Cyber-Physical-Social Systems: A State-of-the-Art Survey, Challenges and Opportunities

It is the overriding trend of the present-day world that traditional systems and mobile devices are currently transforming into intelligent systems and smart devices. Against this backdrop, cyber-physical systems (CPSs) and Internet-of-Things (IoT) emerge as the times require. To achieve the parallel interactions between the human world and the computer network, IoT along with wireless mobile communication and computing open up some future opportunities as well as challenges for constructing a novel cyber-physical-social system (CPSS) that takes human factors into account during the system operation and management. In this article, a brief comprehensive survey is provided on some of the current research work that contributes to enabling CPSSs. Some crucial aspects of CPSSs are identified, including: the development from CPSs to CPSSs, architecture design, applications, standards, real-world case studies, enabling techniques and networks for CPSSs. To lay a foundation for the development of the upcoming smart world, we further propose a virtualization architecture and an integrated framework of caching, computing and networking for CPSSs. Simulations verify the performance improvement of the proposals. At last, some research issues with challenges and possible solutions are unearthed for researchers in the related research areas.

[1]  Noël Crespi,et al.  Dynamic Social Structure of Things: A Contextual Approach in CPSS , 2015, IEEE Internet Computing.

[2]  Xin-Ping Guan,et al.  Ubiquitous Monitoring for Industrial Cyber-Physical Systems Over Relay- Assisted Wireless Sensor Networks , 2015, IEEE Transactions on Emerging Topics in Computing.

[3]  Andreas Prinz,et al.  Smart grid for offshore wind farms: Towards an information model based on the IEC 61400-25 standard , 2012, 2012 IEEE PES Innovative Smart Grid Technologies (ISGT).

[4]  Fengjun Li,et al.  Cyber-Physical Systems Security—A Survey , 2017, IEEE Internet of Things Journal.

[5]  Jonathan E. Fieldsend,et al.  A Framework of Fog Computing: Architecture, Challenges, and Optimization , 2017, IEEE Access.

[6]  Weiming Shen,et al.  Operation modes of smart factory for high-end equipment manufacturing in the Internet and Big Data era , 2017, 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[7]  Victor C. M. Leung,et al.  Exploiting Adversarial Jamming Signals for Energy Harvesting in Interference Networks , 2017, IEEE Transactions on Wireless Communications.

[8]  Shuangshuang Han,et al.  A CPSS-Based Network Resource Optimization Mechanism for Wireless Heterogeneous Networks , 2018, IEEE Transactions on Computational Social Systems.

[9]  Zhou Su,et al.  Task Allocation Scheme for Cyber Physical Social Systems , 2020, IEEE Transactions on Network Science and Engineering.

[10]  F. Richard Yu,et al.  Communications, Caching, and Computing for Next Generation HetNets , 2018, IEEE Wireless Communications.

[11]  Zhikui Chen,et al.  Integration of Image Feature and Word Relevance: Toward Automatic Image Annotation in Cyber-Physical-Social Systems , 2018, IEEE Access.

[12]  Gang Liu,et al.  Hybrid Half-Duplex/Full-Duplex Cooperative Non-Orthogonal Multiple Access With Transmit Power Adaptation , 2018, IEEE Transactions on Wireless Communications.

[13]  Mohammed Moness,et al.  A Survey of Cyber-Physical Advances and Challenges of Wind Energy Conversion Systems: Prospects for Internet of Energy , 2016, IEEE Internet of Things Journal.

[14]  Yuhui Deng,et al.  LDFS: A Low Latency In-Line Data Deduplication File System , 2018, IEEE Access.

[15]  Tarik Taleb,et al.  Performance Analysis of RACH Procedure with Beta Traffic-Activated Machine-Type-Communication , 2014, 2015 IEEE Global Communications Conference (GLOBECOM).

