO-MAN, Atlanta GA, USA, 31 Jul -3 Aug 2011. pp. 433., (10.1109/ROMAN.2011.6005261)
- Amirabdollahian, F., Robins, B., Dautenhahn, K. and Ji, Z. 2011. Investigating tactile event recognition in child-robot interaction for use in autism therapy. Presented at: 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA, USA, 30 August - 3 September 2011. pp. 5347., (10.1109/IEMBS.2011.6091323)
2010
- Xu, S., Ji, Z., Pham, D. T. and Yu, F. 2010. Simultaneous localization and mapping: swarm robot mutual localization and sonar arc bidirectional carving mapping. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science 225(3), pp. 733-744. (10.1243/09544062JMES2239)
- Xu, S., Ji, Z., Pham, D. T. and Yu, F. 2010. Bio-inspired binary bees algorithm for a two-level distribution optimisation problem. Journal of Bionic Engineering 7(2), pp. 161-167. (10.1016/S1672-6529(09)60205-5)
- Robinson, B., Amirabdollahian, F., Ji, Z. and Dautenhahn, K. 2010. Tactile interaction with a humanoid robot for children with autism: A case study analysis involving user requirements and results of an initial implementation. Presented at: 19th International Symposium in Robot and Human Interactive Communication, Viareggio, 13-15 September 201019th International Symposium in Robot and Human Interactive Communication. pp. 704., (10.1109/ROMAN.2010.5598641)
2009
- Yang, M., Pham, D., Al-Kutubi, M., Ji, Z. and Wang, Z. 2009. A new computer interface based on in-solid acoustic source localization. Presented at: 7th IEEE International Conference on Industrial Informatics, Cardiff, UK, 23-26 Jun 2009. , (10.1109/INDIN.2009.5195791)
- Meunier, M. et al. 2009. Interference lithography processes with high-power laser pulses. Presented at: SPIE LASE: Lasers and Applications in Science and Engineering, San Jose, California, 2009 Presented at Meunier, M. et al. eds.Laser Applications in Microelectronic and Optoelectronic Manufacturing VII, Vol. 7201. International Society for Optical Engineering; 1999 pp. 72010R., (10.1117/12.808834)
- Pham, D. T., Ji, Z. and Soroka, A. J. 2009. Ultrasonic distance scanning techniques for mobile robots. International Journal of Computer Aided Engineering and Technology 1(2), pp. 209-224. (10.1504/IJCAET.2009.022787)
- Ji, Z. et al. 2009. Quality inspection of nanoscale patterns produced by Laser Interference Lithography using image analysis techniques. Presented at: 2009 International Conference on Mechatronics and Automation, Changchun, China, 9-12 August 20092009 International Conference on Mechatronics and Automation. IEEE pp. 1835-1840., (10.1109/ICMA.2009.5246458)
2007
- Pham, D., Ji, Z., Peyroutet, O., Yang, M., Wang, Z. and Al-kutubi, M. 2007. Localisation of impacts on solid objects using the wavelet transform and maximum likelihood estimation. Presented at: 2nd I*PROMS Virtual International Conference, Internet, 3-14 July 2006 Presented at Pham, D. ed.Intelligent Production Machines and Systems - 2nd I*PROMS Virtual International Conference. Elsevier pp. 541-547., (10.1016/B978-008045157-2/50095-X)
- Ji, Z. 2007. Development of tangible acoustic interfaces for human computer interaction. PhD Thesis, Cardiff University.
- Pham, D., Al-Kutubi, M., Yang, M., Wang, Z. and Ji, Z. 2007. Pattern matching for tangible acoustic interfaces. In: Intelligent Production Machines and Systems. , pp. 556., (10.1016/B978-008045157-2/50097-3)
Articles
- Wei, C., Han, H., Xia, Y. and Ji, Z. 2025. TDAD: Self-supervised industrial anomaly detection with a two-stage diffusion model. Computers in Industry 164, article number: 104192. (10.1016/j.compind.2024.104192)
- Jia, W., Wang, Z., Zhao, R., Ji, Z., Yin, X. and Liu, G. 2025. FBSM: Foveabox-based boundary-aware segmentation method for green apples in natural orchards. Expert Systems with Applications 260, article number: 125426. (10.1016/j.eswa.2024.125426)
- Gao, Y., Lin, F., Cai, B., Wu, J., Wei, C., Grech, R. and Ji, Z. 2024. Mapless navigation via Hierarchical Reinforcement Learning with memory-decaying novelty. Robotics and Autonomous Systems 182, article number: 104815. (10.1016/j.robot.2024.104815)
- Wu, Z., Wei, C., Xia, Y. and Ji, Z. 2024. SAITI-DCGAN: Self-attention based deep convolutional generative adversarial networks for data augmentation of infrared thermal images. Applied Sciences 14(23), article number: 11391. (10.3390/app142311391)
- Tian, S., Wei, C., Li, Y. and Ji, Z. 2024. FGRL: Federated growing reinforcement learning for resilient mapless navigation in unfamiliar environments. Applied Sciences 14(23), article number: 11336. (10.3390/app142311336)
- You, Y., Cai, B., Pham, D. T., Liu, Y. and Ji, Z. 2024. A human digital twin approach for fatigue-aware task planning in human-robot collaborative assembly. Computers & Industrial Engineering, article number: 110774. (10.1016/j.cie.2024.110774)
- Wang, C., Wang, J., Ma, Z., Xu, M., Qi, K., Ji, Z. and Wei, C. 2024. Integrated learning-based framework for autonomous quadrotor UAV landing on a collaborative moving UGV. IEEE Transactions on Vehicular Technology 73(11), pp. 16092-16107. (10.1109/TVT.2024.3425755)
- Jia, W. et al. 2024. FCOS-EAM: An accurate segmentation method for overlapping green fruits. Computers and Electronics in Agriculture 226, article number: 109392. (10.1016/j.compag.2024.109392)
- Gao, Y., Wu, J., Yang, X. and Ji, Z. 2024. Efficient hierarchical reinforcement learning for mapless navigation with predictive neighbouring space scoring. IEEE Transactions on Automation Science and Engineering 21(4), pp. 5457-5472. (10.1109/TASE.2023.3312237)
- Wei, C., Han, H., Wu, Z., Xia, Y. and Ji, Z. 2024. Transformer-based multi-scale reconstruction network for defect detection of infrared images. IEEE Transactions on Instrumentation and Measurement 73, article number: 5037414. (10.1109/TIM.2024.3481573)
- Lambay, A., Liu, Y., Morgan, P. L. and Ji, Z. 2024. Machine learning assisted human fatigue detection, monitoring, and recovery: a review. Digital Engineering 1, article number: 100004. (10.1016/j.dte.2024.100004)
- Cai, B., Wei, C. and Ji, Z. 2024. Deep reinforcement learning with multiple unrelated rewards for AGV mapless navigation. IEEE Transactions on Automation Science and Engineering (10.1109/TASE.2024.3410162)
- Wen, Q., Tafrishi, S. A., Ji, Z. and Lai, Y. 2024. GLSkeleton: A geometric Laplacian-based skeletonisation framework for object point clouds. IEEE Robotics and Automation Letters 9(5), pp. 4615-4622. (10.1109/LRA.2024.3384128)
- Yang, X., Wu, J., Lai, Y. and Ji, Z. 2024. GAM: General Affordance-based Manipulation for contact-rich object disentangling tasks. Neurocomputing 578, article number: 127386. (10.1016/j.neucom.2024.127386)
- Munguia‐Galeano, F., Zhu, J., Hernández, J. D. and Ji, Z. 2024. Learning to bag with a simulation‐free reinforcement learning framework for robots. IET Cyber-Systems and Robotics 6(2), article number: e12113. (10.1049/csy2.12113)
- Wei, C., Wu, J., Xia, Y. and Ji, Z. 2024. Fast autonomous exploration with sparse topological graphs in large-scale environments. International Journal of Intelligent Robotics and Applications 8, pp. 111-121. (10.1007/s41315-023-00318-7)
- Sun, J., Wu, J., Ji, Z. and Lai, Y. 2024. A survey of object goal navigation. IEEE Transactions on Automation Science and Engineering (10.1109/TASE.2024.3378010)
- Herbert, P., Wu, J., Ji, Z. and Lai, Y. 2024. Benchmarking visual SLAM methods in mirror environments. Computational Visual Media 10(2), pp. 215-241. (10.1007/s41095-022-0329-x)
- Wei, C., Wang, H., Bai, H., Ji, Z. and Liu, Z. 2023. PPLC: Data-driven offline learning approach for excavating control of cutter suction dredgers. Engineering Applications of Artificial Intelligence 125, article number: 106708. (10.1016/j.engappai.2023.106708)
