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Volume 7 Issue 2
Mar.  2020

IEEE/CAA Journal of Automatica Sinica

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Article Navigation >  IEEE/CAA Journal of Automatica Sinica  > 2020  >  7(2): 355-367
Gang Xiong, Xisong Dong, Hao Lu and Dayong Shen, "Research Progress of Parallel Control and Management," IEEE/CAA J. Autom. Sinica, vol. 7, no. 2, pp. 355-367, Mar. 2020. doi: 10.1109/JAS.2019.1911792
Citation: Gang Xiong, Xisong Dong, Hao Lu and Dayong Shen, "Research Progress of Parallel Control and Management," IEEE/CAA J. Autom. Sinica, vol. 7, no. 2, pp. 355-367, Mar. 2020. doi: 10.1109/JAS.2019.1911792
shu

Research Progress of Parallel Control and Management

doi: 10.1109/JAS.2019.1911792
  • 1.

    the State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China

  • 2.

    the School of Computer Science and Technology, Beijing Institute of Technology, Beijing 100081, China

  • 3.

    the College of Systems Engineering, National University of Defense Technology, Changsha 410073, China

Funds:

the National Key Research and Development Program of China 2018YFB1702701

the National Natural Science Foundation of China 61773381

the National Natural Science Foundation of China 61773382

Dongguan's Innovation Talents Project (Gang Xiong), and Chinese Guangdong's Science and Technology Project 2017B090912001

More Information
    Abstract
  • Based on ACP (artificial systems, computational experiments, and parallel execution) methodology, parallel control and management has become a popularly systematic and complete solution for the control and management of complex systems. This paper focuses on summarizing comprehensive review of the research literature of parallel control and management achieved in the recent years including the theoretical framework, core technologies, and the application demonstration. The future research, application directions, and suggestions are also discussed.

     