[16]  Andreas Weinand,et al.  Physical Layer Authentication for Mission Critical Machine Type Communication Using Gaussian Mixture Model Based Clustering , 2017, 2017 IEEE 85th Vehicular Technology Conference (VTC Spring).

[17]  Hendrik Drachsler,et al.  User-Centric Evaluation of Recommender Systems in Social Learning Platforms: Accuracy is Just the Tip of the Iceberg , 2018, IEEE Transactions on Learning Technologies.

[18]  S. M. Mizanoor Rahman,et al.  Cyber-physical-social system between a humanoid robot and a virtual human through a shared platform for adaptive agent ecology , 2018, IEEE/CAA Journal of Automatica Sinica.

[19]  Abubakr Muhammad Managing river basins with thinking machines , 2016, 2016 IEEE Conference on Norbert Wiener in the 21st Century (21CW).

[20]  Jiguo Yu,et al.  Follow But No Track: Privacy Preserved Profile Publishing in Cyber-Physical Social Systems , 2017, IEEE Internet of Things Journal.

[21]  Junbo Wang,et al.  ORACLE: Mobility control in wireless sensor and actor networks , 2012, Comput. Commun..

[22]  F. Richard Yu,et al.  Wireless Network Virtualization: A Survey, Some Research Issues and Challenges , 2015, IEEE Communications Surveys & Tutorials.

[23]  Xinyu Yang,et al.  A Survey on Internet of Things: Architecture, Enabling Technologies, Security and Privacy, and Applications , 2017, IEEE Internet of Things Journal.

[24]  Fenghua Zhu,et al.  Cyber-physical-social system in intelligent transportation , 2015, IEEE/CAA Journal of Automatica Sinica.

[25]  James She,et al.  Analyzing the User Inactiveness in a Mobile Social Game , 2014, 2014 IEEE International Conference on Internet of Things(iThings), and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom).

[26]  F. Richard Yu,et al.  Resource Allocation for Information-Centric Virtualized Heterogeneous Networks With In-Network Caching and Mobile Edge Computing , 2017, IEEE Transactions on Vehicular Technology.

[27]  Victor C. M. Leung,et al.  Performance Optimization for Blockchain-Enabled Industrial Internet of Things (IIoT) Systems: A Deep Reinforcement Learning Approach , 2019, IEEE Transactions on Industrial Informatics.

[28]  F. Richard Yu,et al.  Integrated Blockchain and Edge Computing Systems: A Survey, Some Research Issues and Challenges , 2019, IEEE Communications Surveys & Tutorials.

[29]  F. Richard Yu,et al.  Cache-Aware Multicast Beamforming Design for Multicell Multigroup Multicast , 2018, IEEE Transactions on Vehicular Technology.

[30]  Xingya Liu Blind Rendezvous: A Promising Candidate of Secure Spectrum Access for D2D communications in IoT , 2018, 2018 IEEE Conference on Communications and Network Security (CNS).

[31]  Weisong Shi,et al.  Edge Computing: Vision and Challenges , 2016, IEEE Internet of Things Journal.

[32]  Zhu Han,et al.  Joint Optimization of Caching, Computing, and Radio Resources for Fog-Enabled IoT Using Natural Actor–Critic Deep Reinforcement Learning , 2019, IEEE Internet of Things Journal.

[33]  Axel Jantsch,et al.  The Benefits of Self-Awareness and Attention in Fog and Mist Computing , 2015, Computer.

[34]  John G. Breslin,et al.  Towards a citizen actuation framework for smart environments , 2015, 2015 IEEE International Symposium on Technology and Society (ISTAS).

[35]  Laurence T. Yang,et al.  Tensor-Based Multiple Clustering Approaches for Cyber-Physical-Social Applications , 2020, IEEE Transactions on Emerging Topics in Computing.

[36]  Fei-Yue Wang,et al.  Transportation 5.0 in CPSS: Towards ACP-based society-centered intelligent transportation , 2017, 2017 IEEE 20th International Conference on Intelligent Transportation Systems (ITSC).

