Application to Cyber-Physical Systems

  • Sabato ManfrediEmail author
Part of the Advances in Industrial Control book series (AIC)


In this chapter we present examples of application of the consensus-based algorithms introduced in Chaps.  2 and  3 to representative Cyber-Physical Systems like: (i) mobile wireless body area networks for patient monitoring; (ii) wireless networked monitoring systems to estimate in a distributed way a physical variable of interest; and (iii) wireless robot autonomous systems. Design and co-design procedures to tune algorithm parameters are outlined and simulation validation results are presented.


  1. 1.
    Patel, M., Wang, J.: Applications, challenges, and prospective in emerging body area networking technologies. IEEE Wirel. Commun. 17, 80–88 (2010)CrossRefGoogle Scholar
  2. 2.
    Lau, C., Churchill, R.S., Kim, J., Matsen, F.A.I., Kim, Y.: Asynchronous web-based patient-centered home telemedicine system. IEEE Trans. Biomed. Eng. 49, 1452–1462 (2002)CrossRefGoogle Scholar
  3. 3.
    Dhawan, A.P., Wheeler, B.C.: Introducing TBME letters special issue on emerging technologies in point-of-care health care. IEEE Trans. Biomed. Eng. 58, 731 (2011)CrossRefGoogle Scholar
  4. 4.
    IEEE 802.15 WPAN 17 Task Group 6 (TG6) Body Area Networks (2012)Google Scholar
  5. 5.
    Misra, S., Tiwari, V., Obaidat, M.: Lacas: learning automata-based congestion avoidance scheme for healthcare wireless sensor networks. IEEE J. Sel. Areas Commun. 27, 466–479 (2009)CrossRefGoogle Scholar
  6. 6.
    Misra, S., Tiwari, V., Obaidat, M.: Improving QoS for ECG data transmission with enhanced admission control in EDCA-based WLANs. IEEE Globecom (2011)Google Scholar
  7. 7.
    Zvikhachevskaya, A., Markarian, G., Mihaylova, L.: Quality of service consideration for the wireless telemedicine and e-health services. IEEE Wirel. Commun. Netw. Conf. (2009)Google Scholar
  8. 8.
    Ohlin, M., Henriksson, D., Cervin, A.: TRUETIME 1.5 17 Reference manual. Department of automatic control lund university (2007). Available on
  9. 9.
    Huang, C.T., Shen, C.L., Tang, C.F., Chang, S.H.: A wearable yarn-based piezo-resistive sensor. Sens. Actuators A: Phys. 141, 396–403 (2008)CrossRefGoogle Scholar
  10. 10.
    McSharry, P.E., Clifford, G.D., Tarassenko, L., Smith, L.: A dynamical model for generating synthetic electrocardiogram signals. IEEE Trans. Biomed. Eng. 50, 289–294 (2003)CrossRefGoogle Scholar
  11. 11.
    Solum, T., Ingermarsson, I., Nygren, A.: The accuracy of abdominal ECG for fetal electronic monitoring. J. Perinat. Med. 8, 142–149 (1980)CrossRefGoogle Scholar
  12. 12.
    Inbar, G.F., Heinze, R., Hoekstein, K.N., Liess, H.D., Stangl, K., Wirtzfeld, A.: Development of a closed-loop pacemaker controller regulating mixed venous oxygen saturation level. IEEE Trans. Biomed. Eng. 35, 679–690 (1988)CrossRefGoogle Scholar
  13. 13.
    Hung, G.K.: Application of the root locus technique to the closed-loop SO2 pacemaker-cardiovascular system. IEEE Trans. Biomed. Eng. 37, 549–555 (1990)CrossRefGoogle Scholar
  14. 14.
    Mo, J., Walrand, J.: Fair end-to-end window-based congestion control. IEEE/ACM Trans. Netw. 8, 556–567 (2000)CrossRefGoogle Scholar
  15. 15.
    Akyildiz, I.F., Wang, X., Wang, W.: Wireless mesh networks: a survey. Comput. Netw. 47, 445–487 (2005)CrossRefGoogle Scholar
  16. 16.
    Jin, Z., Murray, R.M.: Multi-hop relay protocols for fast consensus seeking. IEEE Conf. Decis, Control, San Diego (2006)Google Scholar
  17. 17.
    Zig-Bee Alliance. Available on
  18. 18.
    Zhang ,Y., Gulliver, T.A.: Quality of service for ad hoc on-demand distance vector routing. IEEE Int. Conf. Wirel. Mobile Comput. (2005)Google Scholar