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  • [1]
    N. Wiener, Cybernetics: or the Control and Communication in the Animal and the Machine. Harlow, England: Addison-Wesley, 1999.
    [2]
    H. Tsien, Engineering Cybernetics. New York: McGraw-Hill Book Company, 1954, 120-147. http://d.old.wanfangdata.com.cn/Periodical/zrzz200506014
    [3]
    US National Science Foundation, Cyber-Physical Systems (CPS), NSF 08-611 [Online]. Available: http://www.nsf.gov/pubs/2008/nsf08611/nsf08611.htm.
    [4]
    F.-Y. Wang, "The emergence of intelligent enterprises: from CPS to CPSS, " IEEE Intell. Syst., vol. 25, no. 4, pp. 85-88, Jul-Aug. 2010.
    [5]
    X. S. Qian, J. Y. Yu, and R. W. Dai, "A new discipline of science --- the study of open complex giant system and its methodology, " J. Syst. Eng. Electron., vol. 4, no. 2, pp. 2-12, 1993.
    [6]
    R. Gallagher and T. Appenzeller, "Beyond reductionism, " Science, vol. 284, no. 5411, pp. 79, 1999. doi: 10.1126/science.284.5411.79
    [7]
    F.-Y. Wang, "Parallel system methods for management and control of complex systems, " Control Decis., vol. 19, no. 5, pp. 485-489, 2004. http://d.old.wanfangdata.com.cn/Periodical/zdhxb-ywb201803001
    [8]
    H. Everett, "The theory of the universal wave function, " Ph.D. Dissertation, Princeton University, Princeton, 1973.
    [9]
    P. Karl and P. W. Daly, The Open Society and its Enemies. New York: Routledge, 1945.
    [10]
    F.-Y. Wang, D. R. Liu, G. Xiong, C. J. Cheng, and D. B. Zhao, "Parallel control theory of complex systems and applications, " Complex Syst. Complex. Sci., vol. 9, no. 3, pp. 1-12, 2012.
    [11]
    S. Saghafian and M. H. Veatch, "A C-Mu rule for two-tiered parallel servers, " IEEE Trans. Autom. Control, vol. 61, no. 4, pp. 1046-1050, Apr. 2016.
    [12]
    H. Kazemi, K. Behnam, N. Andrew, W. Scott, and Y. P. Fallah, "Utilizing situational awareness for efficient control of powertrain in parallel hybrid electric vehicles, " in Proc. IEEE Int. Conf. Ubiquitous Wireless Broadband, Montreal, QC, Canada, 2015.
    [13]
    M. S. Tang, X. J. Mao, and H. P. Zhou, "Agent-based artificial society modeling language, " J. Comput. Res. Dev., vol. 52, no. 5, pp. 1036- 1049, 2015. http://d.old.wanfangdata.com.cn/Periodical/jsjyjyfz201505006
    [14]
    Y. W. Chen, L. N. Xing, H. Wang, B. Ge, P. Li, and Q. S. Zhao, "Review on organizational behavior modeling and computational experiments of social management under network environments, " Acta Autom. Sinica, vol. 41, no. 3, pp. 462-474, 2015. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zdhxb201503002
    [15]
    K. Cui, X. Zheng, D. Wen, and X. Zhao, "Researches and applications of computational experiments, " Acta Autom. Sinica, vol. 39, no. 8, pp. 1157-1169, 2013. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zdhxb201308001
    [16]
    K. Sznajd-Werona, "Sznajd model and its applications, " Acta Phys. Polon. B, vol. 36, no. 8, pp. 2537-2547, 2005.
    [17]
    X. G. Qiu and G. S. Hu, "The consideration of parallel system for decision support, " J. Command Control, vol. 2, no. 3, pp. 230-233, 2016. http://d.old.wanfangdata.com.cn/OAPaper/oai_doaj-articles_aa60477f3b98d64446b1353cf89cadee
    [18]
    B. Chen, X. G. Qiu, and L. B. Zhang, "Artificial society oriented multi-paradigm modeling theory and methods, " J. Syst. Simul., vol. 26, no. 10, pp. 2247-2252, 2014.
    [19]
    P. Zhang, X. G. Qiu, B. Chen, R. Q. Meng, and L. Liu, "Resource classifying, description and management in artificial society and computational experiment, " J. Syst. Simul., vol. 26, no. 10, pp. 2273-2278, 2014.
    [20]
    F.-Y. Wang, "Parallel control: a method for data-driven and computational control, " Acta Autom. Sinica, vol. 39, no. 4, pp. 293-302, 2013. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=10.1177/109434209400800206
    [21]
