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Cost-effective monitoring algorithm for cyber-physical system platform using combined spatio-temporal model

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Abstract

Cost-effective schemes are essential in cyber-physical system to gather a huge amount of data from physical system in real time. In general, sensor networks monitor the physical system and transfer the data to cyber system which analyzes the data and provides many kinds of useful services for users and controls physical system. Sensors, as elements of ubiquitous sensor networks, have very limited resources (power capacity, processing power, and networking capability). Therefore, in the absence of energy-efficient mechanisms for ubiquitous sensor networks, the network life time will be reduced. In this paper, we present a cost effective monitoring scheme for cyber-physical system platform using spatio-temporal model. Our proposed model combines space and time domains. Sensor data are sent only when data are changed in both space and time domains. If the data are not changed in any domain then the previous data (time domain) or neighboring data (space domain) are used without additional communication cost. We also analyze and compare cost between periodic and aperiodic monitoring model. Using the analysis, we can choose the proper model (periodic or aperiodic) according to cyber-physical system parameters.

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References

  1. Yick Jennifer, Mukherjee Biswanath, Ghosal D (2008) Wireless sensor network survey. Comput Netw 52:2292–2330

    Article  Google Scholar 

  2. Fang-Jing Wua, Yu-Fen Kaob, Yu-Chee Tsenga (2011) From wireless sensor networks towards cyber physical systems. Pervasive Mobile Comput 7(4):397–413

    Article  Google Scholar 

  3. Jones VM, Huis in’t Veld R, Tonis T, Bults RB, Van Beijnum B, Widya I, Vollenbroek-Hutten M, Hermens H (2008) Biosignal and context monitoring: distributed multimedia applications of body area networks in healthcare. In: Proceedings of the 2008 IEEE 10th Workshop on Multimedia Signal processing, MMSP 2008, pp 820–825

  4. Tan Y, Vuran MC, Goddard S (2009) Spatio-temporal event model for cyber-physical systems. In: Proceedings of the 2009 29th IEEE International Conference on Distributed Computing Systems Workshops, pp 44–50, June 22–26

  5. Shao Z, Liu J, Ding Z, Chen M, Jiang N (2013) Spatio-temporal properties analysis for cyber-physical systems. In: Proceedings of the 18th International Conference on Engineering of Complex Computer Systems, ICECCS

  6. Cheng Z, Perillo M, Heinzelman WB (2008) General network lifetime and cost models for evaluating sensor network deployment strategies. IEEE Trans Mobile Comput 7(4):484–497

    Article  Google Scholar 

  7. Chang J, Tassiulas L (2000) Energy conserving routing in wireless ad hoc networks. In: INFOCOM 2000. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies, Proceedings. IEEE, vol 1. pp 22–31

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Correspondence to Jai-Hoon Kim.

Additional information

This research was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (2015R1D1A1A01060034 and 2014R1A1A2057796).

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Choi, K., Lim, SH. & Kim, JH. Cost-effective monitoring algorithm for cyber-physical system platform using combined spatio-temporal model. J Supercomput 74, 3537–3548 (2018). https://doi.org/10.1007/s11227-016-1708-9

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  • DOI: https://doi.org/10.1007/s11227-016-1708-9

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