PMID- 35888871 OWN - NLM STAT- PubMed-not-MEDLINE LR - 20220731 IS - 2072-666X (Print) IS - 2072-666X (Electronic) IS - 2072-666X (Linking) VI - 13 IP - 7 DP - 2022 Jun 30 TI - Field Programmable Gate Array Based Torque Predictive Control for Permanent Magnet Servo Motors. LID - 10.3390/mi13071055 [doi] LID - 1055 AB - With the increasing demand for legged robots, the importance of the joint drive is increasing. The dynamic performance of the inner-most torque/current control loop conditions the capabilities of the whole joint system. In this paper, a direct torque control based on a prediction model is proposed. The motor torque is estimated by considering calculation and measurement delay; error estimation and torque tracking error are observed and compensated. The control algorithm was implemented on a Field Programmable Gate Array (FPGA) board to apply the capabilities of concurrency calculation of the FPGA. The effectiveness of the proposed control algorithm was experimentally verified. Compared with the commonly used Field Oriented Control (FOC) current controller, the presented controller can not only improve the dynamic performance of the motor but also reduce the average switching times of the inverter. FAU - Sun, Zheng AU - Sun Z AD - State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China. FAU - Xu, Yikun AU - Xu Y AD - State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China. FAU - Ma, Zhipeng AU - Ma Z AD - State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China. FAU - Xu, Jun AU - Xu J AUID- ORCID: 0000-0001-7255-9952 AD - State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China. FAU - Zhang, Tao AU - Zhang T AD - School of Electrical Engineering, Dalian University of Technology, Dalian 116024, China. FAU - Xu, Muxun AU - Xu M AD - State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China. FAU - Mei, Xuesong AU - Mei X AUID- ORCID: 0000-0001-6505-2774 AD - State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an 710049, China. LA - eng GR - 2018YFB1304500/National Key Research and Development Program of China/ GR - 51975461/National Natural Science Foundation of China/ PT - Journal Article DEP - 20220630 PL - Switzerland TA - Micromachines (Basel) JT - Micromachines JID - 101640903 PMC - PMC9316601 OTO - NOTNLM OT - FPGA OT - PMSM OT - motor drive OT - torque predictive control COIS- The authors declare no conflict of interest. EDAT- 2022/07/28 06:00 MHDA- 2022/07/28 06:01 PMCR- 2022/06/30 CRDT- 2022/07/27 01:32 PHST- 2022/05/31 00:00 [received] PHST- 2022/06/25 00:00 [revised] PHST- 2022/06/28 00:00 [accepted] PHST- 2022/07/27 01:32 [entrez] PHST- 2022/07/28 06:00 [pubmed] PHST- 2022/07/28 06:01 [medline] PHST- 2022/06/30 00:00 [pmc-release] AID - mi13071055 [pii] AID - micromachines-13-01055 [pii] AID - 10.3390/mi13071055 [doi] PST - epublish SO - Micromachines (Basel). 2022 Jun 30;13(7):1055. doi: 10.3390/mi13071055.