    W. Zhang, Y. L. Li, X, Xiong, Y. J. Zhang, and X. T. Zhang, "Ideological foundation and research paradigm in agent-based computational finance, " Syst. Eng. Theory Pract., vol. 32, no. 3, pp. 495-507, 2012. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=xtgcllysj201203006
    [22]
    F. Zhou and R. Wang, "Test method for network opinion based on parallel system, " Command Inf. Syst. Technol., vol. 4, no. 3, pp. 1-7, 2013.
    [23]
    F.-Y. Wang and Q. L. Wei, "Intelligent control: from learning control to parallel control, " Control Theory & Applications, vol. 35, no. 7, pp. 939-948, 2018. http://d.old.wanfangdata.com.cn/Periodical/kzllyyy201807005
    [24]
    D. R. Liu and Q. L. Wei, "Policy iteration adaptive dynamic programming algorithm for discrete-time nonlinear systems, " IEEE Trans. Neural Netw. Learn. Syst., vol. 25, no. 3, pp. 621-634, Mar. 2014.
    [25]
    P. F. Yan, D. R. Liu, D. Wang, and H. W. Ma, "Data-driven controller design for general MIMO nonlinear systems via virtual reference feedback tuning and neural networks, " Neurocomputing, vol. 171, pp. 815-825, Jan. 2016.
    [26]
    D. R. Liu, D. Wang, and H. L. Li, "Decentralized stabilization for a class of continuous-time nonlinear interconnected systems using online learning optimal control approach, " IEEE Trans. Neural Netw. Learn. Syst., vol. 25, no. 2, pp. 418-428, Feb. 2014.
    [27]
    H. W. Ma, Z. Wang, D. Wang, D. R. Liu, P. F. Yan, and Q. L. Wei, "Neural-network-based distributed adaptive robust control for a class of nonlinear multiagent systems with time delays and external noises, " IEEE Trans. Syst. Man Cybern.: Syst., vol. 46, no. 6, pp. 750-758, Jun. 2016.
    [28]
    D. Wang, D. R. Liu, and H. L. Li, "Policy iteration algorithm for online design of robust control for a class of continuous-time nonlinear systems, " IEEE Trans. Autom. Sci. Eng., vol. 11, no. 2, pp. 627-632, Apr. 2014.
    [29]
    D. R. Liu, H. L. Li, and D. Wang, "Online synchronous approximate optimal learning algorithm for multi-player non-zero-sum games with unknown dynamics, " IEEE Trans. Syst. Man Cybern.: Syst., vol. 44, no. 8, pp. 1015-1027, Aug. 2014.
    [30]
    Q. L. Wei and D. R. Liu, "Adaptive dynamic programming for optimal tracking control of unknown nonlinear systems with application to coal gasification, " IEEE Trans. Autom. Sci. Eng., vol. 11, no. 4, pp. 1020- 1036, Oct. 2014.
    [31]
    Q. L. Wei and D. R. Liu, "Numerical adaptive learning control scheme for discrete-time non-linear systems, " IET Control Theory Appl., vol. 7, no. 11, pp. 1472-1486, Jul. 2013.
    [32]
    Q. L. Wei, F.-Y. Wang, D. R. Liu, and X. Yang, "Finite-approximation-error-based discrete-time iterative adaptive dynamic programming, " IEEE Trans. Cybern., vol. 44, no. 12, pp. 2820-2833, 2014. doi: 10.1109/TCYB.2014.2354377
    [33]
    C. Chen and F.-Y. Wang, "A self-organizing neuro-fuzzy network based on first order effect sensitivity analysis, " Neurocomputing, vol. 118, pp. 21-32, Oct. 2013.
    [34]
    S. G. Gao, H. R. Dong, and B. Ning, "Neural adaptive control of uncertain chaotic systems with input and output saturation, " Nonlinear Dyn., vol. 80, no. 1-2, pp. 375-385, Apr. 2015.
    [35]
    S. G. Gao, H. R. Dong, B. Ning, and L. Chen, "Neural adaptive control for uncertain nonlinear system with input saturation: state transformation based output feedback, " Neurocomputing, vol. 159, pp. 117-125, Jul. 2015.
    [36]
    S. G. Gao, B. Ning, and H. R. Dong, "Adaptive neural control with intercepted adaptation for time-delay saturated nonlinear systems, " Neural Comput. Appl., vol. 26, no. 8, pp. 1849-1857, Nov. 2015.
    [37]
    S. G. Gao, H. R. Dong, X. B. Sun, and B. Ning, "Neural adaptive chaotic control with constrained input using state and output feedback, " Chin. Phys. B, vol. 24, no. 1, pp. Article No. 010501, 2015. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zgwl-e201501022