- Munguia-Galeano, F., Tan, A. and Ji, Z. 2023. Deep reinforcement learning with explicit context representation. IEEE Transactions on Neural Networks and Learning Systems (10.1109/TNNLS.2023.3325633)
- Yang, X., Ji, Z., Wu, J. and Lai, Y. 2023. Recent advances of deep robotic affordance learning: a reinforcement learning perspective. IEEE Transactions on Cognitive and Developmental Systems 15(3), pp. 1139-1149. (10.1109/TCDS.2023.3277288)
- Lu, Y., Du, S., Ji, Z., Yin, X. and Jia, W. 2023. ODL Net: Object detection and location network for small pears around the thinning period. Computers and Electronics in Agriculture 212, article number: 108115. (10.1016/j.compag.2023.108115)
- Lu, Y., Sun, M., Guan, Y., Lian, J., Ji, Z., Yin, X. and Jia, W. 2023. SOD head: A network for locating small fruits from top to bottom in layers of feature maps. Computers and Electronics in Agriculture 212, article number: 108133. (10.1016/j.compag.2023.108133)
- Wei, C., Li, Y., Ouyang, Y. and Ji, Z. 2023. Deep reinforcement learning with heuristic corrections for UGV navigation. Journal of Intelligent and Robotic Systems 109, article number: 18. (10.1007/s10846-023-01950-y)
- Lu, Y., Ji, Z., Yang, L. and Jia, W. 2023. Mask Positioner: An effective segmentation algorithm for green fruit in complex environment. Journal of King Saud University - Computer and Information Sciences 35(7), article number: 101598. (10.1016/j.jksuci.2023.101598)
- Zhao, R., Guan, Y., Lu, Y., Ji, Z., Yin, X. and Jia, W. 2023. FCOS-LSC: A novel model for green fruit detection in a complex orchard environment. Plant Phenomics 5, article number: 69. (10.34133/plantphenomics.0069)
- Munguia-Galeano, F., Veeramani, S., Hernández, J. D., Wen, Q. and Ji, Z. 2023. Affordance-based human-robot interaction with reinforcement learning. IEEE Access 11, pp. 31282-31292. (10.1109/ACCESS.2023.3262450)
- Meng, J., Liu, Y., Bucknall, R., Guo, W. and Ji, Z. 2022. Anisotropic GPMP2: a fast continuous-time Gaussian processes based motion planner for unmanned surface vehicles in environments with ocean currents. IEEE Transactions on Automation Science and Engineering 19(4), pp. 3914-3931. (10.1109/TASE.2021.3139163)
- Feng, S., Chen, Z., Bircher, B., Ji, Z., Nyborg, L. and Bigot, S. 2022. Predicting laser powder bed fusion defects through in-process monitoring data and machine learning. Materials & Design 222, article number: 111115. (10.1016/j.matdes.2022.111115)
- Yang, X., Ji, Z., Wu, J., Lai, Y., Wei, C., Liu, G. and Setchi, R. 2022. Hierarchical reinforcement learning with universal policies for multi-step robotic manipulation. IEEE Transactions on Neural Networks and Learning Systems 33(9), pp. 4727-4741. (10.1109/TNNLS.2021.3059912)
- Liu, J., Zhao, Y., Jia, W. and Ji, Z. 2022. DLNet: Accurate segmentation of green fruit in obscured environments. Journal of King Saud University - Computer and Information Sciences 34(9), pp. 7259-7270. (10.1016/j.jksuci.2021.09.023)
- Sun, M., Xu, L., Chen, X., Ji, Z., Zheng, Y. and Jia, W. 2022. Bfp net: balanced feature pyramid network for small apple detection in complex orchard environment. Plant Phenomics 2022, article number: 9892464. (10.34133/2022/9892464)
- Chen, H., Liu, G., Tian, G., Zhang, J. and Ji, Z. 2022. Safe distance prediction for braking control of bridge cranes considering anti-swing. International Journal of Intelligent Systems 37(8), pp. 4845-4863. (10.1002/int.22743)
- Jia, W., Zhang, Z., Shao, W., Ji, Z. and Hou, S. 2022. RS-Net: robust segmentation of green overlapped apples. Precision Agriculture 23, pp. 492-513. (10.1007/s11119-021-09846-3)
- Wei, C., Bai, H., Wei, Y., Ji, Z. and Liu, Z. 2022. Learning manipulation skills with demonstrations for the swing process control of dredgers. Ocean Engineering 246, article number: 110545. (10.1016/j.oceaneng.2022.110545)
- Liu, G., Zhang, Q., Cao, Y., Tian, G. and Ji, Z. 2021. Online human action recognition with spatial and temporal skeleton features using a distributed camera network. International Journal of Intelligent Systems 36(12), pp. 7389-7411. (10.1002/int.22591)
- Ji, Z. and Amer, A. 2021. Human locomotion activity recognition using spectral analysis and convolutional neural networks. International Journal of Manufacturing Research 16, article number: 4. (10.1504/IJMR.2021.10039081)
- Wen, J. et al. 2021. Dynamic analysis and structure optimization on trapezoidal wave generator for eliminating the over deviation of the residual wave in shock test measurement. Measurement 182, article number: 109665. (10.1016/j.measurement.2021.109665)
- Wen, J., Yao, H., Ji, Z., Wu, B. and Xu, F. 2021. Self-validating high-g accelerometers through data-driven methods. Sensors and Actuators A: Physical 328, article number: 112803. (10.1016/j.sna.2021.112803)
- Tian, Y., Yang, Y., Yang, H. and Ji, Z. 2021. Model implementation and analysis of a true three-dimensional display system. Computer Systems Science and Engineering 39(3), pp. 403-414. (10.32604/csse.2021.016357)
- Wei, C., Wei, Y. and Ji, Z. 2021. Model predictive control for slurry pipeline transportation of a cutter suction dredger. Ocean Engineering 227, article number: 108893. (10.1016/j.oceaneng.2021.108893)
- Feng, X., Yang, Y., Qi, X., Xu, C. and Ji, Z. 2021. Output feedback NCS of DoS attacks triggered by double-ended events. Security and Communication Networks 2021, article number: 6643034. (10.1155/2021/6643034)
- Yao, Z., Huang, Q., Ji, Z., Li, X. and Bi, Q. 2021. Deep learning-based prediction of piled-up status and payload distribution of bulk material. Automation in Construction 121, article number: 103424. (10.1016/j.autcon.2020.103424)
- Wen, J., Yao, H., Ji, Z. and Xia, M. 2021. On fault diagnosis for high-g accelerometers via data-driven models. IEEE Sensors Journal 21(2), pp. 1359-1368. (10.1109/JSEN.2020.3019632)
- Ji, Z. and Han, Q. 2020. A novel image feature descriptor for SLM spattering pattern classification using a consumable camera. International Journal of Advanced Manufacturing Technology 110(11-12), pp. 2955-2976. (10.1007/s00170-020-05995-3)
- Wei, C., Ji, Z. and Cai, B. 2020. Particle swarm optimization for cooperative multi-robot task allocation: a multi-objective approach. IEEE Robotics and Automation Letters 5(2), pp. 2530-2537. (10.1109/LRA.2020.2972894)
- Wen, J., Yao, H., Wu, B., Ren, Y. and Ji, Z. 2020. A deep learning approach to recover high-g shock signals from the faulty accelerometer. IEEE Sensors Journal 20(4), pp. 1761-1769. (10.1109/JSEN.2019.2949241)
- He, L., Liu, G., Tian, G., Zhang, J. and Ji, Z. 2020. Efficient multi-view multi-target tracking using a distributed camera network. IEEE Sensors Journal 20(4), pp. 2056-2063. (10.1109/JSEN.2019.2949385)
- Niu, H., Ji, Z., Savvaris, A. and Tsourdos, A. 2020. Energy efficient path planning for unmanned surface vehicle in spatially-temporally variant environment. Ocean Engineering 196, article number: 106766. (10.1016/j.oceaneng.2019.106766)
- Niu, H., Savvaris, A., Tsourdos, A. and Ji, Z. 2019. Voronoi-visibility roadmap-based path planning algorithm for unmanned surface vehicles. Journal of Navigation 72(4), pp. 850-874. (10.1017/S0373463318001005)
- Ai, Q., Chen, A., Chen, K., Liu, Q., Zhou, T., Xin, S. and Ji, Z. 2019. Feature extraction of four-class motor imagery EEG signals based on functional brain network. Journal of Neural Engineering 16(2), article number: 26032. (10.1088/1741-2552/ab0328)
- Wang, Z. et al. 2013. Nanoscale structures for implementation of anti-reflection and self-cleaning functions. International Journal of Nanomanufacturing 9(5/6), pp. 520-531. (10.1504/IJNM.2013.057596)
