Metaheuristic algorithms for PID controller parameters tuning: Review, approaches and open problems

SB Joseph, EG Dada, A Abidemi, DO Oyewola… - Heliyon, 2022 - cell.com
The simplicity, transparency, reliability, high efficiency and robust nature of PID controllers
are some of the reasons for their high popularity and acceptance for control in process …

A review of PID control, tuning methods and applications

RP Borase, DK Maghade, SY Sondkar… - International Journal of …, 2021 - Springer
This article provides a study of modern and classical approaches used for PID tuning and its
applications in various domains. Most of the control systems that are implemented to date …

Programmatically interpretable reinforcement learning

A Verma, V Murali, R Singh, P Kohli… - International …, 2018 - proceedings.mlr.press
We present a reinforcement learning framework, called Programmatically Interpretable
Reinforcement Learning (PIRL), that is designed to generate interpretable and verifiable …

Reinforcement learning approach to autonomous PID tuning

O Dogru, K Velswamy, F Ibrahim, Y Wu… - Computers & Chemical …, 2022 - Elsevier
Many industrial processes utilize proportional-integral-derivative (PID) controllers due to
their practicality and often satisfactory performance. The proper controller parameters …

[图书][B] PID control system design and automatic tuning using MATLAB/Simulink

L Wang - 2020 - books.google.com
Covers PID control systems from the very basics to the advanced topics This book covers the
design, implementation and automatic tuning of PID control systems with operational …

Deep reinforcement learning with shallow controllers: An experimental application to PID tuning

NP Lawrence, MG Forbes, PD Loewen… - Control Engineering …, 2022 - Elsevier
Deep reinforcement learning (RL) is an optimization-driven framework for producing control
strategies for general dynamical systems without explicit reliance on process models. Good …

[图书][B] Handbook of PI and PID controller tuning rules

A O'dwyer - 2009 - books.google.com
The vast majority of automatic controllers used to compensate industrial processes are PI or
PID type. This book comprehensively compiles, using a unified notation, tuning rules for …

[图书][B] System identification: an introduction

KJ Keesman - 2011 - books.google.com
System Identification shows the student reader how to approach the system identification
problem in a systematic fashion. The process is divided into three basic steps: experimental …

Automatic tuning of simple regulators with specifications on phase and amplitude margins

KJ Åström, T Hägglund - Automatica, 1984 - Elsevier
The paper describes procedures for automatic tuning of regulators of the PID type to
specifications on phase and amplitude margins. The key idea is a simple method for …

[图书][B] Practical PID control

A Visioli - 2006 - books.google.com
Proportional–integral–derivative (PID) controllers are the most adopted controllers in
industrial settings because of the advantageous cost/benefit ratio they are able to provide …