    [38]
    M. F. Lupu, X. G. Sun, F.-Y. Wang, and Z. H. Miao, "Information-transmission rates in manual control of unstable systems with time delays, " IEEE Trans. Biomed. Eng., vol. 62, no. 1, pp. 342-351, Jan. 2015.
    [39]
    Y. Chen, H. R. Dong, J. H. Lv, X. B. Sun, and K. X. Liu, "Robust consensus of nonlinear multiagent systems with switching topology and bounded noises, " IEEE Trans. Cybern., vol. 46, no. 6, pp. 1276-1285, Jun. 2016.
    [40]
    S. G. Gao, B. Ning, and H. R. Dong, "Fuzzy dynamic surface control for uncertain nonlinear systems under input saturation via truncated adaptation approach, " Fuzzy Sets Syst., vol. 290, pp. 100-117, May 2016. doi: 10.1016/j.fss.2015.02.013
    [41]
    D. R. Liu, Q. L. Wei, and P. F. Yan, "Generalized policy iteration adaptive dynamic programming for discrete-time nonlinear systems, " IEEE Trans. Syst. Man Cybern.: Syst., vol. 45, no. 12, pp. 1577-1591, Dec. 2015.
    [42]
    Q. L. Wei and D. R. Liu, "Data-driven neuro-optimal temperature control of water-gas shift reaction using stable iterative adaptive dynamic programming, " IEEE Trans. Ind. Electron., vol. 61, no. 11, pp. 6399-6408, Nov. 2014.
    [43]
    Q. L. Wei, D. R. Liu, G. Shi, and Y. Liu, "Multibattery optimal coordination control for home energy management systems via distributed iterative adaptive dynamic programming, " IEEE Trans. Ind. Electron., vol. 62, no. 7, pp. 4203-4214, Jul. 2015.
    [44]
    X. S. Dong, G. Xiong, J. C. Hou, and D. Fan, "Artificial power system based on ACP approach, " in Proc. IEEE Int. Conf. Service Operations and Logistics, and Informatics, Suzhou, China, 2012, 133-137. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=CC0212591566
    [45]
    Q. L. Wei, D. R. Liu, and G. Shi, "A novel dual iterative q-learning method for optimal battery management in smart residential environments, " IEEE Trans. Ind. Electron., vol. 62, no. 4, pp. 2509-2518, Apr. 2015.
    [46]
    T. X. Bai, S. Wang, Z. Shen, D. P. Cao, N. N. Zheng, and F.-Y. Wang, "Parallel robotics and parallel unmanned systems: framework, structure, process, platform and applications, " Acta Autom. Sinica, vol. 43, no. 2, pp. 161-175, 2017. http://d.old.wanfangdata.com.cn/Periodical/zdhxb201702001
    [47]
    L. Song and Y. Yang, "A kind of multi-agent system control method based on parallel control, " Comput. Eng. Softw., vol. 36, no. 3, pp. 52- 58, 2015.
    [48]
    L. Zhu and Z. M. Shan, "Application of ACP theory in the research process of Nd Fe B hydrogen explosion, " Autom. Instrument., vol. 30, no. 3, pp. 10-13, 2015.
    [49]
    S. G. Zhao, "The study on intelligent management of ventilation system based on mine-parallel-systems theory, " M.S. thesis, Central South University, 2014.
    [50]
    F.-Y. Wang, "Software-defined systems and knowledge automation: a parallel paradigm shift from Newton to Merton, " Acta Autom. Sinica, vol. 41, no. 1, pp. 1-8, 2015.
    [51]
    F.-Y. Wang, "The destiny: towards knowledge automation-preface of the special issue for the 50th anniversary of Acta Automatica Sinica, " Acta Autom. Sinica, vol. 39, no. 11, pp. 1741-1743, 2013. doi: 10.3724/SP.J.1004.2013.01741
    [52]
    F.-Y. Wang, "Complexity and intelligence: from Church-Turning thesis to AlphaGo thesis and beyond (1), " J. Command Control, vol. 2, no. 1, pp. 1-4, 2016.
    [53]
    Y. Yuan and F.-Y. Wang, "Blockchain: the state of the art and future trends, " Acta Autom. Sinica, vol. 42, no. 4, pp. 481-494, 2016. http://d.old.wanfangdata.com.cn/Periodical/rjxb201906008
    [54]
    R. Qin, S. Zeng, J. J. Li, and Y. Yuan, "Parallel enterprises resource planning based on deep reinforcement learning, " Acta Autom. Sinica, vol. 43, no. 9, pp. 1588-1596, 2017. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=zdhxb201709011
    [55]