[37]  Tao Yu,et al.  A Cyber-Physical-Social System with Parallel Learning for Distributed Energy Management of a Microgrid , 2018, 2018 IEEE Innovative Smart Grid Technologies - Asia (ISGT Asia).

[38]  Nei Kato,et al.  MA-LTRT: A Novel Method to Improve Network Connectivity and Power Consumption in Mobile Ad-hoc Based Cyber-Physical Systems , 2013, IEEE Transactions on Emerging Topics in Computing.

[39]  Kumbesan Sandrasegaran,et al.  Crowdsourcing and Sensing for Indoor Localization in IoT: A Review , 2019, IEEE Sensors Journal.

[40]  Pramod P. Khargonekar,et al.  A demand response game and its robust price of anarchy , 2014, 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm).

[41]  Osama A. Mohammed,et al.  A Survey on Smart Grid Cyber-Physical System Testbeds , 2017, IEEE Communications Surveys & Tutorials.

[42]  Nikos Fotiou,et al.  A Survey of Information-Centric Networking Research , 2014, IEEE Communications Surveys & Tutorials.

[43]  Fei-Yue Wang,et al.  The Emergence of Intelligent Enterprises: From CPS to CPSS , 2010, IEEE Intelligent Systems.

[44]  Laurence T. Yang,et al.  A Tensor Computation and Optimization Model for Cyber-Physical-Social Big Data , 2019, IEEE Transactions on Sustainable Computing.

[45]  Sang Min Han,et al.  System Analysis and Optimization of Human-Actuated Dynamical Systems , 2018, 2018 Annual American Control Conference (ACC).

[46]  Xu Chen,et al.  Decentralized Computation Offloading Game for Mobile Cloud Computing , 2014, IEEE Transactions on Parallel and Distributed Systems.

[47]  Xiaoqing Han,et al.  Review on the research and practice of deep learning and reinforcement learning in smart grids , 2018, CSEE Journal of Power and Energy Systems.

[48]  Haoyu Wang,et al.  Managing Traditional Solar Greenhouse With CPSS: A Just-for-Fit Philosophy , 2018, IEEE Transactions on Cybernetics.

[49]  Hilman Ramadhan,et al.  Road traffic signal control using cyber physical social system , 2017, 2017 International Conference on Information Technology Systems and Innovation (ICITSI).

[50]  Antonio Puliafito,et al.  Data Processing in Cyber-Physical-Social Systems Through Edge Computing , 2018, IEEE Access.

[51]  Zhong Liu,et al.  Complex Human-System Systems Design for C2 , 2011, 2011 IEEE Ninth International Conference on Dependable, Autonomic and Secure Computing.

[52]  Der-Jiunn Deng,et al.  A Triangular NodeTrix Visualization Interface for Overlapping Social Community Structures of Cyber-Physical-Social Systems in Smart Factories , 2020, IEEE Transactions on Emerging Topics in Computing.

[53]  Alexander V. Smirnov,et al.  Ontology for cyber-physical-social systems self-organisation , 2014, Proceedings of 16th Conference of Open Innovations Association FRUCT.

[54]  Xifan Yao,et al.  From Intelligent Manufacturing to Smart Manufacturing for Industry 4.0 Driven by Next Generation Artificial Intelligence and Further On , 2017, 2017 5th International Conference on Enterprise Systems (ES).

[55]  Schahram Dustdar,et al.  On Monitoring Cyber-Physical-Social Systems , 2016, 2016 IEEE World Congress on Services (SERVICES).

[56]  Suhardi,et al.  Service innovation for a sustainable fuel supply using cyber physical social system technology , 2017, 2017 6th International Conference on Electrical Engineering and Informatics (ICEEI).

[57]  Kwok-Yan Lam,et al.  Wireless Communication and Security Issues for Cyber–Physical Systems and the Internet-of-Things , 2018, Proceedings of the IEEE.

