Han Jiao: Cross-Scenario Cognitive Computing for Intelligent Driving, Gebunden
Cross-Scenario Cognitive Computing for Intelligent Driving
- Theory, Methodology, and Applications
(soweit verfügbar beim Lieferanten)
- Verlag:
- Springer Nature Switzerland AG, 12/2026
- Einband:
- Gebunden
- Sprache:
- Englisch
- ISBN-13:
- 9783032332660
- Artikelnummer:
- 12908372
- Umfang:
- 220 Seiten
- Erscheinungstermin:
- 3.9.2026
- Hinweis
-
Achtung: Artikel ist nicht in deutscher Sprache!
Klappentext
This book presents a comprehensive theoretical and methodological framework for cross-scenario cognitive computing in intelligent driving systems. Moving beyond traditional perception-centered autonomous driving approaches, the book explores how cognitive intelligence can be integrated into intelligent transportation systems through multimodal sensing, physiological signal processing, machine learning, and behavioral understanding. It systematically addresses driver emotion recognition, cognitive workload analysis, behavioral intention detection, vigilance monitoring, and corner-case perception in autonomous driving environments.
The book combines theoretical foundations with practical methodologies and experimental validation. It introduces advanced techniques including frequency-aware temporal modeling, hypergraph convolutional networks, manifold learning, multimodal large language models, and latent-flow diversification methods for safety-critical scenario generation. Designed for researchers, graduate students, and industry practitioners, the book serves as a valuable reference for intelligent driving, artificial intelligence, biomedical engineering, and cognitive computing applications in future transportation systems.
Biografie (Xiaoming Tao)
Prof. Tao is Chair Professor of Textile Technology, The Hong Kong Polytechnic University. She has a BEng in textile engineering and a PhD in textile physics. Prof. Tao is the past World President and the elected Fellow of the Textile Institute, elected Fellow of American Society of Mechanical Engineering and Fellow of the Royal Society of Arts, Design and Commercial Applications, UK. Prof. Tao is the Editor of international journal Textile Progress and serves on Editorial Board of more than 10 leading academic journals of the field. Prof. Tao is a leading figure in Smart textiles , for her outstanding research work on nanotechnology, photonic fibres and fabrics, flexible electronic and photonic devices in the last 18 years. She founded the Hong Kong Nanotechnology Centre for Functional and Intelligent Textile and Apparel in 2004. Prof. Tao has conducted numerous research projects and published more than 600 scientific publications including over 200 international journal papers. She is recognized by ISI as one of the top 1% most cited materials scientists in the world. She published the world first monograph on smart textiles in 2001. Among some a dozen books published on this topic around the world, she has three. Prof. Tao has been invited to deliver plenary/keynote presentations in over 70 international conferences. Among over 20 awards received by Prof. Tao, the most prestigious ones include the Honorary Fellowship of Textile Institute in 2011, the highest individual award of the field. A great lover of scientific discovery, Prof. Tao is also a prolific inventor of new technologies with 19 granted patents. Eight of the invented technologies have been licensed to companies worldwide for industrial applications. One of them has been used by 9 companies around the world and produced new textile and apparel products worth over 10.5 billion Hong Kong dollars. She started a company in 2011 with her PhD students to produce and market electronic textile devices and systems under the trademark SoftceptorTM . Her photonic fabrics created by integrating science and arts together have been invited to exhibit in Tokyo Museum of Future and Hong Kong Art Museum.