Network-Constrained Data-Driven Control of High-Speed Railway Systems
eBook - ePub

Network-Constrained Data-Driven Control of High-Speed Railway Systems

Adaptive and Learning-Based Approaches

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Network-Constrained Data-Driven Control of High-Speed Railway Systems

Adaptive and Learning-Based Approaches

About this book

Network-Constrained Data-Driven Control of High-Speed Rail Systems: Adaptive and Learning-Based Approaches addresses critical challenges in high-speed railway (HSR) operational control systems, focusing on enhancing safety, efficiency, and automation in an era of rapid network expansion. The book introduces a transformative framework for data-driven adaptive control and multi-train cooperative control under dynamic network constraints. It integrates next-generation 5G-R communication to enable real-time train-to-train (T2T) coordination, reducing dependency on fixed infrastructure and addressing vulnerabilities like faded channels and interference. By combining rigorous theoretical analysis with simulations, the book proposes solutions to improve operational precision, resilience against disruptions, and transportation capacity.This resource is helpful for researchers, engineers, and graduate students in high speed railway control systems, offering innovative strategies to advance autonomous operations and meet the demands of high-density, high-speed rail networks - Presents a data-driven adaptive and learning control framework for high-speed trains under network constraints - Discusses the theory and method of multi-train cooperative control in detail: particularly, how to realize real-time information interaction and dynamic adjustment between trains with the support of train-to-train communication - Discusses the influence of network constraints (such as fading measurement, malicious attacks, etc.) on train cooperative control, and proposes a series of compensation strategies - Focuses on current, high-speed rail control technology, but also contains a forward-looking discussion of future high-speed rail communication and control technology, such as the application of 5G-R communication system and autonomous driving technology

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Information

Publisher
Elsevier
Year
2026
eBook ISBN
9780443489952

Table of contents

  1. Title of Book
  2. Part One: Overview and essential knowledge
  3. Part Two: Adaptive control approaches
  4. Part Three: Learning control approaches
  5. Index

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Yes, you can access Network-Constrained Data-Driven Control of High-Speed Railway Systems by Deqing Huang,Wei Yu in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Engineering General. We have over 1.5 million books available in our catalogue for you to explore.