[58]  F. Richard Yu,et al.  Information-Centric Wireless Networks with Virtualization and D2D Communications , 2016, IEEE Wireless Communications.

[59]  Tim Verbelen,et al.  Cloudlets: bringing the cloud to the mobile user , 2012, MCS '12.

[60]  Andreas Weinand,et al.  Providing Physical Layer Security for Mission Critical Machine Type Communication , 2016, 2016 IEEE 21st International Conference on Emerging Technologies and Factory Automation (ETFA).

[61]  Mohsen Guizani,et al.  Smart Cities: A Survey on Data Management, Security, and Enabling Technologies , 2017, IEEE Communications Surveys & Tutorials.

[62]  Suhardi,et al.  Hydroponic smart farming using cyber physical social system with telegram messenger , 2017, 2017 International Conference on Information Technology Systems and Innovation (ICITSI).

[63]  Liuqing Yang,et al.  Intelligent transportation spaces: vehicles, traffic, communications, and beyond , 2010, IEEE Communications Magazine.

[64]  Hong Yang,et al.  Massive MIMO for Industrial Internet of Things in Cyber-Physical Systems , 2018, IEEE Transactions on Industrial Informatics.

[65]  Andrea Bondavalli,et al.  Towards an approach for analyzing trust in Cyber-Physical-Social Systems , 2017, 2017 12th System of Systems Engineering Conference (SoSE).

[66]  Soumya Kanti Datta,et al.  Comparison of edge computing implementations: Fog computing, cloudlet and mobile edge computing , 2017, 2017 Global Internet of Things Summit (GIoTS).

[67]  Yannick Naudet,et al.  Personalisation in Cyber Physical and Social Systems: the Case of Recommendations in Cultural Heritage Spaces , 2018, 2018 13th International Workshop on Semantic and Social Media Adaptation and Personalization (SMAP).

[68]  Shuangshuang Han,et al.  Cyber-Physical-Social Systems: The State of the Art and Perspectives , 2018, IEEE Transactions on Computational Social Systems.

[69]  Lei Ren,et al.  Prediction of Bearing Remaining Useful Life With Deep Convolution Neural Network , 2018, IEEE Access.

[70]  Xianbin Wang,et al.  Toward Massive Machine Type Communications in Ultra-Dense Cellular IoT Networks: Current Issues and Machine Learning-Assisted Solutions , 2018, IEEE Communications Surveys & Tutorials.

[71]  Xiang Cheng,et al.  Consumer-Centered Energy System for Electric Vehicles and the Smart Grid , 2016, IEEE Intelligent Systems.

[72]  Cheol-Min Kim,et al.  ISO/IEEE 11073-Based Healthcare Services over IoT Platform Using 6LoWPAN and BLE: Architecture and Experimentation , 2016, 2016 International Conference on Networking and Network Applications (NaNA).

[73]  Bo Liang,et al.  Numerical Optimization and Cyber-Physical- Social Computing for Vibrations of the Elliptical Treadmill Based on GSO-BPNN Model , 2018, IEEE Access.

[74]  Song Guo,et al.  Incentive Scheme for Cyber Physical Social Systems Based on User Behaviors , 2020, IEEE Transactions on Emerging Topics in Computing.

[75]  Xiong Luo,et al.  Cyber-physical-social-thinking modeling and computing for geological information service system , 2015, 2015 International Conference on Identification, Information, and Knowledge in the Internet of Things (IIKI).

[76]  Haipeng Yao,et al.  A Survey of Mobile Information-Centric Networking: Research Issues and Challenges , 2018, IEEE Communications Surveys & Tutorials.

[77]  F. Richard Yu,et al.  Industrial Internet: A Survey on the Enabling Technologies, Applications, and Challenges , 2017, IEEE Communications Surveys & Tutorials.

[78]  Carson Kai-Sang Leung,et al.  Efficiency Improvements in Social Network Communication via MapReduce , 2015, 2015 IEEE International Conference on Data Science and Data Intensive Systems.

