Bayesian Optimization for automatic tuning of digital multi-loop PID controllers

[1]  Donald R. Jones,et al.  Efficient Global Optimization of Expensive Black-Box Functions , 1998, J. Glob. Optim..

[2]  Angelo D. Bonzanini,et al.  Performance-oriented model learning for control via multi-objective Bayesian optimization , 2022, Comput. Chem. Eng..

[3]  A. Krause,et al.  Safe and Efficient Model-free Adaptive Control via Bayesian Optimization , 2021, 2021 IEEE International Conference on Robotics and Automation (ICRA).

[4]  Farshud Sorourifar,et al.  A Data-Driven Automatic Tuning Method for MPC under Uncertainty using Constrained Bayesian Optimization , 2020, IFAC-PapersOnLine.

[5]  Roy S. Smith,et al.  Safety-Aware Cascade Controller Tuning Using Constrained Bayesian Optimization , 2020, IEEE Transactions on Industrial Electronics.

[6]  John Lygeros,et al.  Performance-Driven Cascade Controller Tuning With Bayesian Optimization , 2020, IEEE Transactions on Industrial Electronics.

[7]  Santu Rana,et al.  Bayesian Optimization for Adaptive Experimental Design: A Review , 2020, IEEE Access.

[8]  Edgar D. Klenske,et al.  Bayesian Optimization for Policy Search in High-Dimensional Systems via Automatic Domain Selection , 2019, 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

[9]  Sebastian Curi,et al.  Safe Contextual Bayesian Optimization for Sustainable Room Temperature PID Control Tuning , 2019, IJCAI.

[10]  Annika Eichler,et al.  Controller Tuning by Bayesian Optimization An Application to a Heat Pump , 2019, 2019 18th European Control Conference (ECC).

[11]  Alberto Bemporad,et al.  Performance-Oriented Model Learning for Data-Driven MPC Design , 2019, IEEE Control Systems Letters.

[12]  Dieter Schwarzmann,et al.  Data-Efficient Autotuning With Bayesian Optimization: An Industrial Control Study , 2018, IEEE Transactions on Control Systems Technology.

[13]  Sigurd Skogestad,et al.  Optimal PI and PID control of first-order plus delay processes and evaluation of the original and improved SIMC rules , 2018, Journal of Process Control.

[14]  Tore Hägglund,et al.  An experimental comparison of PID autotuners , 2018 .

[15]  Duy Nguyen-Tuong,et al.  Safe Active Learning and Safe Bayesian Optimization for Tuning a PI-Controller , 2017 .

[16]  Andreas Krause,et al.  Virtual vs. real: Trading off simulations and physical experiments in reinforcement learning with Bayesian optimization , 2017, 2017 IEEE International Conference on Robotics and Automation (ICRA).

[17]  Tore Hägglund,et al.  Asymmetric relay autotuning - Practical features for industrial use , 2016 .

[18]  Diego Eckhard,et al.  Unbiased MIMO VRFT with application to process control , 2016 .

[19]  Tao Liu,et al.  A tutorial review on process identification from step or relay feedback test , 2013 .

[20]  Jasper Snoek,et al.  Practical Bayesian Optimization of Machine Learning Algorithms , 2012, NIPS.

[21]  Ulf Jeppsson,et al.  Application of multivariate virtual reference feedback tuning for wastewater treatment plant control , 2012 .

[22]  Harpreet Singh,et al.  Robust optimization-based multi-loop PID controller tuning: A new tool and its industrial application , 2012 .

[23]  Moonyong Lee,et al.  Independent design of multi-loop PI/PID controllers for interacting multivariable processes , 2010 .

[24]  R. Marler,et al.  The weighted sum method for multi-objective optimization: new insights , 2010 .

[25]  Ch. Venkateswarlu,et al.  Genetically Tuned Decentralized Proportional-Integral Controllers for Composition Control of Reactive Distillation , 2010 .

[26]  Sigurd Skogestad,et al.  Simple analytic rules for model reduction and PID controller tuning , 2003 .

[27]  Sergio M. Savaresi,et al.  Virtual reference feedback tuning: a direct method for the design of feedback controllers , 2002, Autom..

[28]  Håkan Hjalmarsson,et al.  Iterative feedback tuning—an overview , 2002 .

[29]  D. Seborg,et al.  Multiloop PI/PID controller design based on Gershgorin bands , 2001, Proceedings of the 2001 American Control Conference. (Cat. No.01CH37148).

[30]  Richard J. Beckman,et al.  A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output From a Computer Code , 2000, Technometrics.

[31]  Hsiao-Ping Huang,et al.  A Simple Multiloop Tuning Method for PID Controllers with No Proportional Kick , 1999 .

[32]  Sigurd Skogestad,et al.  Sequential design of decentralized controllers , 1994, Autom..

[33]  Shih‐Haur Shen,et al.  Use of relay‐feedback test for automatic tuning of multivariable systems , 1994 .

[34]  Chang-Chieh Hang,et al.  Autotuning of multiloop proportional-integral controllers using relay feedback , 1993 .

[35]  S. Skogestad,et al.  Improved independent design of robust decentralized controllers , 1993 .

[36]  Peter L. Lee,et al.  Generic model control — A case study , 1989 .

[37]  William L. Luyben,et al.  Simple method for tuning SISO controllers in multivariable systems , 1986 .

[38]  Tore Hägglund,et al.  Automatic tuning of simple regulators with specifications on phase and amplitude margins , 1984, Autom..

[39]  J. G. Ziegler,et al.  Optimum Settings for Automatic Controllers , 1942, Journal of Fluids Engineering.

[40]  Victor M. Zavala,et al.  Bayesian optimization with reference models: A case study in MPC for HVAC central plants , 2021, Comput. Chem. Eng..

[41]  A. S. Yamashita,et al.  Decentralized PID Controller Tuning Based on Nonlinear Optimization to Minimize the Disturbance Effects in Coupled Loops , 2021, IEEE Access.

[42]  Nando de Freitas,et al.  Taking the Human Out of the Loop: A Review of Bayesian Optimization , 2016, Proceedings of the IEEE.

[43]  Rainer Dittmar,et al.  Decentralized SISO Active Disturbance Rejection Control of the Newell-Lee forced circulation evaporator , 2015 .

[44]  C. Selvakumar,et al.  Automatic Tuning Of Decentralised PID Controllers for MIMO Processes , 2012 .

[45]  Furong Gao,et al.  Multi-objective optimization and selection for the PI control of ALSTOM gasifier problem , 2010 .

[46]  Tore Hägglund,et al.  A Software Tool for Robust PID Design , 2008 .

[47]  Aidan O'Dwyer,et al.  Handbook of PI and PID controller tuning rules , 2003 .