- Al-Moadhen, A., Qiu, R., Packianather, M., Ji, Z. and Setchi, R. 2013. Integrating robot task planner with common-sense knowledge base to improve the efficiency of planning. Procedia Computer Science 22, pp. 211-220. (10.1016/j.procs.2013.09.097)
- Qiu, R. et al. 2013. The development of a semi-autonomous framework for personal assistant robots - SRS project. International Journal of Intelligent Mechatronics and Robotics 3(4), pp. 30-47. (10.4018/ijimr.2013100102)
- Qiu, R. et al. 2012. Integration of symbolic task planning into operations within an unstructured environment. International Journal of Intelligent Mechatronics and Robotics 2(3), pp. 38-57. (10.4018/ijimr.2012070104)
- Xu, S., Ji, Z., Pham, D. T. and Yu, F. 2011. Binary Bees Algorithm - bioinspiration from the foraging mechanism of honeybees to optimize a multiobjective multidimensional assignment problem. Engineering Optimization 43(11), pp. 1141-1159. (10.1080/0305215X.2010.542812)
- Xu, S., Yu, F., Luo, Z., Ji, Z., Pham, D. and Qiu, R. 2011. Adaptive Bees Algorithm - Bioinspiration from Honeybee Foraging to Optimize Fuel Economy of a Semi-Track Air-Cushion Vehicle. The Computer Journal 54(9), pp. 1416-1426. (10.1093/comjnl/bxq097)
- Wang, Z., Li, D., Zhang, J., Ji, Z. and Qiu, R. 2011. Robotic nanoassembly: current developments and challenges. International Journal of Computer Applications in Technology 41(3/4), pp. 185-194. (10.1504/IJCAT.2011.042694)
- Xu, S., Ji, Z., Pham, D. T. and Yu, F. 2010. Simultaneous localization and mapping: swarm robot mutual localization and sonar arc bidirectional carving mapping. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science 225(3), pp. 733-744. (10.1243/09544062JMES2239)
- Xu, S., Ji, Z., Pham, D. T. and Yu, F. 2010. Bio-inspired binary bees algorithm for a two-level distribution optimisation problem. Journal of Bionic Engineering 7(2), pp. 161-167. (10.1016/S1672-6529(09)60205-5)
- Pham, D. T., Ji, Z. and Soroka, A. J. 2009. Ultrasonic distance scanning techniques for mobile robots. International Journal of Computer Aided Engineering and Technology 1(2), pp. 209-224. (10.1504/IJCAET.2009.022787)
Book sections
- Al-Moadhen, A., Packianather, M., Qiu, R., Setchi, R. and Ji, Z. 2015. Improving the efficiency of robot task planning by automatically integrating its planner and common-sense knowledge base. In: Tweedale, J. W., Jain, L. C. and Watada, J. eds. Knowledge-Based Information Systems in Practice., Vol. 30. Springer, pp. 185-198., (10.1007/978-3-319-13545-8_11)
- Sato, Y., Ji, Z. and van Dijk, S. 2013. I think I have heard that one before : recurrence-based word learning with a robot. In: Gogate, L. and Hollich, G. eds. Theoretical and Computational Models of Word Learning: Trends in Psychology and Artificial Intelligence. IGI Global, pp. 327-349., (10.4018/978-1-4666-2973-8.ch014)
- Pham, D., Al-Kutubi, M., Yang, M., Wang, Z. and Ji, Z. 2007. Pattern matching for tangible acoustic interfaces. In: Intelligent Production Machines and Systems. , pp. 556., (10.1016/B978-008045157-2/50097-3)
Conferences
- Gao, Y., Lin, F., Wei, C., Grech, R. and Ji, Z. 2024. Target tracking for quadrotors based on deep reinforcement learning. Presented at: 30th IEEE International Conference on Mechatronics and Machine Vision in Practice, Leeds, UK, 3-5 October 202430th International Conference on Mechatronics and Machine Vision in Practice (M2VIP). IEEE, (10.1109/M2VIP62491.2024.10746058)
- Tong, Y., Zhang, Q. and Ji, Z. 2024. Evaluating human-robot interaction user experiences in manufacturing: An initial assessment framework. Presented at: 2024 IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), Pasadena, CA, USA, 26 - 30 Aug 20242024 33rd IEEE International Conference on Robot and Human Interactive Communication (ROMAN). IEEE pp. 244-249., (10.1109/RO-MAN60168.2024.10731394)
- Le Roux, L., Soroka, A., Ji, Z., Kerfiden, P. and Bigot, S. 2024. Developing rapid metal AM deformations prediction using CNN. Presented at: 17th CIRP Conference on Intelligent Computation in Manufacturing Engineering, Gulf of Naples, Italy, 12-14 July 2023, Vol. 126. pp. 567-572., (10.1016/j.procir.2024.08.241)
- Wu, J., Lai, Y., Xu, M. and Ji, Z. 2024. Fusion of short-term and long-term attention for video mirror detection. Presented at: IEEE Conference on Multimedia Expo 2024, Niagara Falls, Canada, 15-19 July 20242024 IEEE International Conference on Multimedia and Expo (ICME). IEEE pp. 1-9., (10.1109/icme57554.2024.10688367)
- Njuod, A., Wu, J., Lai, Y. and Ji, Z. 2024. GRPSNET: Multi-class part parsing based on graph reasoning. Presented at: IEEE Conference on Multimedia Expo 2024, Niagara Falls, Canada, 15-19 July 2024IEEE International Conference on Multimedia and Expo (ICME). IEEE pp. 1-10., (10.1109/ICME57554.2024.10687831)
- Lin, F., Wei, C., Grech, R. and Ji, Z. 2024. VO-safe reinforcement learning for drone navigation. Presented at: IEEE International Conference on Robotics and Automation (ICRA), Yokohama, Japan, 13-17 May 2024Proceedings of International Conference on Robotics and Automation (ICRA). IEEE pp. 279-285., (10.1109/ICRA57147.2024.10611487)
- Wen, Q., Tafrishi, S. A., Ji, Z. and Lai, Y. 2024. Defining the ideal criteria for stable skeletonisation in object point clouds. Presented at: 40th Anniversary of the IEEE Conference on Robotics and Automation (ICRA@40), Rotterdam, Netherlands, 23-26 September 2024.
- Wen, Q., Tafrishi, S., Ji, Z. and Lai, Y. 2024. What criteria define an ideal skeletonisation reference in object point clouds?. Presented at: TAROS (Towards Autonomous Robotic Systems), London, UK, 21-23 August 2024.
- McGhan, F., Ji, Z. and Grech, R. 2024. Localisation-aware fine-tuning for realistic PointGoal navigation. Presented at: 25th Towards Autonomous Robotic Systems (TAROS) Conference, London, UK, 21 – 23 August 2024.
- Tong, Y., Zhang, Q., Munguia Galeano, F. and Ji, Z. 2024. AR and HRC integration for enhanced pragmatic quality. Presented at: The 25th IEEE International Conference on Industrial Technology, Bristol, UK, 25-27 March 20242024 IEEE International Conference on Industrial Technology (ICIT). IEEE, (10.1109/ICIT58233.2024.10540971)
- You, Y., Liu, Y. and Ji, Z. 2024. Human digital twin for real-time physical fatigue estimation in human-robot collaboration. Presented at: IEEE International Conference on Industrial Technology (ICIT), Bristol, United Kingdom, 25-27 March 20242024 IEEE International Conference on Industrial Technology (ICIT). IEEE, (10.1109/ICIT58233.2024.10541029)
- Yang, X. and Ji, Z. 2024. Accelerating multi-step sparse reward reinforcement learning. Presented at: Cardiff University Engineering Research Conference 2023, Cardiff, UK, 12-14 July 2023 Presented at Spezi, E. and Bray, M. eds.Proceedings of the Cardiff University Engineering Research Conference 2023. Cardiff: Cardiff University Press pp. 86-90., (10.18573/conf1.u)
- Rayamane, P., Herbert, P., Munguia-Galeano, F. and Ji, Z. 2024. PnuTac: A vision-based pneumatic tactile sensor for slip detection and object classification. Presented at: 29th IEEE International Conference On Mechatronics And Machine Vision In Practice, 21 - 24 November 2023Proceedings 29th International Conference on Mechatronics and Machine Vision in Practice (M2VIP). IEEE, (10.1109/M2VIP58386.2023.10413420)
- Sun, J., Wu, J., Ji, Z. and Lai, Y. 2024. RSMPNet: Relationship guided semantic map prediction. Presented at: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, 4-8 January 2024.
- Wang, T., Wu, J., Ji, Z. and Lai, Y. 2024. Sparse Convolutional Networks for Surface Reconstruction from Noisy Point Clouds. Presented at: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA, 4-8 January 2024.
