Adaptive sampling for WSAN control applications using artificial neural networks

Journal of Sensor and Actuator Networks

Volumn 1, Issue 3, 2012, Pages 299-320

  Nkwogu, Daniel N ^a   Allen, Alastair R ^a  

^a UNIVERSITY OF ABERDEEN   (United Kingdom)

Author keywords

ANN; QoS; WPAN; WSAN; Zigbee

Indexed keywords

EID: 84881087229     PISSN: None     EISSN: 22242708     Source Type: Journal    
DOI: 10.3390/jsan1030299     Document Type: Article

References (22)

1. Nkwogu, D.N.; Allen, A.R. Adaptive Learning and Reconfiguration in Wireless Sensor networks for Control Applications. In Proceedings of the 12th Annual Postgraduate Symposium on the Convergence of Telecommunication, Networking and Broadcasting, Liverpool, UK, 27-29 June 2011.
2. IEEE Standard for Information Technology-Telecommunications and Information Exchange between Systems-Local and Metropolitan Area Networks-Specific Requirement Part 15.4: Wireless Medium Access Control (MAC) and Physical Layer (PHY) Specifications for Low-Rate Wireless Personal Area Networks (WPANs), IEEE Std 802.15.4a-2007.
3. Gmez, R.C.L.; Velasco, P.M.; Fuertes, J.M. Wireless Network Delay Estimation for Time Sensitive Applications Research Report; ESAII RR-06-12; Technical University of Catalonia, Barcelona, Spain, 2006.
4. Nilsson, J. Real-Time Control Systems with Delays. Ph.D Thesis, Lund Institute of Technology, Lund, Sweden, 1998
5. Kurose, J.F.; Ross, K.W. Computer Networking: A Top-Down Approach, 4th ed.; Addison Wesley, 2007.
6. Nise, N.S. Control Systems Engineering; Benjamin/Cummings: San Fransisco, CA, USA, 1992.
7. Yi, J.; Wang, Q.; Zhao, D.; Wen, J. BP neural network prediction based variable sampling approach for networked control systems. Appl. Math. Comput. 2007, 185, 976-988.
8. Kawka, P.; Alleyne, A. Stability and Feedback Control of Wireless Networked Systems. In Proceedings of the 2005 American Control Conference, Portland, OR, USA, 8-10 June 2005, Volume 4, pp. 2953-2959.
9. McKernan, A.; Arino, C.; Irwin, G.; Scanlon, W. A Multiple Observer Approach to Stability in Wireless Network Control Systems. In Proceeding of the UKACC International Control Conference, Manchester, UK, 2008.
10. Branicky, M.; Phillips, S.; Wei, Z. Stability of Networked Control Systems: Explicit Analysis of Delay. In Proceedings of the 2000 American Control Conference, Illinois, IL, USA, June 2000; Volume 4; pp. 2352-2357.
11. Osterlind, N.; Dunkels, A. Approaching the Maximum 802.15.4 Multi-Hop Throughput. In Proceedings of ACM HotEmNets08, Charlottesville, Virginia, USA, 2-3 June 2008.
12. Latré, N.; De Mil, P.; Moerman, I.; Van Dierdonck, N.; Dhoedt, B.; Demeester, P. Maximum throughput and minimum delay in IEEE 802.15.4. Lect. Note. Comp. Sci. 2005, 3794, 866-876.
13. Haykin, S. Neural Networks: A Comprehensive Foundation; Macmillian College Publishing: New York, NY, USA, 1994.
14. MATLAB® & Simulink® Student Version R2011 by The MathWorks, Inc.Matlab reference © Copyright 1984-2011
15. Xia, F.; Ma, L.; Peng, C.; Sun, Y.; Dong, J. Cross layer adaptive feedback scheduling of wireless controls systems. Sensors 2008, 8, 4265-4281.
16. Guo, Z.; Malakooti, B. Delay Prediction for Intelligent Routing in Wireless Networks Using Neural Networks. In Proceedings of IEEE International Conference on Networking, Sensing and Control (ICNSC06), Ft. Lauderdale, FL, USA, 23-25 April 2006.
17. Sadeghzadeh, N.; Afshar, A.; Menhaj, M. An MLP Neural Network for Time Delay Prediction in Networked Control Systems. In Proceedings of Chinese Control and Decision Conference, Yantai, China, 2-4 July 2008.
18. Zhang, L.; Shi, Y.; Chen, T.; Huang, B. A new method for stabilization of networked control systems with random delays. IEEE Trans. Automatic Control 2009, 50, 1177-1181.
19. Nilsson, J.; Bernhardson, B.; Wittenmark, B. Stochastic analysis and control of real-Time systems with random time delays. Automatica 1998, 34, 57-64.
20. OpnetModeler. Available online: https://enterprise1.opnet.com/opnet-directory/login/validate-static-pages?REDIRECT-URL=https://www.opnet.com/support/110-opnetreference (accessed on 28 March2012).
21. Friedland, B.; McKendrick, J.A. Control System Design an Introduction to State-Space Methods; McGraw-Hill: New York, NY, USA, 1987.
22. Alpaydin, E. Introduction to Machine Learning, 2nd ed.; The MIT Press Cambridge: Cambridge MA, USA, 2010.