[79]  Qiao Pan,et al.  A doctor recommendation algorithm based on doctor performances and patient preferences , 2012, 2012 International Conference on Wavelet Active Media Technology and Information Processing (ICWAMTIP).

[80]  Minghua Zhao,et al.  A Novel Slicing-Based Regularization Method for Raw Point Clouds in Visible IoT , 2018, IEEE Access.

[81]  Falko Dressler,et al.  Cyber Physical Social Systems: Towards Deeply Integrated Hybridized Systems , 2018, 2018 International Conference on Computing, Networking and Communications (ICNC).

[82]  Gerhard P. Hancke,et al.  Industrial Wireless Sensor Networks: Challenges, Design Principles, and Technical Approaches , 2009, IEEE Transactions on Industrial Electronics.

[83]  Joongheon Kim,et al.  Energy-Efficient Mobile Charging for Wireless Power Transfer in Internet of Things Networks , 2018, IEEE Internet of Things Journal.

[84]  Edward A. Lee Cyber Physical Systems: Design Challenges , 2008, 2008 11th IEEE International Symposium on Object and Component-Oriented Real-Time Distributed Computing (ISORC).

[85]  Laurence T. Yang,et al.  A Tensor-Based Multiple Clustering Approach With Its Applications in Automation Systems , 2018, IEEE Transactions on Industrial Informatics.

[86]  Jie Wu,et al.  Fine-Grained Feature-Based Social Influence Evaluation in Online Social Networks , 2014, IEEE Transactions on Parallel and Distributed Systems.

[87]  Ching-Hsien Hsu,et al.  Service Composition in Cyber-Physical-Social Systems , 2020, IEEE Transactions on Emerging Topics in Computing.

[88]  Prem Prakash Jayaraman,et al.  Scalable Energy-Efficient Distributed Data Analytics for Crowdsensing Applications in Mobile Environments , 2015, IEEE Transactions on Computational Social Systems.

[89]  Kaoru Ota,et al.  Secure Data Deduplication With Reliable Key Management for Dynamic Updates in CPSS , 2015, IEEE Transactions on Computational Social Systems.

[90]  Jiming Chen,et al.  Distributed Collaborative Control for Industrial Automation With Wireless Sensor and Actuator Networks , 2010, IEEE Transactions on Industrial Electronics.

[91]  Pingyu Jiang,et al.  Social manufacturing: A survey of the state-of-the-art and future challenges , 2016, 2016 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI).

[92]  Jin Wang,et al.  Location Privacy Protection Based on Differential Privacy Strategy for Big Data in Industrial Internet of Things , 2018, IEEE Transactions on Industrial Informatics.

[93]  Vincenzo Sciancalepore,et al.  M2EC: A multi-tenant resource orchestration in multi-access edge computing systems , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[94]  Pingzhi Fan,et al.  Power Adaptation in OFDM Systems Based on Velocity Variation Under Rapidly Time-Varying Channels , 2015, IEEE Communications Letters.

[95]  Hao Chen,et al.  Enabling cyber-physical communication in 5G cellular networks: challenges, spatial spectrum sensing, and cyber-security , 2017, IET Cyper-Phys. Syst.: Theory & Appl..

[96]  Yanjing Sun,et al.  Energy-Efficient Resource Allocation for Industrial Cyber-Physical IoT Systems in 5G Era , 2018, IEEE Transactions on Industrial Informatics.

[97]  Jose Roberto Sanches Mantovani,et al.  Development of a Self-Healing Strategy With Multiagent Systems for Distribution Networks , 2017, IEEE Transactions on Smart Grid.

[98]  Wei Xiang,et al.  Joint Optimization of Energy Consumption and Packet Scheduling for Mobile Edge Computing in Cyber-Physical Networks , 2018, IEEE Access.