- You, Y., Liu, Y. and Ji, Z. 2024. Human digital twin for real-time physical fatigue estimation in human-robot collaboration. Presented at: The 25th IEEE International Conference on Industrial Technology, 25-27 March 2024.
- Lambay, A. J., Morgan, P. L., Liu, Y. and Ji, Z. 2024. Model training through synthetic data generation:Investigating the impact on human physical fatigue. Presented at: International Conference on Applied Human Factors and Ergonomics and the Affiliated Conferences, Nice, France, 24 - 27 July 2024 Presented at Nunes, I. L. ed.AHFE International: Human Factors and Systems Interaction, Vol. 154. New York: AHFE Open Access pp. 22-31., (10.54941/ahfe1005349)
- Chen, Z., Ji, Z., Huo, J. and Gao, Y. 2024. SCaR: Refining skill chaining for long-horizon robotic manipulation via dual regularization. Presented at: NeurIPS 2024, Vancouver, 10-15 December 2024.
- Tong, Y., Zhang, Q., Munguia Galeano, F. and Ji, Z. 2023. Designing an AR facial expression system for human-robots collaboration. Presented at: 28th International Conference on Automation and Computing (ICAC), Birmingham, UK, 30 August - 1 September 2023Proceedings of 28th International Conference on Automation and Computing. IEEE, (10.1109/ICAC57885.2023.10275175)
- Munguia-Galeano, F., Arroyo, L. O., Villarreal-Cervantes, M. G. and Ji, Z. 2023. Towards integrating 3D printing and automated assembly. Presented at: 2023 IEEE 19th International Conference on Automation Science and Engineering (CASE), 26-30 August 2023Proceedings of 19th International Conference on Automation Science and Engineering. IEEE pp. 1-7., (10.1109/CASE56687.2023.10260529)
- Rayamane, P., Munguia Galeano, F., Tafrishi, S. A. and Ji, Z. 2023. Towards smooth human-robot handover with a vision-based tactile sensor. Presented at: Annual Conference Towards Autonomous Robotic Systems, 13-15 September 2023 Presented at Iida, F. et al. eds.TAROS 2023: Towards Autonomous Robotic Systems. Lecture Notes in Computer Science book series Vol. 14136. Cham, Switzerland: Springer pp. 431-442., (10.1007/978-3-031-43360-3_35)
- Alsudays, N., Wu, J., Lai, Y. and Ji, Z. 2023. Afpsnet: multi-class part parsing based on scaled attention and feature fusion. Presented at: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii,, 3-7 Jan 20232023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV). IEEE pp. 4022-4031., (10.1109/WACV56688.2023.00402)
- Gao, Y., Ji, Z., Wu, J., Wei, C. and Grech, R. 2023. Hierarchical reinforcement learning-based mapless navigation with predictive exploration worthiness. Presented at: IEEE International Conference on Mechatronics and Automation, Harbin, Heilongjiang, China, 6-9 August 2023.
- Bhaduri, D., Mason, B., Bigot, S. and Ji, Z. 2023. Development and realisation of a metal additive manufacturing pilot line and post-processing of parts via laser ablation and polishing. Presented at: 8th Industrial Laser Applications Symposium, Daventry, UK, 22 - 23 March 2023.
- Wang, T., Wu, J., Ji, Z. and Lai, Y. 2023. RPS-Net: Indoor scene point cloud completion using RBF-point sparse convolution. Presented at: EG UK Computer Graphics & Visual Computing, Aberystwyth, UK, 14-15 September 2023Proceedings EG UK Computer Graphics & Visual Computing. Eurographics - The European Association for Computer Graphics, (10.2312/cgvc.20231188)
- Fajardo, J. M., González Roldan, F., Realpe, S., Hernandez, J. D., Ji, Z. and Cardenas, P. 2022. FRobs_RL: A flexible robotics reinforcement learning library. Presented at: IEEE International Conference on Automation Science and Engineering (CASE), Mexico City, 20 - 24 August 20222022 IEEE 18th International Conference on Automation Science and Engineering (CASE). IEEE, (10.1109/CASE49997.2022.9926586)
- Ling, H. et al. 2022. Motion planning combines human motion prediction for human-robot cooperation. Presented at: 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (CYBER), Baishan, China, 27-31 July 20222022 12th International Conference on CYBER Technology in Automation, Control, and Intelligent Systems (CYBER). IEEE, (10.1109/CYBER55403.2022.9907516)
- You, Y., Ji, Z., Yang, X. and Liu, Y. 2022. From human-human collaboration to human-robot collaboration: automated generation of assembly task knowledge model. Presented at: 27th IEEE International Conference on Automation and Computing (ICAC2022), Bristol, UK, 1-3 Sept 20222022 27th International Conference on Automation and Computing (ICAC). IEEE, (10.1109/ICAC55051.2022.9911131)
- Yang, X., Ji, Z., Wu, J. and Lai, Y. 2022. Abstract demonstrations and adaptive exploration for efficient and stable multi-step sparse reward reinforcement learning. Presented at: 27th IEEE International Conference on Automation and Computing (ICAC2022), Bristol, United Kingdom, 1-3 September 20222022 27th International Conference on Automation and Computing (ICAC). IEEE, (10.1109/ICAC55051.2022.9911100)
- Rayamane, P., Ji, Z. and Packianather, M. 2022. Design and development of a robust vision-based tactile sensor. Presented at: 2022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, Sapporo, Japan, 11-15 July 20222022 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). IEEE, (10.1109/AIM52237.2022.9863285)
- Wang, L., Ji, Z. and Setchi, R. 2022. Collaboration of KUKA robots on adjusting assembly of motion mechanism. Presented at: Eighth Asia International Symposium on Mechatronics (AISM 2021), 16-19 December 2021 Presented at Duan, B., Umeda, K. and Kim, C. eds.Proceedings of the Eighth Asia International Symposium on Mechatronics, Vol. 885. Lecture Notes in Electrical Engineering, (10.1007/978-981-19-1309-9_100)
- Lambay, A., Liu, Y., Ji, Z. and Morgan, P. 2022. Effects of demographic factors for fatigue detection in manufacturing. Presented at: 14th IFAC Workshop on Intelligent Manufacturing Systems (IMS 2022), Tel-Aviv, Israel, 28-30 March 2022IFAC-PapersOnLine, Vol. 55(2). Elsevier pp. 528-533., (10.1016/j.ifacol.2022.04.248)
- You, Y., Chen, C., Hu, F., Liu, Y. and Ji, Z. 2022. Advances of digital twins for predictive maintenance. Presented at: 3rd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2021), Linz, Austria, 17-19 November 2021, Vol. 200. Procedia Computer Science, Vol 200: pp. 1471-1480., (10.1016/j.procs.2022.01.348)
- Lin, F., Ji, Z., Wei, C. and Grech, R. 2022. Localisation-safe reinforcement learning for mapless navigation. Presented at: IEEE International Conference on Robotics and Biomimetics (IEEE ROBIO 2022), Jinghong, China, 5-9 December 2022IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 1327-1334., (10.1109/ROBIO55434.2022.10011937)
- Yao, L., Kanoulas, D., Ji, Z. and Liu, Y. 2021. ShorelineNet: an efficient deep learning approach for shoreline semantic segmentation for unmanned surface vehicles. Presented at: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Prague, Czech Republic, 27 September - 01 October 20212021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). pp. 5403-5409., (10.1109/IROS51168.2021.9636614)
- Lin, F., Ji, Z., Wei, C. and Niu, H. 2021. Reinforcement learning-based mapless navigation with fail-safe localisation. Presented at: 21st Towards Autonomous Robotic Systems Conference (TAROS 2021), Virtual and Lincoln, UK, 8-10 September 2021 Presented at Fox, C. et al. eds.Towards Autonomous Robotic Systems: 22nd Annual Conference, TAROS 2021, Lincoln, UK, September 8–10, 2021, Proceedings. Lecture Notes in Computer Science; Lecture Notes in Artificial Intelligence Springer pp. 100-111., (10.1007/978-3-030-89177-0_10)
- Djoudi, S., Frampton, J. M., Murphy, A., Scammell, T., Wright, T. and Ji, Z. 2021. Designing a multi-locomotion modular snake robot. Presented at: 21st Towards Autonomous Robotic Systems Conference (TAROS 2021), Virtual, 8-10 September 2021 Presented at Fox, C. et al. eds.Towards Autonomous Robotic Systems: 22nd Annual Conference, TAROS 2021, Lincoln, UK, September 8–10, 2021, Proceedings. Lecture Notes in Computer Science Springer pp. 249-259., (10.1007/978-3-030-89177-0_26)
- Yang, X., Ji, Z., Wu, J. and Lai, Y. 2021. An open-source multi-goal reinforcement learning environment for robotic manipulation with Pybullet. Presented at: 21st Towards Autonomous Robotic Systems Conference (TAROS 2021), Virtual, 8-10 September 2021 Presented at Fox, C. et al. eds.Towards Autonomous Robotic Systems. TAROS 2021. Lecture Notes in Computer Science Springer pp. 14-24.
