Distributed Collaborative Processing under Communication Delay over Wireless Sensor and Actuator Networks
Keywords:
Wireless sensor and actuator networks, Distributed estimation, Collaborative processingAbstract
In wireless sensor and actuator networks (WSANs), the sensor nodes are involved in gathering information about the physical phenomenon, while the actuator nodes take decisions and then perform appropriate actions upon the environment. The collaborative operation of sensor and actuator nodes brings significant advantages over WSNs, including improved accuracy and timely actions upon the sensed phenomena. However, unreliable wireless communication and finding a proper control strategy cause challenges in designing such network control system. In order to accomplish effective sensing and acting tasks, efficient coordination mechanisms among different nodes are required. In this paper, the coordination and communication problems in WSANs are studied. First, we formulate the mathematical models for the WSANs system. Then, a predictor-controller algorithm based on distributed estimation is adopted to mitigate the effects of network-induced delay. Finally, we apply a collaborative processing mechanism to meet the desired system requirements and improve the overall control performance. This approach will group the sensor and actuator nodes to work in parallel so as to reduce the computation complexity and enhance the system reacting time. Simulation results demonstrate the effectiveness of our proposed method.
References
I. F. Akyildiz, I. H. Kasimoglu, Wireless Sensor and Actor Networks: Research Challenges. Ad Hoc Networks, Vol.2, No.4, pp.351-367, 2004. http://dx.doi.org/10.1016/j.adhoc.2004.04.003
R. Vedantham, Z. Zhuang, R. Sivakumar, Hazard Avoidance in Wireless Sensor and Actor Networks. Computer Communications, Vol.29, No.13, pp.2578-2598, 2006. http://dx.doi.org/10.1016/j.comcom.2006.02.012
A. Deshpande, C. Guestrin, S. R. Madden, Resource-Aware Wireless Sensor-Actuator Networks. Bulletin of the IEEE Computer Society Technical Committee on Data Engineering, Vol.28, No.1, pp.40-47, 2005.
T. Wang, L. Zhou, P. Han, Q. Zhang, Complete Compensation for Time Delay in Networked Control System based on GPC and BP Neural Network. Proceedings of 2007 International Conference on Machine Learning and Cybernetics, Hongkong, China, 637-641, 2007. http://dx.doi.org/10.1109/ICMLC.2007.4370222
Y. Zeng, C. J. Sreenan, G. Zheng, A Real-time Architecture for Automated Wireless Sensor and Actuator Networks. The Fifth International Conference on Wireless and Mobile Communications, Cannes/La Bocca, French Riviera, France, 1-6, 2009.
E. Ngai, Y. Zhou, M. R. Lyu, J. Liu, A Delay-aware Reliable Event Reporting Framework for Wireless Sensor-Actuator Networks. Ad Hoc Networks, Vol.8, No.7, pp.694-707, 2010. http://dx.doi.org/10.1016/j.adhoc.2010.01.004
A. Onat, T. Naskali, E. Parlakay, O. Mutluer, Control Over Imperfect Networks: Model- Based Predictive Networked Control Systems. IEEE Transactions on Industrial Electronics, Vol.58, No.3, pp.905-913, 2011. http://dx.doi.org/10.1109/TIE.2010.2051932
J. Chen, X. Cao, P. Cheng, Y. Xiao, Y. Sun, Distributed Collaborative Control for Industrial Automation With Wireless Sensor and Actuator Networks. IEEE Transactions on Industrial Electronics, Vol.57, No.12, pp.4219-4229, 2010. http://dx.doi.org/10.1109/TIE.2010.2043038
R. I. Erica, V. G. Luis, Cooperation Mechanism Taxonomy for Wireless Sensor and Actor Networks. IEEE Transactions on Industrial Electronics, Vol.264, pp.62-73, 2008.
T. Melodia, D. Pompili, V. C. Gungor, I. F. Akyildiz, Communication and Coordination in Wireless Sensor and Actor Networks. IEEE Transactions on Mobile Computing, Vol.6, No.10, pp.1116-1128, 2007. http://dx.doi.org/10.1109/TMC.2007.1009
M. Nakamura, A. Sakurai, S. Furubo, H. Ban, Collaborative Processing in Mote-Based Sensor/actuator Networks for Environment Control Application. Signal Processing, Vol.88, No.7, pp.1827-1838, 2008. http://dx.doi.org/10.1016/j.sigpro.2008.01.025
X. Cao, J. Chen, Y. Xiao, Y. Sun, Building-Environment Control With Wireless Sensor and Actuator Networks: Centralized Versus Distributed. IEEE Transactions on Industrial Electronics, Vol.57, No.11, pp.3596-3606, 2010. http://dx.doi.org/10.1109/TIE.2009.2029585
B. Sundararaman, U. Buy, A. Kshemkalyani, Clock Synchronization for Wireless Sensor Networks: A Survey. Ad Hoc Networks, Vol.3, No.3, pp.281-323, 2005. http://dx.doi.org/10.1016/j.adhoc.2005.01.002
V. C. Gungor, Ö. B. Akan, I. F. Akyildiz, A Real-time and Reliable Transport Protocol for Wireless Sensor and Actor Networks. IEEE Transactions on Networking, Vol.16, No.2, pp.359-370, 2008. http://dx.doi.org/10.1109/TNET.2007.900413
M. Chow, Y. Tipsuwan, Network-Based Control Systems: A Tutorial. The 27th Annual Conference of the IEEE Industrial Electronics Society, Denver, USA, pp.1593-1602, 2001.
R. Luck, A. Ray, Experimental Verification of a Delay Compensation Alrorithm for Integrated Communication and Control Systems. International Journal of Control, Vol.59, No.6, pp.1357-1372, 1994. http://dx.doi.org/10.1080/00207179408923135
B. McLaughlan, K. Akkaya, Coverage-based Clustering of Wireless Sensor and Actor Networks. IEEE International Conference on Pervasive Services, Istanbul, Turkey, 45-54, 2007.
Published
Issue
Section
License
ONLINE OPEN ACCES: Acces to full text of each article and each issue are allowed for free in respect of Attribution-NonCommercial 4.0 International (CC BY-NC 4.0.
You are free to:
-Share: copy and redistribute the material in any medium or format;
-Adapt: remix, transform, and build upon the material.
The licensor cannot revoke these freedoms as long as you follow the license terms.
DISCLAIMER: The author(s) of each article appearing in International Journal of Computers Communications & Control is/are solely responsible for the content thereof; the publication of an article shall not constitute or be deemed to constitute any representation by the Editors or Agora University Press that the data presented therein are original, correct or sufficient to support the conclusions reached or that the experiment design or methodology is adequate.