    F.-Y. Wang, "From social computing to social manufacturing: the coming industrial revolution and new frontier in cyber-physical-social space, " Bull. Chin. Acad. Sci., vol. 27, no. 6, pp. 658-669, 2012.
    [56]
    X. Q. Shang, X. W. Liu, G. Xiong, C. J. Cheng, Y. H. Ma, and R. T. Nyberg, "Social manufacturing cloud service platform for the mass customization in apparel industry, " in Proc. IEEE Int. Conf. Service Operations and Logistics, and Informatics, Dongguan, China, 2013, 220-224.
    [57]
    X. Q. Shang, F.-Y. Wang, G. Xiong, T. R. Nyberg, Y. Yuan, S. Liu, C. Guo, and S. Bao, "Social manufacturing for high-end apparel customization, " IEEE/CAA J. Autom. Sinica, vol. 5, no. 2, pp. 489-500, Mar. 2018.
    [58]
    G. Xiong, F.-Y. Wang, R. T. Nyberg, X. Q. Shang, M. C. Zhou, Z. Shen, S. S. Li, and C. Guo, "From mind to products: towards social manufacturing and service, " IEEE/CAA J. Autom. Sinica, vol. 5, no. 1, pp. 47-57, Jan. 2018.
    [59]
    L. L. Yang, X. Xue, and B. Y. Lu, "Research on affecting factors for collaborative procurement of cluster supply chain based on computational experiments, " Appl. Res. Comput., no. 2, pp. 456-460, 2015. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=jsjyyyj201502030
    [60]
    X. Xue and Y. Wang, "ACP-based research on complexity of cluster supply chain" Comput. Eng. Design, vol. 32, no. 12, pp. 4030-4034, 2011.
    [61]
    W. C. Duan, B. Zhao, and Y. H. Zhang, "An ACP-based theory for complexity analysis of integration of regional logistics, " J. Guangzhou Univ.: Nat. Sci. Ed., vol. 11, no. 2, pp. 88-93, 2012. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=gzdxxb-zkb201202017
    [62]
    S. Liu, H. X. Zhao, X. S. Dong, and C. J. Cheng, "A heuristic algorithm for container loading of pallets with infill boxes, " Eur. J. Operat. Res., vol. 252, no. 3, pp. 728-736, Aug. 2016.
    [63]
    X. S. Dong, Y. T. Lin, D. Y. Shen, Z. X. Li, F. H. Zhu, B. Hu, D. Fan, and G. Xiong, "A parallel transportation management and control system for bus rapid transit using the ACP approach, " IEEE Trans. Intell. Transport. Syst., vol. 18, no. 9, pp. 2569-2574, Sep. 2017.
    [64]
    G. Xiong, X. S. Dong, D. Fan, and F. H. Zhu, "Parallel bus rapid transit (BRT) operation management system based on ACP approach, " in Proc. 9th IEEE Int. Conf. Networking, Sensing and Control, Beijing, China, 2012, 22-27.
    [65]
    G. Xiong, X. S. Dong, D. Fan, F. H. Zhu, K. F. Wang, and Y. S. Lv, "Parallel traffic management system and its application to the 2010 Asian Games, " IEEE Trans. Intell. Transport. Syst., vol. 14, no. 1, pp. 225-235, Mar. 2013.
    [66]
    G. Xiong, S. Liu, X. S. Dong, F. H. Zhu, B. Hu, D. Fan, and Z. Zhang, "Parallel traffic management system helps 16th Asian Games, " IEEE Intell. Syst., vol. 27, no. 3, pp. 74-78, May-Jun. 2012.
    [67]
    Q. J. Kong, Y. Y. Xu, S. Lin, D. Wen, F. H. Zhu, and Y. C. Liu, "UTN-model-based traffic flow prediction for parallel-transportation management systems, " IEEE Trans. Intell. Transport. Syst., vol. 14, no. 3, pp. 1541-1547, Sep. 2013.
    [68]
    F. H. Zhu, S. H. Chen, Z. H. Mao, and Q. H. Miao, "Parallel public transportation system and its application in evaluating evacuation plans for large-scale activities, " IEEE Trans. Intell. Transport. Syst., vol. 15, no. 4, pp. 1728-1733, Aug. 2014.
    [69]
    Q. J. Kong, L. F. Li, B. Yan, S. Lin, F. H. Zhu, and G. Xiong, "Developing parallel control and management for urban traffic systems, " IEEE Intell. Syst., vol. 28, no. 3, pp. 66-69, May-Jun. 2013.
    [70]
    S. H. Chen, Z. Liu, and D. Y. Shen, "Modeling social influence on activity-travel behaviors using artificial transportation systems, " IEEE Trans. Intell. Transport. Syst., vol. 16, no. 3, pp. 1576-1581, Jun. 2015.
    [71]