- Lambay, A., Liu, Y., Morgan, P. and Ji, Z. 2021. A data-driven fatigue prediction using recurrent neural networks. Presented at: 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA2021), Ankara, Turkey, 11-13 June 20212021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA). IEEE pp. 1-6., (10.1109/HORA52670.2021.9461377)
- Le Roux, L. et al. 2021. Automatised quality assessment in additive layer manufacturing using layer-by-layer surface measurements and deep learning. Presented at: 14th CIRP Conference on Intelligent Computation in Manufacturing Engineering 2020, Naples, Italy, 15-17 July 2020, Vol. 99. Elsevier pp. 342-347., (10.1016/j.procir.2021.03.050)
- Stergianelis, D., McConnell, M., Ji, Z., Huang, Y. and Yu, H. 2021. A simulation study of simple local path planning and control for unmanned surface vehicles. Presented at: Global OCEANS 2020: Singapore-U.S. Gulf Coast, Virtual, 5-14 October 2020Global Oceans 2020: Singapore – U.S. Gulf Coast. IEEE pp. 1-10., (10.1109/IEEECONF38699.2020.9389484)
- Niu, H., Ji, Z., Savvaris, A., Tsourdos, A. and Carrasco, J. 2021. Model checking for decision making system of long endurance unmanned surface vehicle. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII), Iwaki, Fukushima, Japan, 11-14 January 20212021 IEEE/SICE International Symposium on System Integration (SII). IEEE pp. 256-262., (10.1109/IEEECONF49454.2021.9382677)
- Niu, H., Ji, Z., Liguori, P., Yin, H. and Carrasco, J. 2021. Design, integration and sea trials of 3D printed unmanned aerial vehicle and unmanned surface vehicle for cooperative missions. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII2021), Iwaki, Fukushima, Japan, 11-14 January 20212021 IEEE/SICE International Symposium on System Integration (SII). IEEE pp. 590-591., (10.1109/IEEECONF49454.2021.9382687)
- Niu, H., Ji, Z., Zhu, Z., Yin, H. and Carrasco, J. 2021. 3D vision-guided pick-and-place using kuka LBR iiwa robot. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII2021), Iwaki, Fukushima, Japan, 11-14 January 20212021 IEEE/SICE International Symposium on System Integration (SII). IEEE pp. 592-593., (10.1109/IEEECONF49454.2021.9382674)
- Niu, H., Ji, Z., Arvin, F., Lennox, B., Yin, H. and Carrasco, J. 2021. Accelerated sim-to-real deep reinforcement learning: learning collision avoidance from human player. Presented at: 2021 IEEE/SICE International Symposium on System Integration (SII2021), Iwaki, Fukushima, Japan, 11-14 January 2021.
- Sukor, A. S. A., Setchi, R. and Ji, Z. 2020. Abnormality detection approach in smart homes using case-based reasoning. Presented at: IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS), Virtual (Shah Alam, Malaysia), 20 June 2020IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS 2020). IEEE pp. 176-181., (10.1109/I2CACIS49202.2020.9140077)
- Liu, G., He, H., Tian, G., Zhang, J. and Ji, Z. 2020. Online collision avoidance for human-robot collaborative interaction concerning safety and efficiency. Presented at: 2020 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM 2020), Online, 6-10 July 2020IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). IEEE pp. 1167-1672., (10.1109/AIM43001.2020.9158647)
- Liu, G., Liu, T., Tian, G. and Ji, Z. 2019. Distributed human 3D pose estimation and action recognition.. Presented at: ROBIO 2019- International Conference on Robotics and Biomimetics, Dali, Yunnan, China, 6-8 December 20192019 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 2316-2321., (10.1109/ROBIO49542.2019.8961741)
- Chen, J., Ji, Z., Niu, H., Setchi, R. and Yang, C. 2019. An auto-correction teleoperation method for a mobile manipulator using gaze tracking and hand motion detection. Presented at: 20th Towards Autonomous Robotic Systems Conference (TAROS), London, UK, 3-5 July 2019TAROS 2019: Towards Autonomous Robotic Systems, Vol. 11650. Springer pp. 422-433., (10.1007/978-3-030-25332-5_36)
- Yao, H., Wen, J., Ren, Y., Wu, B. and Ji, Z. 2019. Low-cost measurement of industrial shock signals via deep learning calibration. Presented at: International Conference on Acoustics, Speech, and Signal Processing, Brighton, UK, 12-17 May 2019ICASSP IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE pp. 2892-2896., (10.1109/ICASSP.2019.8682484)
- Liu, H., Liu, G., Tian, G., Xin, S. and Ji, Z. 2019. Visual SLAM based on dynamic object removal. Presented at: IEEE Robio 2019, Dali, China, 6-8 December 20192019 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 596-601., (10.1109/ROBIO49542.2019.8961397)
- Luo, Y., Liu, G., Liu, H., Liu, T., Tian, G. and Ji, Z. 2019. Simultaneous monocular visual odometry and depth reconstruction with scale recovery. Presented at: IEEE Robio 2019, Dali, China, 6-8 December 20192019 IEEE International Conference on Robotics and Biomimetics (ROBIO). IEEE pp. 682-687., (10.1109/ROBIO49542.2019.8961701)
- Wu, J. and Ji, Z. 2018. Seeing the unseen: Locating objects from reflections. Presented at: 19th Towards Autonomous Robotic Systems (TAROS) Conference, Bristol, UK, 25- 27 July 2018.
- Ji, Z., Schruoffeneger, R. and Setchi, R. 2018. Autonomous 3D scene understanding and exploration in cluttered workspaces using point cloud data. Presented at: 2018 IEEE 15th International Conference on Networking, Sensing and Control (ICNSC), Zhuhai, China, 27-29 March 20182018 IEEE 15th International Conference on Networking, Sensing and Control (ICNSC). IEEE, (10.1109/ICNSC.2018.8361275)
- Ji, Z. and Huang, Y. 2017. Autonomous boat dynamics: How far away is simulation from the high sea?. Presented at: OCEANS 2017, Aberdeen, 19 - 22 June 2017OCEANS 2017 - Aberdeen. IEEE, (10.1109/OCEANSE.2017.8084927)
- Haworth, C., Evans, J., Ji, Z., Taylor, R. and Martin, D. 2016. An open software framework for adaptive, autonomous operation of maritime autonomous systems. Presented at: OCEANS 2016 MTS/IEEE Monterey, Monterey, CA, 19-23 September 2016OCEANS 2016 MTS/IEEE Monterey. IEEE, (10.1109/OCEANS.2016.7761329)
- Haworth, C., Evans, J., Dugan, K., Ji, Z. and Cotterell, S. 2016. UMS mission management for mixed fleets. Presented at: OCEANS'15 MTS/IEEE, Washington DC, 19-22 Oct 2015OCEANS 2015 - MTS/IEEE Washington. IEEE, (10.23919/OCEANS.2015.7404638)
- Ji, Z. et al. 2012. Towards automated task planning for service robots using semantic knowledge representation. Presented at: 2012 10th IEEE International Conference on Industrial Informatics (INDIN), Beijing, China, 25-27 July 2012INDIN2012: IEEE 10th International Conference on Industrial Informatics. Los Alamitos, CA: IEEE pp. 1194-1201., (10.1109/INDIN.2012.6301131)
- Qiu, R. et al. 2012. Towards robust personal assistant robots: Experience gained in the SRS project. Presented at: 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Vilamoura, Portugal, 7-12 October 2012Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on. IEEE pp. 1651-1657., (10.1109/IROS.2012.6385727)
- Soroka, A. J., Qiu, R., Noyvirt, A. and Ji, Z. 2012. Challenges for service robots operating in non-industrial environments. Presented at: 2012 10th IEEE International Conference on Industrial Informatics (INDIN, Beijing, China, 25-27 July 2012Industrial Informatics (INDIN), 2012 10th IEEE International Conference on. IEEE pp. 1152-1157., (10.1109/INDIN.2012.6301139)
- Zhang, J., Ji, Z., Jiang, S., Liang, H., Sun, H., Wang, Z. and Tan, C. 2012. Configurations of laser interference lithography for 2D/3D nanostructures of optical functional materials. Presented at: 2012 International Conference on Manipulation, Manufacturing and Measurement on the Nanoscale (3M-NANO), Shaanxi, China, 29 August - 1st September 20122012 International Conference on Manipulation, Manufacturing and Measurement on the Nanoscale (3M-NANO). pp. 169., (10.1109/3M-NANO.2012.6472999)
- Amirabdollahian, F., Robins, B., Dautenhahn, K. and Ji, Z. 2011. Investigating tactile event recognition in child-robot interaction for use in autism therapy. Presented at: 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA, USA, 30 August - 3 September 20112011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE pp. 5347-5351., (10.1109/IEMBS.2011.6091323)
- Qiu, R. et al. 2011. Symbolic task planning for robot operations under unstructured environment. Presented at: 1st International Conference on Manipulation, Manufacturing and Measurement on the Nanoscale (3M-NANO), Changechun, China, 29th - 31st August 2011.