[99]  Zhou Su,et al.  Green Social CPS Based E-Healthcare Systems to Control the Spread of Infectious Diseases , 2018, 2018 IEEE International Conference on Communications (ICC).

[100]  Yang Liao,et al.  An Integration Framework on Cloud for Cyber-Physical-Social Systems Big Data , 2020, IEEE Transactions on Cloud Computing.

[101]  Paramvir Bahl,et al.  The Case for VM-Based Cloudlets in Mobile Computing , 2009, IEEE Pervasive Computing.

[102]  Z. Jane Wang,et al.  ICFS Clustering With Multiple Representatives for Large Data , 2019, IEEE Transactions on Neural Networks and Learning Systems.

[103]  Bayu Hendradjaya,et al.  Usability testing and evaluation of smart culinary system based on cyber-physical-social system , 2017, 2017 International Conference on Information Technology Systems and Innovation (ICITSI).

[104]  Jenhui Chen,et al.  A delayed random access speed-up scheme for group paging in machine-type communications , 2015, 2015 IEEE International Conference on Communications (ICC).

[105]  Laurence T. Yang,et al.  A Cloud-Edge Computing Framework for Cyber-Physical-Social Services , 2017, IEEE Communications Magazine.

[106]  Mianxiong Dong,et al.  Towards Reliable Social Sensing in Cyber-Physical-Social Systems , 2016, 2016 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW).

[107]  Laurence T. Yang,et al.  A Tensor-Based Big Service Framework for Enhanced Living Environments , 2016, IEEE Cloud Computing.

[108]  Haojin Zhu,et al.  Fairness-Aware and Privacy-Preserving Friend Matching Protocol in Mobile Social Networks , 2013, IEEE Transactions on Emerging Topics in Computing.

[109]  Eric Simmon,et al.  Cyber-Physical-Human Systems: Putting People in the Loop , 2016, IT Professional.

[110]  Daphney-Stavroula Zois,et al.  Machine Intelligence in Healthcare and Medical Cyber Physical Systems: A Survey , 2018, IEEE Access.

[111]  Hong Liu,et al.  Cyber-physical-social-thinking space based science and technology framework for the Internet of Things , 2015, Science China Information Sciences.

[112]  Yi Yang,et al.  Parameter-Free Incremental Co-Clustering for Multi-Modal Data in Cyber-Physical-Social Systems , 2017, IEEE Access.

[113]  Li Zhou,et al.  Sender-Jump Receiver-Wait: A Simple Blind Rendezvous Algorithm for Distributed Cognitive Radio Networks , 2018, IEEE Transactions on Mobile Computing.

[114]  Shuangshuang Han,et al.  CPSS-based Signal Forwarding Method at Relays for Full-duplex Cooperative Vehicular Networks , 2018, 2018 IEEE Intelligent Vehicles Symposium (IV).

[115]  Mamadou D. Seck,et al.  Towards trustworthy smart cyber-physical-social systems in the era of Internet of Things , 2016, 2016 11th System of Systems Engineering Conference (SoSE).

[116]  Thomas L. Marzetta,et al.  Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas , 2010, IEEE Transactions on Wireless Communications.

[117]  Jiang Wei,et al.  A new evaluation algorithm for the influence of user in social network , 2016, China Communications.

[118]  Young-Chon Kim,et al.  Communication Network Architectures for Smart-Wind Power Farms , 2014 .

[119]  Kyung-Sup Kwak,et al.  The Internet of Things for Health Care: A Comprehensive Survey , 2015, IEEE Access.

[120]  Yin Zhang,et al.  GroRec: A Group-Centric Intelligent Recommender System Integrating Social, Mobile and Big Data Technologies , 2016, IEEE Transactions on Services Computing.

[121]  Jintao Li,et al.  An Edge Cloud-Assisted CPSS Framework for Smart City , 2018, IEEE Cloud Computing.

[122]  Yue Li,et al.  Cooperative Device-to-Device Communication With Network Coding for Machine Type Communication Devices , 2018, IEEE Transactions on Wireless Communications.

