Project Field : Wireless Communication
Project Title : Energy Efficient Cluster Head Distribution in Wireless Sensor Networks
Project : MEng in Electrical and Electronic Engineering
Project Duration : July 2010 –
The main objective of this research is to improve the cluster based wireless sensor networks lifetime by selecting suitable cluster heads. In general, low energy adaptive cluster hierarchical (LEACH) is one of the most common clustering protocols used to elect the cluster head. The probability model will possibly lead to a reduction in network lifetime due to the election of cluster head with a least desired location in the network. For network clustering, the distribution of cluster head selection directly influences the networks lifetime. In order to maximize the network lifetime, fuzzy logic and particle swarm optimisation (PSO) are embedded in LEACH protocol for better cluster heads distribution and hence prolong the network lifetime. PSO is lightweight heuristic optimization algorithms with each cluster head will move towards the best solutions by individual interaction with one another while learning from their own experience. Thus, the best selected cluster heads (CHs) location using fuzzy logic and PSO will be announced by the base station to the sensor nodes. Therefore it can significantly increase the networks lifetime. Evaluation and assessments have been carried out through simulation under different network topologies and it shows that fuzzy logic CHs selection improved first node dies (FND) round by 26.88 % compare to LEACH. In addition, introduction of fuzzy logic based PSO (FPSO) to automatically tuning the inertia and velocity for each particle has further improved the FND round over the LEACH by 61.41 %. Therefore, it can be concluded that the developed FLCH and FPSO can increase the network lifetime by proper CHs selection.
Contact Person : Siew Zhan Wei
Contact Email : zhanwey@hotmail.com
Publications:International Proceeding
2012
[P1201] Z.W. Siew, C.H. Wong, C.S. Chin, A. Kiring, K.T.K. Teo. Cluster Heads Distribution of Wireless Sensor Networks via Adaptive Particle Swarm Optimization. 4th International Conference on Computational Intelligence, Communication Systems and Networks [Phuket, Thailand]. Proceeding of CICSyN 2012. ISBN: 978-0-7695-4821-0. 24-26 July 2012. pp. 78-83. [URL] [published]
doi: 10.1109/CICSyN.2012.25 [IEEE Xplore, Scopus]
[P1202] C.H. Wong, Z.W. Siew, M.K. Tan, R.K.Y. Chin, K.T.K. Teo. Optimization of Distributed and Collaborative Beamforming in Wireless Sensor Networks. 4th International Conference on Computational Intelligence, Communication Systems and Networks [Phuket, Thailand]. Proceeding of CICSyN 2012. ISBN: 978-0-7695-4821-0. 24-26 July 2012. pp. 84-89. [URL] [published]
doi: 10.1109/CICSyN.2012.26 [IEEE Xplore, Scopus]
[P1203] S.E. Tan, Z.W. Siew, Y.K. Chin, S.C.K. Lye, K.T.K. Teo. Minimizing Network Coding Nodes in Multicast Tree Construction via Genetic Algorithm. 4th International Conference on Computational Intelligence, Communication Systems and Networks [Phuket, Thailand]. Proceeding of CICSyN 2012. ISBN: 978-0-7695-4821-0. 24-26 July 2012. pp. 399-404. [URL] [published]
doi: 10.1109/CICSyN.2012.79 [IEEE Xplore, Scopus]
[P1204] S.C.K. Lye, S.E. Tan, Z.W. Siew, C.H. Wong, K.T.K. Teo. A Wireless Network with Adaptive Modulation and Network Coding in Intelligent Transportation Systems. 2nd International Conference on Intelligent Systems and Informatics [Bandung, Indonesia]. Proceeding of ISI 2012. 14-16 November 2012. [published]
[P1205] S.C.K. Lye, S.E. Tan, Z.W. Siew, Y.K. Chin, K.T.K. Teo. Adaptive Modulation in Public Transport Network System with Network Coding. IEEE Global High Tech Congress on Electronics [Shenzhen, China]. Proceeding of GHTCE 2012. 18-20 November 2012. [published]
[P1206] P.S. Kwek, Z.W. Siew, C.H. Wong, B.L. Chua, K.T.K. Teo. Development of a Wireless Device Control Based Mobile Robot Navigation System. IEEE Global High Tech Congress on Electronics [Shenzhen, China]. Proceeding of GHTCE 2012. 18-20 November 2012. [published]
[P1207] Z.W. Siew, C.H. Wong, S.E. Tan, H.P. Yoong, K.T.K. Teo. Design and Development of a Tablet Based Real Time Wireless Data Logger. IEEE Global High Tech Congress on Electronics [Shenzhen, China]. Proceeding of GHTCE 2012. 18-20 November 2012. [published]