- Ji, Z., Amirabdollahian, F., Polani, D. and Dautenhahn, K. 2011. Histogram based classification of tactile patterns on periodically distributed skin sensors for a humanoid robot. Presented at: RO-MAN, Atlanta GA, USA, 31 Jul -3 Aug 2011. pp. 433., (10.1109/ROMAN.2011.6005261)
- Amirabdollahian, F., Robins, B., Dautenhahn, K. and Ji, Z. 2011. Investigating tactile event recognition in child-robot interaction for use in autism therapy. Presented at: 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA, USA, 30 August - 3 September 2011. pp. 5347., (10.1109/IEMBS.2011.6091323)
- Robinson, B., Amirabdollahian, F., Ji, Z. and Dautenhahn, K. 2010. Tactile interaction with a humanoid robot for children with autism: A case study analysis involving user requirements and results of an initial implementation. Presented at: 19th International Symposium in Robot and Human Interactive Communication, Viareggio, 13-15 September 201019th International Symposium in Robot and Human Interactive Communication. pp. 704., (10.1109/ROMAN.2010.5598641)
- Yang, M., Pham, D., Al-Kutubi, M., Ji, Z. and Wang, Z. 2009. A new computer interface based on in-solid acoustic source localization. Presented at: 7th IEEE International Conference on Industrial Informatics, Cardiff, UK, 23-26 Jun 2009. , (10.1109/INDIN.2009.5195791)
- Meunier, M. et al. 2009. Interference lithography processes with high-power laser pulses. Presented at: SPIE LASE: Lasers and Applications in Science and Engineering, San Jose, California, 2009 Presented at Meunier, M. et al. eds.Laser Applications in Microelectronic and Optoelectronic Manufacturing VII, Vol. 7201. International Society for Optical Engineering; 1999 pp. 72010R., (10.1117/12.808834)
- Ji, Z. et al. 2009. Quality inspection of nanoscale patterns produced by Laser Interference Lithography using image analysis techniques. Presented at: 2009 International Conference on Mechatronics and Automation, Changchun, China, 9-12 August 20092009 International Conference on Mechatronics and Automation. IEEE pp. 1835-1840., (10.1109/ICMA.2009.5246458)
- Pham, D., Ji, Z., Peyroutet, O., Yang, M., Wang, Z. and Al-kutubi, M. 2007. Localisation of impacts on solid objects using the wavelet transform and maximum likelihood estimation. Presented at: 2nd I*PROMS Virtual International Conference, Internet, 3-14 July 2006 Presented at Pham, D. ed.Intelligent Production Machines and Systems - 2nd I*PROMS Virtual International Conference. Elsevier pp. 541-547., (10.1016/B978-008045157-2/50095-X)
Thesis
- Ji, Z. 2007. Development of tangible acoustic interfaces for human computer interaction. PhD Thesis, Cardiff University.
Ymchwil
Rydym yn rhagweld gwell gallu gwybyddol robot trwy ddefnyddio galluoedd canfyddiadol aml-foddol uwch o synwyryddion golwg, cyffyrddol, lidar, ac ati, a hunan-ddysgu parhaus i ddeall yr amgylchedd mewn 3D, rhagweld sefyllfaoedd trwy beiriant / dysgu dwfn, a chefnogi bodau dynol ar gyfer problemau'r byd go iawn. Ein nod yw gwaddol lefel uwch o ymreolaeth i robotiaid a systemau di-griw, gan ddarparu galluoedd ymwybyddiaeth o sefyllfa uwch, synhwyro aml-foddol, dysgu gweithredol robot, lleoleiddio a mapio, cynllunio llwybr gorau posibl, a chydweithio lluosog ar robotiaid.
Gellir rhannu diddordebau ymchwil fy ngrŵp yn rhydd i'r meysydd canlynol:
- Dysgu Atgyfnerthu Dwfn ar gyfer llywio robot a thrin
- Amcangyfrif y Wladwriaeth, e.e. Visual SLAM ac Odometreg Visual
- Llywio a thrin robot ymreolaethol dan arweiniad synhwyrydd
- Synhwyro robot aml-foddol, megis gweledigaeth robot, synhwyro cyffyrddol, ac ati.
- Gweledigaeth Gyfrifiadurol a dulliau seiliedig ar ddysgu sy'n seiliedig ar ddata ar gyfer gweithgynhyrchu smart, gan gynnwys monitro yn y fan a'r lle, metroleg 3D arwyneb, cynulliad robotig ac yn y blaen
Contractau
Ymchwilwyr |
Noddwr |
Gwerth |
Teitl |
Hyd |
Fel Co-I, sy'n gyfrifol am waith sy'n gysylltiedig â Roboteg a Systemau Ymreolaethol. Dan arweiniad Dr Oliver Castell (PI) o'r Ysgol Fferylliaeth a Gwyddorau Fferyllol Eraill ENGIN Co-I: Jin Li, David Barrow (Microfluidic, Bioleg synthetig) Cydweithfa arall: Yr Athro Eshwar Mahenthiralingam, Yr Athro Jim Murray, Yr Athro Colin Berry |
UKRI BBSRC (Prosiect Gwobrau Cenhadaeth Bioleg Peirianneg) |
Cyfanswm £1.6M |
Peiriant Byw Amaethyddiaeth o Operatable Nano-Droplets (ALMOND) |
2024-2026 |
Ze Ji (Hyrwyddwr Academaidd) |
Academi Frenhinol Peirianneg |
30,000 |
Athro Ymweld yr Academi Beirianneg Frenhinol ar gyfer Raphael Grech (Spirent) |
Medi 2023 - Medi 2026 |
Ze Ji |
DTII, Prifysgol Caerdydd |
4,000 |
Gwella Systemau Ymreolaethol gyda Digideiddio'r Amgylchedd Aml-Foddol: Sicrhau Diogelwch, Diogelwch a Dibynadwyedd |
Mehefin 2023 - Gorffennaf 2023 |
Ze Ji |
DTP (EPSRC) (Ysgoloriaeth PhD) |
£76,000 |
Dysgu Robot ar gyfer Trin |
Hyd 2023 - Ebrill 2027 |
Ze Ji |
Cymrodoriaeth Ddiwydiannol yr Academi Frenhinol Peirianneg |
50,000 |
Canfyddiad Gweithredol a Dysgu ar gyfer Llywio Ymreolaethol |
Medi 2022 - Medi 2024 |
Ze Ji, Yukun Lai |
EPSRC (Gorwelion Newydd) |
£250k |
PHYDL: Dysgu Gwahaniaethadwy Ffiseg ar gyfer Trin Roboteg o Viscous a Granular Cyfryngau |
Ionawr 2023 - Rhagfyr 2024 |
Haijiang Li, Abhishek Kundu, Ze Ji (CoI) Partneriaid diwydiant: Centregreat Rail, Crouch Waterfall, Centregreat Engineering) |
SmartExpertise |
£111,884 |
DIGIBRIDGE: Roedd gefell ddigidol wedi'i llywio gan ffiseg yn cefnogi cynnal a chadw pont glyfar |
Tachwedd 2021 - Rhagfyr 2022 |
Ze Ji |
Diwydiant (Spirent) - Ysgoloriaeth PhD amser llawn |
£32,000 |
Atgyfnerthu Dysgu ar gyfer llywio annibynnol gyda lleoleiddio GNSS |
2021 - 2024 |