    Y. S. Lv, X. Q. Zhang, W. W. Kang, and Y. J. Duan, "Managing emergency traffic evacuation with a partially random destination allocation strategy: a computational-experiment-based optimization approach, " IEEE Trans. Intell. Transport. Syst., vol. 16, no. 4, pp. 2182-2191, Aug. 2015.
    [72]
    R. C. Guo, G. W. Chen, and D. W. Fan, "Research on emergency evacuation for lanzhou same-way island station by ACP approach, " J. Lanzhou Jiaotong Univ., vol. 34, no. 4, pp. 107-113, 2015. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=lztdxyxb201504020
    [73]
    L. Q. Yang, F.-Y. Wang, Y. L. Zhang, S. S. Han, J. Yang, K. Zhao, and X. Cheng, "The urban parallel parking system based on ACP approach, " J. Command Control, vol. 1, no. 4, pp. 384-390, 2015.
    [74]
    C. J. Cheng, J. Wang, X. W. Liu, H. Mo, F. H. Zhu, and G. Xiong, "ACP approach based intelligent quality management system for manufacturing processes, " in Proc. IEEE Int. Conf. Service Operations and Logistics, and Informatics, Qingdao, China, 2014, 244-247.
    [75]
    S. F. Jing, X. W. Liu, D. Fan, C. J. Cheng, X. Q. Shang, and G. Xiong, "Application of petri nets in dynamic process modeling of chemical emergency management, " in Proc. IEEE Int. Conf. Service Operations and Logistics, and Informatics, Dongguan, China, 2013, 231-235.
    [76]
    G. Xiong, F.-Y. Wang, J. C. Hou, X. S. Dong, J. L. Zhang, and M. C. Fu, "To improve safety and reliability of nuclear power plant with parallel system method, " Syst. Eng. Theory Pract., vol. 32, no. 5, pp. 1018-1026, 2012.
    [77]
    W. Wu, H. Zhou, W. Chen, and M. Zhao, "Research on parallel system theory and its application in the evaluation for radiation hardness, " Modern Appl. Phys., vol. 7, no. 3, pp. 75-86, 2016.
    [78]
    D. Y. Shen, X. Wang, J. Wang, X. Y. Guan, P. H. Yang, and L. Xu, "Parallel intermodal road-rail transportation system based on ACP approach, " in Proc. IEEE Int. Conf. Systems, Man, and Cybernetics, Banff, AB, Canada, 2017, 444-449.
    [79]
    X. Qiu, R. Q. Meng, B. Chen, Z. Fan, P. Zhang, and Z. Song, "Study of parallel emergency management for social emergency, " J. Syst. Simul., vol. 26, no. 10, pp. 2239-2246, 2014. http://d.old.wanfangdata.com.cn/Periodical/xtfzxb201410007
    [80]
    X. G. Qiu, Z. Li, P. Zhang, B. Chen, and G. Guo. "Application pattern designs of KD-ACP computational experiment platform, " J. Command Control, vol. 1, no. 2, pp. 164-169, 2015.
    [81]
    W. Duan, and X. G. Qiu, "Fostering artificial societies using social learning and social control in parallel emergency management systems, " Frontiers of Computer Science, vpl. 6, no. 5, pp. 604-610, 2012. doi: 10.1007/s11704-012-1166-3
    [82]
    F.-Y. Wang, L. Q. Yang, X. Cheng, S. S. Han, and J. Yang, "Network softwarization and parallel networks: beyond software-defined networks, " IEEE Netw., vol. 30, no. 4, pp. 60-65, Jul-Aug. 2016.
    [83]
    C. Ge, Y. Zhu, Y. Di, and Z. Hu, "Basic theoretical issues of equipment parallel simulation technology, " System Engineering and Electronics, vol. 39, no. 5, pp. 1169-1177, 2017.
    [84]
    D. Chen, L. Z. Wang, A. Y. Zomaya, M. G. Dou, J. Y. Chen, Z. Deng, and S. Hariri, "Parallel simulation of complex evacuation scenarios with adaptive agent models, " IEEE Trans. Parallel Distrib. Syst., vol. 26, no. 3, pp. 847-857, Mar. 2015.
    [85]
    C. L. Ge, Y. C. Zhu, Y. Q. Di, Z. W. Hu, and X. G. Meng, "Theoretical framework for equipment parallel simulation, " J. Command Control, vol. 3, no. 1, pp. 48-56, 2017.
    [86]
    S. J. Mao, F. Zhou, W. Chu, and R. Ding, "Parallel simulation systems for command and decision support, " J. Command Control, vol. 2, no. 4, pp. 315-321, 2016.
    [87]
    C. Ge, Y. Zhu, and Y. Di, "Equipment RUL prediction oriented parallel simulation technology, " J. Beijing University of Aeronautics and Astronautics, vol. 44, no. 4, pp. 725-736, Apr. 2018. %in Press. DOI: 10.13700/J.Bh.1001-5965.
    [88]