[123]  Danda B. Rawat,et al.  On the Performance Enhancement of Vehicular Ad Hoc Network for Transportation Cyber Physical Systems , 2017, 2017 IEEE Wireless Communications and Networking Conference Workshops (WCNCW).

[124]  Zhu Han,et al.  Cooperative WiFi management: Nash bargaining solution and implementation , 2016, 2016 IEEE Wireless Communications and Networking Conference.

[125]  Jian Chen,et al.  Robust Energy-Efficient Resource Allocation for IoT-Powered Cyber-Physical-Social Smart Systems With Virtualization , 2019, IEEE Internet of Things Journal.

[126]  Houbing Song,et al.  Cyber-physical systems for water sustainability: challenges and opportunities , 2015, IEEE Communications Magazine.

[127]  Sudip Misra,et al.  Multivariate Data Fusion-Based Learning of Video Content and Service Distribution for Cyber Physical Social Systems , 2016, IEEE Transactions on Computational Social Systems.

[128]  Edward A. Lee,et al.  Modeling Cyber–Physical Systems , 2012, Proceedings of the IEEE.

[129]  Fanyu Bu A High-Order Clustering Algorithm Based on Dropout Deep Learning for Heterogeneous Data in Cyber-Physical-Social Systems , 2018, IEEE Access.

[130]  Jongpil Jeong,et al.  Virtualized oneM2M System Architecture in Smart Factory Environments , 2018, 2018 28th International Telecommunication Networks and Applications Conference (ITNAC).

[131]  Mianxiong Dong,et al.  Quality-of-Experience (QoE) in Emerging Mobile Social Networks , 2014, IEICE Trans. Inf. Syst..

[132]  Peng Li,et al.  Semantic Clustering-Based Deep Hypergraph Model for Online Reviews Semantic Classification in Cyber-Physical-Social Systems , 2018, IEEE Access.

[133]  Laurence T. Yang,et al.  A Distributed HOSVD Method With Its Incremental Computation for Big Data in Cyber-Physical-Social Systems , 2018, IEEE Transactions on Computational Social Systems.

[134]  Hongxun Jiang,et al.  How to find your appropriate doctor: An integrated recommendation framework in big data context , 2014, 2014 IEEE Symposium on Computational Intelligence in Healthcare and e-health (CICARE).

[135]  Xin Liu,et al.  A BP Neural Network-Based Communication Blind Signal Detection Method With Cyber-Physical-Social Systems , 2018, IEEE Access.

[136]  Shancang Li,et al.  Dynamic Security Risk Evaluation via Hybrid Bayesian Risk Graph in Cyber-Physical Social Systems , 2018, IEEE Transactions on Computational Social Systems.

[137]  Kyoji Kawagoe,et al.  Similarities of Frequent Following Patterns and Social Entities , 2015, KES.

[138]  Young-Sik Jeong,et al.  Job Allocation Mechanism for Battery Consumption Minimization of Cyber-Physical-Social Big Data Processing Based on Mobile Cloud Computing , 2018, IEEE Access.

[139]  Yeh-Ching Chung,et al.  Application-Aware Traffic Redirection: A Mobile Edge Computing Implementation Toward Future 5G Networks , 2017, 2017 IEEE 7th International Symposium on Cloud and Service Computing (SC2).

[140]  Laurence T. Yang,et al.  A Multi-Order Distributed HOSVD with Its Incremental Computing for Big Services in Cyber-Physical-Social Systems , 2020, IEEE Transactions on Big Data.

[141]  Zhibo Pang,et al.  Reconfigurable Smart Factory for Drug Packing in Healthcare Industry 4.0 , 2019, IEEE Transactions on Industrial Informatics.

[142]  Liang Yin,et al.  Physical-Layer Security in Multiuser Visible Light Communication Networks , 2018, IEEE Journal on Selected Areas in Communications.