Haijiang Li, Ze Ji (Cyd-I, Goruchwyliwr Gwybodaeth), Abhishek Kundu |
Innovate UK/KTP |
£280,000 |
BIM a Digital Twins i gefnogi Arolygon Strwythurol Pont Smart |
Medi 2021-Medi 2024 |
Ze Ji |
Y Gymdeithas Frenhinol |
£17,812 |
Dysgu Robot Gweithredol ar gyfer Manipulations Tynnu, Fformatio, ac Ychwanegyn o Ddeunyddiau Granular a Viscous |
09 Maw 2020 - 08 Maw 2021 |
Setchi, R., Ji, Z., (ENGIN) Jones, D., Morgan, P., (PSYCH) Allen, S., Eslambolchilar, P. (COMSC) |
ERDF/WEFO |
£4,600,000 (gan gynnwys arian cyfatebol gan Brifysgol Caerdydd) |
Canolfan Ymchwil mewn AI, Roboteg a Systemau Dynol-Peiriant (IROHMS) |
1 Ebr 19 – 1 Medi 23 |
Bigot, S., Ji, Z., Packianather, M., Kerfriden, P. |
H2020 yr UE |
€ 476,000 |
Gweithgynhyrchu Ychwanegion gan ddefnyddio Llinell Beilot Metel (MANUELA) |
Hydref 2018 - Medi 2022 |
Setchi, R., Ji, Z., Evans, S. |
Endevr / Airbus |
£61,000 |
Dysgu Deep Enabled Wing Box Inspection (DEWI) |
1 Gorff 19 – 30 Medi 19 |
Ji Z (PI), Setchi R, Bigot S |
Cronfa Strategol Renishaw a Phrifysgol Caerdydd |
£39,986 |
Nodweddu 3D prosesau ALM |
01 Ebr 2019 - 31 Maw 2020 |
Ji Z (PI), Wu J, Setchi R. |
Cronfa Strategol Renishaw a Phrifysgol Caerdydd |
£40,000 o arian parod o'r gronfa partneriaeth strategol (cyfanswm gwerth y prosiect: £101,332) |
Gwthio ffin delweddu wyneb 3D sy'n seiliedig ar weledigaeth |
01 Ebr 2018 - 31 Maw 2019 |
Setchi R., Ji Z. |
WEFO drwy ASTUTE a Diwydiant |
£884,673 gan gynnwys £652,661 o'r Cyfandir a £232,012 gan WEFO |
Gweithgynhyrchu ychwanegion a roboteg i gefnogi gwell ymateb i fwy o hyblygrwydd |
02 Chwef 2018 – 01 Chwef 19 |
Set ddata
1. Teitl: GNSS Mesuriadau Vehicular Cyfunol (2024)
Awduron: Timothy Pelham (Prifysgol Bryste), Yixin Chen, Shun Liu, Ze Ji (Prifysgol Caerdydd), Esther Anyaegbu, Ronald Wong, Raphael Grech (Spirent)
Cyswllt: https://data.bris.ac.uk/data/dataset/33bzdi4wbwhhg2cznap5gl3hns
2. Teitl: MirrEnv: set ddata meincnodi ar gyfer SLAM gweledol mewn amgylcheddau drych (2023)
Awduron: Peter Herbert, Jing Wu, Ze Ji, Yukun Lai.
Cyswllt: https://doi.org/10.17035/d.2023.0292477898
Ardaloedd Ymchwil
Dysgu Atgyfnerthu Robot:
Mae Dysgu Atgyfnerthu yn faes newydd sy'n dod i'r amlwg sy'n paratoi cyfeiriad newydd i ganiatáu i robotiaid ddysgu sgiliau newydd ar gyfer sefyllfaoedd pan nad yw codio â llaw yn addas.
Nod y gwaith presennol yw ymchwilio a datblygu system hunan-ddysgu i robot drin gwrthrychau mewn man gwaith anniben ar gyfer tasgau sy'n gofyn am sawl cam.
Gwyliwch fideo o'r ymchwil ar YouTube
Gwyliwch fideo o'r ymchwil ar YouTube
Mae'r fideo canlynol yn dangos y gwaith o ddefnyddio Dysgu Atgyfnerthu i hyfforddi robot i lywio ac osgoi gwrthdrawiad.
Gwyliwch y fideo o'r ymchwil ar YouTube
Gwyliwch y fideo o'r ymchwil ar YouTube
Robotiaid Symudol:
Un o fy mhrofiad mwyaf gwerthfawr yn y maes hwn yw'r gwaith ar brosiect Dyson 360 Robot. Mae fy niddordebau yn cynnwys Robot Autonomous Navigation, Visual SLAM, Visual Servoing, a Vision Odometry
Gwyliwch fideo o'r ymchwil ar YouTube
Prosiect arall yw prosiect FP7 yr UE, SRS®, a oedd yn canolbwyntio ar ddatblygu a phrototeipio datrysiadau robotig lled-annibynnol a reolir o bell mewn amgylcheddau domestig i gefnogi pobl oedrannus.
Prosiect SRS (Robot Gwasanaeth)
Cerbydau Ymreolaethol:
Fel rhan o'm gweithgareddau addysgu (modiwl Mecatroneg), arweiniais ychydig o dîm o fyfyrwyr yn ystod y blynyddoedd diwethaf i adeiladu USVs (Cerbyd Arwyneb Di-griw) ac UAVs.
Gwyliwch fideo o'r ymchwil ar YouTube
Mae ymchwil gysylltiedig yn cynnwys ymddygiad robotiaid, megis golwg gyfrifiadurol ac ymasiad synhwyrydd ar gyfer osgoi gwrthdrawiadau, cydweithredu â cherbydau, ymwybyddiaeth sefyllfa a chynllunio gweithredu.
Synhwyro (Lleoleiddio Acwstig ar gyfer Rhyngweithio Cyfrifiadurol Dynol):
Dyma fy ymchwil cynnar iawn ar gyfer fy mhrosiect PhD, sy'n rhan o brosiect FP6 yr UE, "Rhyngwynebau Acwstig Diriaethol ar gyfer Rhyngweithio Dynol Cyfrifiadurol".
Synhwyro cyffyrddol a Rhyngweithio Robot Dynol:
Dyma hefyd fy ymchwil gynnar yn gweithio fel cymrawd ymchwil ar gyfer prosiect FP7 yr UE, RoboSkin, gan ddatblygu algorithmau dysgu peiriannau ar gyfer cydnabod y mathau o gyffyrddiad dynol gan ddefnyddio synwyryddion cyffyrddol ar raddfa fawr.
Addysgu
2022 - Now
- EN4110 Mecatroneg Dylunio
2019-2022
- EN3062 Roboteg a Phrosesu Delweddau (Arweinydd modiwl)
- EN4062 Uwch Roboteg (Arweinydd modiwl)
- EN4110 Mecatroneg Dylunio
2018-2019
- EN4110 Mecatroneg Dylunio
- EN3062 Roboteg a Phrosesu Delweddau
- EN4062 Roboteg Uwch
- Systemau Mesur ENT604 (Arweinydd Modiwl)
2017-2018
- EN4100 Mecatroneg Dylunio
- EN4062 Roboteg Uwch
- Systemau Mesur ENT604 (Arweinydd Modiwl)
2016-2017
- EN4100 Mecatroneg Dylunio
- Systemau Mesur ENT604
- Eraill, gan gynnwys Dylunio a Lab
Bywgraffiad
Education and qualifications
- 2007: PhD (Systems Engineering) Cardiff University, Cardiff, UK
- 2003: MSc (Computer Science) University of Birmingham, Birmingham, UK
- 2001: BEng (Electronic Engineering), Jilin University, China
Career overview
- 2016 - present: Lecturer in robotics and autonomous systems, Cardiff University
- 2014 - 2016: Unmanned Systems Engineer (R&D), ASV ltd
- 2013 - 2014: Robotics Systems Engineer (R&D), Dyson Ltd
- 2009 - 2011: Research Fellow, Adaptive System Research Group, University of Hertfordshire
- 2007 - 2013: Research Fellow, Cardiff University
Anrhydeddau a dyfarniadau
- Dyfarnwyd ein papur "PnuTac: synhwyrydd cyffyrddol niwmatig ar sail gweledigaeth ar gyfer canfod slipiau a dosbarthu gwrthrych" y Papur Cynhadledd Gorau yn 29ain Cynhadledd Ryngwladol IEEE ar Fecatroneg a Machine Vision in Practice M2VIP 2023 yn Queenstown, Seland Newydd.
