Big Data Analytics for Cyber-Physical Systems

This book highlights research and survey articles dedicated to big data techniques for cyber-physical system (CPS), which addresses the close interactions and feedback controls between cyber components and physical components. The book first discusses some fundamental big data problems and solutions in large scale distributed CPSs. The book then addresses the design and control challenges in multiple CPS domains such as vehicular system, smart city, smart building, and digital microfluidic biochips. This book also presents the recent advances and trends in the maritime simulation system and the flood defence system. Helps readers understand the fundamentals of how big data analytics and optimization are involved in developing the cyber-physical systems; Presents readers with practical tools and design methodologies for implementing highly efficient big data based cyber-physical systems; Introduces recent advances and trends in leveraging big data techniques in a wide spectrum of domains of cyber-physical systems Front Matter ....Pages i-xi Cyber-Physical Systems: An Overview (Bei Yu, Junlong Zhou, Shiyan Hu)....Pages 1-11 A Utility-Driven Data Transmission Optimization Strategy in Large-Scale Cyber-Physical Systems (Soumi Chattopadhyay, Ansuman Banerjee, Nilanjan Banerjee, Bei Yu)....Pages 13-42 Advanced Communications in Cyber-Physical Systems (Taslim Arefin Khan, Suraiya Tairin, Mahmuda Naznin, Md Zakirul Alam Bhuyian, A. B. M. Alim Al Islam)....Pages 43-101 A Framework for Speculative Job Scheduling on Mobile Cloud Resources (Ansuman Banerjee, Himadri Sekhar Paul, Arijit Mukherjee, Swarnava Dey, Pubali Datta)....Pages 103-128 Cyber-physical Autonomous Vehicular System (CAVS): A MAC Layer Perspective (Jahan Ali, Md Arafatur Rahman, Md Zakirul Alam Bhuiyan, A. Taufiq Asyhari, Mohammad Nomani Kabir)....Pages 129-152 A CPS-Enhanced Subway Operations Safety System Based on the Short-Term Prediction of the Passenger Flow (Shaobo Zhong, Zhi Xiong, Guannan Yao, Wei Zhu)....Pages 153-169 A CPS-Aware Crowd Evacuation Simulation (Ze Deng)....Pages 171-185 Smart Building Sensor Drift Calibration (Tinghuan Chen, Bingqing Lin, Hao Geng, Bei Yu)....Pages 187-202 Fault Tolerance-Aware Design Technique for Cyber-Physical Digital Microfluidic Biochips (Xiaodao Chen, Yuewei Wang, Chaowei Wan, Xiaohui Huang)....Pages 203-214 Uncertainty Analysis and Optimization in Cyber-Physical Systems of Reservoir Production (Hui Zhao, Lin Cao, Xingkai Zhang, Xuewei Ning)....Pages 215-229 The Optimization of Maritime Search and Rescue Simulation System Based on CPS (Lin Mu, Enjin Zhao)....Pages 231-245 A CPS-Improved Data Estimation Model for Flash Flood Early Warning Sensor Network (Zhanya Xu, Xiangang Luo, Shuang Zhu, Di Wu, Qi Guo)....Pages 247-259 Back Matter ....Pages 261-270