  19. 19.
    Bianchi, G.: Performance nnalysis of the IEEE 802.11 distributed coordination function. IEEE J. Sel. Areas Commun. 18, 535–547 (2000)CrossRefGoogle Scholar
  20. 20.
    Kumar, A., Altman, E., Miorandi, D., Goyal, M.: New insights from a fixed point analysis of single cell IEEE 802.11 WLANs. IEEE INFOCOM (2005)Google Scholar
  21. 21.
    Rao, V.P., Marandin, D.: Adaptive backoff exponent algorithm for zigbee (IEEE 802.15.4). NEW2AN (2006)CrossRefGoogle Scholar
  22. 22.
    Frezzetti, A., Manfredi, S.: A Two-Layer Controller Scheme for Efficient Signal Reconstruction and Lifetime Elongation in Wireless Sensor Networks. IEEE Sens. J. 16, 2172–2179 (2016)CrossRefGoogle Scholar
  23. 23.
    Frezzetti, A., Manfredi, S., Pagano, M.: A design approach of the solar harvesting control system for wireless sensor node. Control Engineering Practice. 44, 45–54, (2015)CrossRefGoogle Scholar
  24. 24.
    Manfredi, S.: A theoretical analysis of multi-hop consensus algorithms for wireless networks: Trade-off among reliability, responsiveness and delay tolerance. Ad Hoc Networks. 13, 234–244, (2014)CrossRefGoogle Scholar
  25. 25.
    Manfredi, S.: Congestion control for differentiated healthcare service delivery in emerging heterogeneous wireless body area networks. IEEE Wireless Communications. 21, 81–90, (2014)MathSciNetCrossRefGoogle Scholar
  26. 26.
    Manfredi, S.: Design of a multi-hop dynamic consensus algorithm over wireless sensor networks. Control Engineering Practice. 21, 381–394,(2013)CrossRefGoogle Scholar
  27. 27.
    Manfredi, S., Oliviero, F., Romano, S.P.: A Distributed Control Law for Load Balancing in Content Delivery Networks. IEEE ACM Transactions on Networking. 21, 55–68, (2013)CrossRefGoogle Scholar
  28. 28.
    Manfredi, S.:Decentralized Queue balancing and Differentiated Service scheme based on Cooperative Control Concept. IEEE Transactions on Industrial Informatics. 10, 586–593, (2014)MathSciNetCrossRefGoogle Scholar
  29. 29.
    Manfredi, S.: An Algorithm for Fast Rendezvous Seeking of Wireless Networked Robotic Systems. Ad Hoc Networks. 11, 1942–1950, (2012)CrossRefGoogle Scholar
  30. 30.
    Frezzetti, A., Manfredi, S.: Enhancing wireless networked monitoring system sustainability by multi hop consensus algorithm. Environmental Energy and Structural Monitoring Systems (EESMS) (2014)Google Scholar
  31. 31.
    Di Tucci, E., Manfredi, S., Sansone, C., De Vito, S.: A new NARX based Semi Supervised Learning algorithm for pollutant estimation. Environmental Energy and Structural Monitoring Systems (EESMS) (2014)Google Scholar
  32. 32.
    Frezzetti, A., Manfredi, S., Suardi, A.: Adaptive FOCV-based Contro Scheme to improve the MPP Tracking Performance: an experimental validation. IFAC 19th World Congress (2014)Google Scholar
  33. 33.
    Buonocore, L.R., Lippiello, V., Manfredi, S., Ruggiero, F., Siciliano, B.: Effects of Packet Losses on Formation Control of Unmanned Aerial Vehicles. 19th World Congress (2014)CrossRefGoogle Scholar
  34. 34.
    Manfredi, S., Suardi, A.: Optimization-based procedure to support sensor network co-design: An application to dynamic consensus problem Control and Automation (MED). 22nd Mediterranean Conference of 2014 (2014)Google Scholar
  35. 35.
    Manfredi, S., Pagano, M.: On the use of Ultracapacitor to support Microgrid Photovoltaic Power System. IEEE International Conference on Clean Electric Power-ICCEP (2011)Google Scholar

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Authors and Affiliations

  1. 1.Department of Electrical Engineering and Information TechnologyUniversity of Naples Federico IINaplesItaly

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