- Mae ein papur "RPS-Net: Indoor Scene Point Cloud Completion using RBF-Point Sparse Convolution" dyfarnwyd Gwobr Terry Hewitt: Papur Technegol Myfyrwyr Gorau yng nghynhadledd CGVC 2023. https://lnkd.in/dsWQYMHJ
- Mae'r papur o'r enw "Anisotropic GPMP2: A Fast Continuous-Time Gaussian Processes Based Motion Planner for Unmaned Surface Vehicles in Environments With Ocean Currents", wedi derbyn Trafodion IEEE ar Wyddoniaeth Awtomeiddio a Pheirianneg Gwobr Papur Cais Newydd Gorau, fel y sawl sy'n dyfarnu sengl yn rownd 2023 (https://www.ieee-ras.org/awards-recognition/publications-awards?view=article&id=67:the-best-new-application-paper-award&catid=70:publication-awards)
- Ennill yr Arddangosiad Gorau ar gyfer prosiect FP6 yr UE TAI-CHI "Rhyngwyneb Acwstig Diriaethol ar gyfer Rhyngweithio Cyfrifiadurol Dynol" yn Arddangosfa EC IST, Helsinki, Y Ffindir, 2006
- Gwobr papur gorau, TAROS, Bryste, 2018
- Ail Wobr yng Nghystadleuaeth Ryngwladol Dylunio Cerbydau Morol ac Adeiladu Gwahoddiadol 2019, Harbin, Tsieina
Aelodaethau proffesiynol
- Aelod o IEEE
- Aelod o'r British Machine Vision Association (BMVA)
- Cymrawd yr Academi Addysg Uwch (FHEA)
- Aelod o'r Gymdeithas Peirianneg Meddalwedd Ymchwil
Safleoedd academaidd blaenorol
- 2020 - presennol: Uwch Ddarlithydd roboteg a systemau ymreolaethol, Prifysgol Caerdydd
- 2016 - 2020: Darlithydd roboteg a systemau ymreolaethol, Prifysgol Caerdydd
- 2014 - 2016: Peiriannydd Systemau Di-griw (R&D), ASV Ltd
- 2013 - 2014: Peiriannydd Systemau Roboteg (Ymchwil a Datblygu), Dyson Cyf
- 2009 - 2011: Cymrawd Ymchwil, Grŵp Ymchwil System Addasol, Prifysgol Swydd Hertford
- 2007 - 2013: Cymrawd Ymchwil, Prifysgol Caerdydd
Ymrwymiadau siarad cyhoeddus
- Gwahoddiad prif sgwrs yng nghynhadledd IEEE ISRIMT 2021 a drefnwyd gan Brifysgol Hohai, Tsieina.
- Cyfweliad gan BBC Radio Wales - Science Cafe (https://www.bbc.co.uk/programmes/m000l14c) 21 Gorffennaf 2020
- Siaradwr gwadd yn CoInnovate, Caerdydd (http://coinnovate.co.uk/speakers/), 24 Ion 2018
- Gwahodd sgyrsiau i nifer o brifysgolion, gan gynnwys Prifysgol Essex, Prifysgol Waikato, Prifysgol Nankai, Prifysgol Shandong ac ati (2018 - 2021)
Pwyllgorau ac adolygu
- Golygydd Technegol Trafodion IEEE/ASME ar Mecatroneg (ers Rhagfyr 2024)
- Aelod o'r Pwyllgor ar gyfer Cynhadledd 2024 IEEE RO-MAN 2024
- Arholwr PhD allanol ar gyfer Prifysgol Swydd Hertford, Prifysgol Caerloyw, a Phrifysgol Birmingham (2024)
- Arholwr PhD allanol ar gyfer Prifysgol Manceinion (2023)
- Arholwr PhD allanol ar gyfer Prifysgol Birmingham (2022)
- Arholwr PhD allanol ar gyfer Coleg y Brifysgol, Llundain (2021)
- Golygydd Cyswllt adran Roboteg a Systemau Ymreolaethol "Trafodion Sefydliad y Peirianwyr Mecanyddol, Rhan C (JMES)" (ers 2021)
- Pwyllgor Rhaglen Dechnegol cynhadledd IEEE ISRIMT 2021 (Y 3ydd symposiwm rhyngwladol ar Roboteg a Thechnoleg Gweithgynhyrchu Deallus) a drefnir gan Brifysgol Hohai, Tsieina.
- Cadeirydd rhanbarthol a chadeirydd sesiwn IEEE ICCSE 2021
- Golygydd Cyswllt IEEE Access (ers 2020)
- Cynhadledd Pwyllgor Rhaglen Ryngwladol KES 2021
- Aelod o'r Pwyllgor dros y BMVC2019 (Cadeirydd Nawdd)
- Adolygydd nifer o gyfnodolion a chynadleddau rhyngwladol, gan gynnwys
- IEEE Sensors Journal,
- Trafodion IEEE ar Roboteg
- Trafodion IEEE ar Wyddoniaeth Awtomeiddio a Pheirianneg
- Trafodion IEEE ar Rwydweithiau Nerfol a Systemau Dysgu
- IEEE Roboteg a Llythyrau Awtomeiddio (RAL)
- Journal of Field Robotics
- Roboteg a Gweithgynhyrchu Integredig Cyfrifiadurol
- Gwyddor Mesur a Thechnoleg,
- nifer o gynadleddau mawr, gan gynnwys ICRA, IROS, ACHOS ac ati
Meysydd goruchwyliaeth
Mae gen i ddiddordeb mewn goruchwylio myfyrwyr PhD ym meysydd:
- Dysgu Robot (Dysgu Atgyfnerthu Dwfn)
- Amcangyfrif y Wladwriaeth ar gyfer llywio ymreolaethol, ee SLAM, VO
- Canfyddiad robotig / Sensing / Servoing Gweledol ar gyfer gafael a thrin
- Gweledigaeth Gyfrifiadurol / Delweddu 3D
- Synhwyro cyffyrddol
Goruchwylio Presennol
Myfyrwyr PhD cyfredol ym Mhrifysgol Caerdydd:
- Yan Gao (2020 - ): Archwiliad annibynnol seiliedig ar Ddysgu Atgyfnerthu Deep gyda chynrychiolaeth ofodol hierarchaidd
- Fraser McGhan (2021 - ): Dysgu Atgyfnerthu Dwfn ar gyfer llywio annibynnol cadarn gyda lleoleiddio GNSS
- Yixin Chen (2021 - , MPhil): SLAM gweledol ar gyfer llywio annibynnol
- Boliang Cai (2021 -): Dysgu Atgyfnerthu Diogel ar gyfer Roboteg
- (Cyd-oruchwyliwr) Peter Herbert (2020 - ): SLAM gweledol
- (Cyd-oruchwyliwr) Jingwen Sun (2020 - ): Dysgu perthynol ar gyfer cynrychiolaeth a llywio golygfa lefel gwrthrych
Goruchwylio Myfyrwyr Allanol:
Myfyrwyr MSc mewn cydweithrediad â Phrifysgol Antwerp:
- Ms Daniëlle Jongstra: Robot Navigation Cymdeithasol Seiliedig ar Ddysgu (2021-2022)
- Mr Wei Wei: Rhanbarthau Gafael trwy Ddysgu a Thechnegau Golwg Cyfrifiadurol (2021-2022)
- Mr Kristof Egghe: Trin Robot yn Clutter gyda Dysgu Atgyfnerthu Dwfn (2021-2022)
Myfyrwyr MSc/PhD mewn cydweithrediad â Phrifysgol Genedlaethol Colombia:
- Mr Juan S. Hernandez Reyes (myfyriwr MSc): Atgyfnerthu Dysgu ar gyfer Robot Navigation (cyfredol, 2021 - nawr)
Goruchwyliaeth gyfredol
Xintong Yang
Cydymaith Ymchwil Ôl-ddoethurol
Njuod Alsudays
Myfyriwr ymchwil
LÉopold Le Roux
Myfyriwr ymchwil
Yan Gao
Myfyriwr ymchwil
Boliang Cai
Arddangoswr Graddedig
Meiyuan Gong
Arddangoswr Graddedig
Fraser McGhan
Arddangoswr Graddedig
Minglun Wei
Arddangoswr Graddedig
Zekun Ning
Arddangoswr Graddedig
Prosiectau'r gorffennol
- Xintong Yang (Hydref 2019 - Medi 2023) Trin Gwrthrychau Robotig trwy Hierarchaidd a Dysgu Fforddiadwyedd, PhD Dyfarnwyd. (Prif Oruchwyliwr)
- Francisco Munguia Galeano (2020 - 2024) Gwella Dysgu Atgyfnerthu gyda Dull Seiliedig ar Gyd-destun (Prif Oruchwyliwr)
- Feiqiang Lin (2019 - 2024): Dysgu Atgyfnerthu Deep ar gyfer llywio lleoleiddio sy'n ddiogel methu (Prif Oruchwyliwr)
- Prasad Rayamane (2019 - ): Synhwyro Cyffyrddol Optegol ar gyfer trin (Prif Oruchwyliwr)
Contact Details
+44 29208 70017
Adeiladau'r Frenhines -Adeilad y De, Ystafell Ystafell S/3.07, 5 The Parade, Heol Casnewydd, Caerdydd, CF24 3AA
Themâu ymchwil
Arbenigeddau
- Roboteg maes
- Roboteg deallus
- Dysgu atgyfnerthu
- Systemau Ymreolaethol
- Dysgu peirianyddol ffiseg