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SCIENTIA SINICA Informationis, Volume 51 , Issue 7 : 1146(2021) https://doi.org/10.1360/SSI-2020-0253

Virtual unmodeled dynamic compensation and data-driven nonlinear generalized predictive control

More info
  • ReceivedAug 13, 2020
  • AcceptedJan 7, 2021
  • PublishedMay 26, 2021

Abstract


Funded by

国家自然科学基金(61773107,61991402,61866021,61890923,61833004,61973202)

流程工业综合自动化国家重点实验室开放基金(PAL-N201808)


References

[1] Clarke D W, Mohtadi C. Properties of generalized predictive control. Automatica, 1989, 25: 859-875 CrossRef Google Scholar

[2] Clarke D W, Mosca E, Scattolini R. Robustness of an adaptive predictive controller. IEEE Trans Automat Contr, 1994, 39: 1052-1056 CrossRef Google Scholar

[3] Alkorta P, Barambones O, Cortajarena J A. Efficient Multivariable Generalized Predictive Control for Sensorless Induction Motor Drives. IEEE Trans Ind Electron, 2014, 61: 5126-5134 CrossRef Google Scholar

[4] Judewicz M G, Gonzalez S A, Echeverria N I. Generalized Predictive Current Control (GPCC) for Grid-Tie Three-Phase Inverters. IEEE Trans Ind Electron, 2016, 63: 4475-4484 CrossRef Google Scholar

[5] Yan Y, Zhang C, Narayan A. Generalized Dynamic Predictive Control for Nonparametric Uncertain Systems With Application to Series Elastic Actuators. IEEE Trans Ind Inf, 2018, 14: 4829-4840 CrossRef Google Scholar

[6] Shi Y J, Chai T Y. Neural networks and multiple models based nonlinear adaptive generalized predictive control. Acta Automatica Sinica, 2007, 33: 540--545. Google Scholar

[7] Zhang Y, Chai T, Wang H. An Adaptive Generalized Predictive Control Method for Nonlinear Systems Based on ANFIS and Multiple Models. IEEE Trans Fuzzy Syst, 2010, 18: 1070-1082 CrossRef Google Scholar

[8] Ren M, Gong M, Lin M. Generalized Correntropy Predictive Control for Waste Heat Recovery Systems Based on Organic Rankine Cycle. IEEE Access, 2019, 7: 151587 CrossRef Google Scholar

[9] Xie S, Xie Y, Huang T. Generalized Predictive Control for Industrial Processes Based on Neuron Adaptive Splitting and Merging RBF Neural Network. IEEE Trans Ind Electron, 2019, 66: 1192-1202 CrossRef Google Scholar

[10] Zhou J, Zhang N, Li C. An Adaptive Takagi-Sugeno Fuzzy Model-Based Generalized Predictive Controller for Pumped-Storage Unit. IEEE Access, 2019, 7: 103538 CrossRef Google Scholar

[11] Tian Y, Wang B, Zhu D. Takagi-Sugeno fuzzy generalised predictive control of a time?delay non?łinear hydro?turbine governing system. IET Renew Power Generation, 2019, 13: 2338-2345 CrossRef Google Scholar

[12] Qu J, Xia Y, Xue S. Novel Generalized Predictive Control for Photoelectric Tracking System Based on Improved Objective Function and Predictive Value Correction. IEEE Access, 2020, 8: 18893-18901 CrossRef Google Scholar

[13] Yi C M, Zhou P, Chai T Y. Data driven adaptive predictive control of blast furnace ironmaking process based on real time learning. Control Theory & Applications, 2020, 37(02): 295--306. Google Scholar

[14] Ma L L, Liu X J. Efficient iterative learning predictive functional control for nonlinear fast batch process. ACTA AUTOMATICA SINICA, DOI 10.16383/j.aas.c190621. Google Scholar

[15] Song L, Jingzhuo S. Novel Generalized Predictive Iterative Learning Speed Controller for Ultrasonic Motors. IEEE Access, 2020, 8: 29344-29353 CrossRef Google Scholar

[16] Smoczek J, Szpytko J. Particle Swarm Optimization-Based Multivariable Generalized Predictive Control for an Overhead Crane. IEEE/ASME Trans Mechatron, 2017, 22: 258-268 CrossRef Google Scholar

[17] Li Z Q, Yang H, Zhang K P. Distributed Model Predictive Control Based on Multi-agent Model for Electric Multiple Units. Acta Automatica Sin, 2014, 40: 2625-2631 CrossRef Google Scholar

[18] He W J, Zhang H T, Chen Z. Generalized Predictive Control of Temperature on an Atomic Layer Deposition Reactor. IEEE Trans Contr Syst Technol, 2015, 23: 2408-2415 CrossRef Google Scholar

[19] Castello J, Espi J M, Garcia-Gil R. A New Generalized Robust Predictive Current Control for Grid-Connected Inverters Compensates Anti-Aliasing Filters Delay. IEEE Trans Ind Electron, 2016, 63: 4485-4494 CrossRef Google Scholar

[20] Pawlowski A, Guzman J L, Berenguel M. Event-Based GPC for Multivariable Processes: A Practical Approach With Sensor Deadband. IEEE Trans Contr Syst Technol, 2017, 25: 1621-1633 CrossRef Google Scholar

[21] Kim S H, Kim R Y, Kim S I. IEEE Trans Ind Applicat, 2019, 55: 7505-7514 CrossRef Google Scholar

[22] Chen Z, Cui J, Lei Z. Design of an Improved Implicit Generalized Predictive Controller for Temperature Control Systems. IEEE Access, 2020, 8: 13924-13936 CrossRef Google Scholar

[23] Shao M, Deng Y, Li H. Robust Speed Control for Permanent Magnet Synchronous Motors Using a Generalized Predictive Controller With a High-Order Terminal Sliding-Mode Observer. IEEE Access, 2019, 7: 121540 CrossRef Google Scholar

[24] Liu S, Mao Y, Liu J. Model-Predictive Control With Generalized Zone Tracking. IEEE Trans Automat Contr, 2019, 64: 4698-4704 CrossRef Google Scholar

[25] Chen L J, Narendra K S. Nonlinear adaptive control using neural networks and multiple models. Automatica, 2001, 37(8): 1245-1255. Google Scholar

[26] Chai T Y, Yue H. Adaptive Control. Beijing: Tsinghua university Press, 2016.. Google Scholar

[27] Tianyou Chai , Yajun Zhang , Hong Wang . Data-Based Virtual Unmodeled Dynamics Driven Multivariable Nonlinear Adaptive Switching Control. IEEE Trans Neural Netw, 2011, 22: 2154-2172 CrossRef Google Scholar

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