Intelligent Thermal Control Algorithm Based on Deep Deterministic Policy Gradient for Spacecraft

In practical applications, it is difficult for the control parameters of the proportional integral derivative (PID) thermal controller to be self-tuning online. As the control object or environment...

[1]  Guanrong Chen,et al.  Fuzzy PID controller: Design, performance evaluation, and stability analysis , 2000, Inf. Sci..

[2]  Jin Woo Moon,et al.  Comparative study of artificial intelligence-based building thermal control methods – Application of fuzzy, adaptive neuro-fuzzy inference system, and artificial neural network , 2011 .

[3]  Zhiming Xu,et al.  High-precision, Temperature Control Based on Grading-structure and PID-feedback Strategies , 2018 .

[4]  Rubiyah Yusof,et al.  A novel optimization algorithm based on epsilon constraint-RBF neural network for tuning PID controller in decoupled HVAC system , 2016 .

[5]  David Elkind,et al.  Learning: An Introduction , 1968 .

[6]  Martin Lemmen,et al.  In-Flight Results of the Sciamachy Optical Assembly Active Thermal Control System , 2004 .

[7]  Matt C. Best,et al.  On-line PID tuning for engine idle-speed control using continuous action reinforcement learning automata , 2000 .

[8]  Róbert Kovács,et al.  Thermal analysis of the SMOG-1 PocketQube satellite , 2018, Applied Thermal Engineering.

[9]  Michael K. Choi.  Method of Generating Transient Equivalent Sink and Test Target Temperatures for Swift BAT , 2004 .

[10]  A. Amrit,et al.  Transient Method for Estimating the Effective Emittance of Multilayer Insulation Blankets , 2016 .

[11]  S. Baskar,et al.  Evolutionary algorithms based design of multivariable PID controller , 2009, Expert Syst. Appl..

[12]  Yong Huang,et al.  Intelligent Thermal Control Strategy Based on Reinforcement Learning for Space Telescope , 2020 .

[13]  Qingwen Wu,et al.  Evaluation of different calibration equations for NTC thermistor applied to high-precision temperature measurement , 2018 .

[14]  Sooyoung Kim,et al.  Prediction models and control algorithms for predictive applications of setback temperature in cooling systems , 2017 .

[15]  W Wim Zeiler,et al.  The effectiveness of night ventilation for the thermal balance of an aquifer thermal energy storage , 2019, Applied Thermal Engineering.

[16]  Wen-Long Cheng,et al.  Studies on thermal properties and thermal control effectiveness of a new shape-stabilized phase change material with high thermal conductivity , 2012 .

[17]  Pierre-Yves Glorennec,et al.  Tuning fuzzy PD and PI controllers using reinforcement learning. , 2010, ISA transactions.

[18]  Junghui Chen,et al.  Applying neural networks to on-line updated PID controllers for nonlinear process control , 2004 .

[19]  Michael Choi,et al.  Thermal Assessment of Swift Instrument Module Thermal Control System and Mini Heater Controllers after 5+ Years in Flight , 2010 .

[20]  Andrew W. Moore,et al.  Reinforcement Learning: A Survey , 1996, J. Artif. Intell. Res..