Reinforcement Learning for Cyber-Physical Systems

Reinforcement Learning for Cyber-Physical Systems
Author :
Publisher : CRC Press
Total Pages : 249
Release :
ISBN-10 : 9781351006606
ISBN-13 : 1351006606
Rating : 4/5 (606 Downloads)

Book Synopsis Reinforcement Learning for Cyber-Physical Systems by : Chong Li

Download or read book Reinforcement Learning for Cyber-Physical Systems written by Chong Li and published by CRC Press. This book was released on 2019-02-22 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reinforcement Learning for Cyber-Physical Systems: with Cybersecurity Case Studies was inspired by recent developments in the fields of reinforcement learning (RL) and cyber-physical systems (CPSs). Rooted in behavioral psychology, RL is one of the primary strands of machine learning. Different from other machine learning algorithms, such as supervised learning and unsupervised learning, the key feature of RL is its unique learning paradigm, i.e., trial-and-error. Combined with the deep neural networks, deep RL become so powerful that many complicated systems can be automatically managed by AI agents at a superhuman level. On the other hand, CPSs are envisioned to revolutionize our society in the near future. Such examples include the emerging smart buildings, intelligent transportation, and electric grids. However, the conventional hand-programming controller in CPSs could neither handle the increasing complexity of the system, nor automatically adapt itself to new situations that it has never encountered before. The problem of how to apply the existing deep RL algorithms, or develop new RL algorithms to enable the real-time adaptive CPSs, remains open. This book aims to establish a linkage between the two domains by systematically introducing RL foundations and algorithms, each supported by one or a few state-of-the-art CPS examples to help readers understand the intuition and usefulness of RL techniques. Features Introduces reinforcement learning, including advanced topics in RL Applies reinforcement learning to cyber-physical systems and cybersecurity Contains state-of-the-art examples and exercises in each chapter Provides two cybersecurity case studies Reinforcement Learning for Cyber-Physical Systems with Cybersecurity Case Studies is an ideal text for graduate students or junior/senior undergraduates in the fields of science, engineering, computer science, or applied mathematics. It would also prove useful to researchers and engineers interested in cybersecurity, RL, and CPS. The only background knowledge required to appreciate the book is a basic knowledge of calculus and probability theory.


Reinforcement Learning for Cyber-Physical Systems Related Books

Reinforcement Learning for Cyber-Physical Systems
Language: en
Pages: 249
Authors: Chong Li
Categories: Computers
Type: BOOK - Published: 2019-02-22 - Publisher: CRC Press

GET EBOOK

Reinforcement Learning for Cyber-Physical Systems: with Cybersecurity Case Studies was inspired by recent developments in the fields of reinforcement learning (
Machine Learning for Cyber Physical Systems
Language: en
Pages: 144
Authors: Jürgen Beyerer
Categories: Technology & Engineering
Type: BOOK - Published: 2018-12-17 - Publisher: Springer

GET EBOOK

This Open Access proceedings presents new approaches to Machine Learning for Cyber Physical Systems, experiences and visions. It contains some selected papers f
Reinforcement Learning for Cyber-Physical Systems
Language: en
Pages: 257
Authors: Chong Li
Categories: Computers
Type: BOOK - Published: 2019-02-22 - Publisher: CRC Press

GET EBOOK

Reinforcement Learning for Cyber-Physical Systems: with Cybersecurity Case Studies was inspired by recent developments in the fields of reinforcement learning (
Security of Cyber-Physical Systems: State Estimation and Control
Language: en
Pages: 0
Authors: Chengwei Wu
Categories:
Type: BOOK - Published: 2022 - Publisher:

GET EBOOK

This book analyzes the secure problems of cyber-physical systems from both the adversary and defender sides. Targeting the challenging security problems of cybe
A Practical Introduction to Human-in-the-Loop Cyber-Physical Systems
Language: en
Pages: 325
Authors: David Nunes
Categories: Technology & Engineering
Type: BOOK - Published: 2018-02-05 - Publisher: John Wiley & Sons

GET EBOOK

The first book focusing on one of the hottest new topics in Internet of Things systems research and development Studies estimate that by 2020 we will have a vas