    L. T. Dou, Y. Chu, Y. F. Zhou, and Z. Liu, "Conception of the application of parallel simulation technology in command and control system, " Command Control Simul., vol. 39, no. 1, pp. 62-69, 2017. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=qbzhkzxtyfzjs201701015
    [89]
    C. Ge, Y. Zhu, Y. Di, and Z. Dong, "Equipment residual useful life prediction oriented parallel simulation framework, " in Asian Simulation Conf. SCS Autumn Simulation Multi-Conference, Singapore: Springer, 2016.
    [90]
    F.-Y. Wang and P. K. Wong, "Intelligent systems and technology for integrative and predictive medicine: an ACP approach, " ACM Trans. Intell. Syst. Technol., vol. 4, no. 2, pp. 1-6, Mar. 2013.
    [91]
    W. Duan, Z. D. Cao, Y. Z. Wang, B. Zhu, D. Zeng, F.-Y. Wang, X. G. Qiu, H. B. Song, and Y. Wang, "An ACP approach to public health emergency management: using a campus outbreak of H1N1 influenza as a case study, " IEEE Trans. Syst. Man Cybern.: Syst., vol. 43, no. 5, pp. 1028-1041, Sep. 2013.
    [92]
    C. Lyu, L. F. Li, and T. Pan, "A smart B2C e-commerce system based on ACP approach, " IEEE Intell. Syst., vol. 29, no. 4, pp. 102-104, Jul-Aug. 2014.
    [93]
    D. Wen, Y. Yuan, and X. R. Li, "Artificial societies, computational experiments, and parallel systems: an investigation on a computational theory for complex socioeconomic systems, " IEEE Trans. Servic. Comput., vol. 6, no. 2, pp. 177-185, Apr-Jun. 2013.
    [94]
    Y. L. Hu, F.-Y. Wang, and X. W. Liu, "ACP-based research on evacuation strategies for high-rise building fire, " Acta Autom. Sinica, vol. 40, no. 2, pp. 185-196, 2014.
    [95]
    F. H. Zhu, Z. J. Li, S. H. Chen, and G. Xiong, "Parallel transportation management and control system and its applications in building smart cities, " IEEE Trans. Intell. Transport. Syst., vol. 17, no. 6, pp. 1576- 1585, 2016. doi: 10.1109/TITS.2015.2506156
    [96]
    J. L. Deng, F.-Y. Wang, Y. B. Chen, and X. Y. Zhao, "From industries 4.0 to energy 5.0: concept and framework of intelligent energy systems, " Acta Autom. Sinica, vol. 41, no. 12, pp. 2003-2016, 2015.
    [97]
    F.-Y. Wang, "H. S. Tsien's concept for intelligence and parallel intelligence: from LASER to inspiritment, " Acta Autom. Sinica, vol. 41, no. 6, pp. 1053-1061, 2015.
    [98]
    F.-Y. Wang, "CC 5.0: intelligent command and control systems in the parallel age, " J. Command Control, vol. 1, no. 1, pp. 107-120, 2015.
    [99]
    K. F. Wang, C. Gou, and F.-Y. Wang, "Parallel vision: an ACP-based approach to intelligent vision computing, " Acta Autom. Sinica, vol. 42, no. 10, pp. 1490-1500, 2016.
    [100]
    G. Xiong, D. Y. Shen, X. S. Dong, B. Hu, D. Fan, and F. H. Zhu, "Parallel transportation management and control system for subways, " IEEE Trans. Intell. Transport. Syst., vol. 18, no. 7, pp. 1974-1979, Jul. 2017.
    [101]
    J. Yang, L. Fan, D. X. Ming, and W. D. Huang, "An ACP approach of ground experimental verification for global navigation satellite system, " J. Astronaut., vol. 36, no. 2, pp. 165-172, 2015. http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=yhxb201502006
    [102]
    G. Xiong, F. H. Zhu, X. W. Liu, X. S. Dong, W. L. Huang, S. H. Chen, and K. Zhao, "Cyber-physical-social system in intelligent transportation, " IEEE/CAA J. Autom. Sinica, vol. 2, no. 3, pp. 320-333, Jul. 2015.
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    Highlights

    • The achieved research progress of parallel control and management is summarized, including the theoretical framework, core technologies, and the application demonstration.
    • The theoretical framework of parallel control and management is proposed for CPSSs (cyber physical social systems).
    • The future research & application directions and suggestions about parallel control and management are given out.

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