[143]  Hong-Linh Truong,et al.  Reliable coordination patterns in Cyber-Physical-Social Systems , 2016, 2016 International Conference on Data and Software Engineering (ICoDSE).

[144]  Li Li,et al.  The Integration of CPS, CPSS, and ITS: A Focus on Data , 2015 .

[145]  Joan Lu,et al.  A Rule-based Service Customization Strategy for Smart Home Context-Aware Automation , 2016, IEEE Transactions on Mobile Computing.

[146]  Meng Zhang,et al.  Digital Twin Shop-Floor: A New Shop-Floor Paradigm Towards Smart Manufacturing , 2017, IEEE Access.

[147]  Zhu Han,et al.  Communication Infrastructure Design in Cyber Physical Systems with Applications in Smart Grids: A Hybrid System Framework , 2014, IEEE Communications Surveys & Tutorials.

[148]  Victor C. M. Leung,et al.  Exogenous Coordination for Building Fog-Based Cyber Physical Social Computing and Networking Systems , 2018, IEEE Access.

[149]  Yau-Hwang Kuo,et al.  A Fast Blind Rendezvous Method by Alternate Hop-and-Wait Channel Hopping in Cognitive Radio Networks , 2014, IEEE Transactions on Mobile Computing.

[150]  Rachad Atat,et al.  On the Performance of Relay-Assisted D2D Networks under Spatially Correlated Interference , 2016, 2016 IEEE Global Communications Conference (GLOBECOM).

[151]  Pingzhi Fan,et al.  Mobility adaptation in OFDM systems over rapidly time-varying fading channels , 2014, 2014 IEEE International Conference on Communication Systems.

[152]  Vijay Kumar,et al.  Robust Control for Mobility and Wireless Communication in Cyber–Physical Systems With Application to Robot Teams , 2012, Proceedings of the IEEE.

[153]  Qing Yang,et al.  Comparative Investigation on CSMA/CA-Based Opportunistic Random Access for Internet of Things , 2014, IEEE Internet of Things Journal.

[154]  John G. Breslin,et al.  Closing the loop — From citizen sensing to citizen actuation , 2013, 2013 7th IEEE International Conference on Digital Ecosystems and Technologies (DEST).

[155]  Fei-Yue Wang,et al.  A CPSS Approach for Emergency Evacuation in Building Fires , 2014, IEEE Intelligent Systems.

[156]  Dongpu Cao,et al.  Parallel driving in CPSS: a unified approach for transport automation and vehicle intelligence , 2017, IEEE/CAA Journal of Automatica Sinica.

[157]  Wen Gao,et al.  IEEE 1857: Boosting Video Applications in CPSS , 2013, IEEE Intelligent Systems.

[158]  Yixin Chen,et al.  Real-Time Wireless Sensor-Actuator Networks for Industrial Cyber-Physical Systems , 2016, Proceedings of the IEEE.

[159]  Yifan Zhang,et al.  An Automatically Learning and Discovering Human Fishing Behaviors Scheme for CPSCN , 2018, IEEE Access.

[160]  Kim-Kwang Raymond Choo,et al.  Leakage Models and Inference Attacks on Searchable Encryption for Cyber-Physical Social Systems , 2018, IEEE Access.

[161]  Emil Björnson,et al.  Massive MIMO: ten myths and one critical question , 2015, IEEE Communications Magazine.

[162]  Amr M. Youssef,et al.  Security Tradeoffs in Cyber Physical Systems: A Case Study Survey on Implantable Medical Devices , 2016, IEEE Access.

[163]  Xiaojun Zhang,et al.  SCLPV: Secure Certificateless Public Verification for Cloud-Based Cyber-Physical-Social Systems Against Malicious Auditors , 2015, IEEE Transactions on Computational Social Systems.

[164]  Lifeng Sun,et al.  A Survey of Cloudlet Based Mobile Computing , 2015, 2015 International Conference on Cloud Computing and Big Data (CCBD).