[P1208] C.H. Wong, Z.W. Siew, A. Kiring, H.T. Yew, K.T.K. Teo. Distributed Beamforming with Uniform Circular Array Formation in Wireless Sensor Networks. IEEE Global High Tech Congress on Electronics [Shenzhen, China]. Proceeding of GHTCE 2012. 18-20 November 2012. [published]
[P1209] C.H. Wong, Z.W. Siew, H.P. Yoong, A. Kiring, K.T.K. Teo. Node collaboration for Distributed Beamforming in Wireless Sensor Networks. International Conference on Control System, Computing and Engineering [Penang, Malaysia]. Proceeding of ICCSCE 2012. ISBN: 978-1-4673-3141-8. 23-25 November 2012. [pdf] [published]
[P1210] S.C.K. Lye, S.E. Tan, Z.W. Siew, H.T. Yew, K.T.K. Teo. Analysis and Performance Measurement of Adaptive Modulation and Coding. International Conference on Control System, Computing and Engineering [Penang, Malaysia]. Proceeding of ICCSCE 2012. ISBN: 978-1-4673-3141-8. 23-25 November 2012. [pdf] [published]
[P1211] S.E. Tan, Z.W. Siew, S.C.K. Lye, H.P. Yoong, K.T.K. Teo. Performance Analysis of Utilizing Genetic Algorithm to Minimize Coding Nodes in Wireless Networks. International Symposium on Telecommunication Technologies [Kuala Lumpur, Malaysia]. Proceeding of ISTT 2012. ISBN: 978-1-4673-4786-0. 26-28 November 2012. [pdf] [published]
[P1212] S.E. Tan, S.C.K. Lye, Z.W. Siew, A. Kiring, K.T.K. Teo. Performance Measurement of Evolutionary Routing protocol in Network Coding. International Conference on Advanced Computer Science Applications and Technologies [Kuala Lumpur, Malaysia]. Proceeding of ACSAT 2012. 26-28 November 2012. [published]
[P1213] Z.W. Siew, Y.K. Chin, A. Kiring, H.P. Yoong, K.T.K. Teo. A Comparison of Fuzzy Logic and Particle Swarm Optimization for Cluster Head Selection in Wireless Sensor Networks. 7th International Conference on Computing and Convergence Technology [Seoul, South Korea]. Proceeding of ICCCT 2012. 3-5 December 2012. [accepted]
Publications:International Journal
2012
[PJ01] S.E. Tan, Z.W. Siew, K.A. Mohamad, I. Saad, K.T.K. Teo. Network Coding based Packets Queue Operation for Wireless Ad Hoc Networks. International Journal of Simulation – Systems, Science & Technology, IJSSST. ISSN: 1473-804x. Jun 2012. vol. 13, no. 3.
[PJ02] Z.W. Siew, A. Bono, H.P. Yoong, K.B. Yeo, K.T.K. Teo. Cluster Formation of Wireless Sensor Nodes using Adaptive Particle Swarm Optimisation. International Journal of Simulation – Systems, Science & Technology, IJSSST. ISSN: 1473-804x. Jun 2012. vol. 13, no. 3.
[PJ03] C.H. Wong, Z.W. Siew, R.K.Y. Chin, H.T. Yew, K.T.K. Teo. Optimization of Collaborative Beamforming in Wireless Sensor Networks using Genetic Algorithm. International Journal of Simulation – Systems, Science & Technology, IJSSST. ISSN: 1473-804x. Jun 2012. vol. 13, no. 3.
[PJ04] Z.W. Siew, C.H. Wong, A. Kiring, R.K.Y. Chin, K.T.K. Teo. Fuzzy Logic based Energy Efficient Protocol in Wireless Sensor Networks. ICTACT Journal on Communication Technology, IJCT. ISSN: 2229-6948. Dec 2012. vol. 3, issue 4, pp. 639-645. [pdf] [published]
[PJ05] Y.S. Chia, Z.W. Siew, H.T. Yew, S.S. Yang, K.T.K. Teo. An Evolutionary Algorithm for Channel Assignment Problem in Wireless Mobile Networks. ICTACT Journal on Communication Technology, IJCT. ISSN: 2229-6948. Dec 2012. vol. 3, issue 4, pp. 613-618. [pdf] [published]
International Proceeding
2011
[P1101] Z.W. Siew, C.F. Liau, A. Kiring, M.S. Arifianto, K.T.K. Teo. Fuzzy Logic Based Cluster Head Election for Wireless Sensor Network. 8-9 November 2011, 3rd International Conference on Science and Engineering [Miri, Malaysia]. Proceeding of CUTSE 2011, ISBN: 978-983-44176-0-4. [URL] [published]
[P1102] Y.S. Chia, Z.W. Siew, S.S. Yang, H.T. Yew, K.T.K. Teo. Evolutionary Optimization for the Channel Assignment Problem in Wireless Mobile Network. 8-9 November 2011, 3rd International Conference on Science and Engineering [Miri, Malaysia]. Proceeding of CUTSE 2011, ISBN: 978-983-44176-0-4. [URL] [published]
[P1103] C.H. Wong, Z.W. Siew, I. Saad, C.F. Liau, K.T.K. Teo. Performance Analysis on Beam-steering Algorithm for Parametric Array Loudspeaker Application. 8-9 November 2011, 3rd International Conference on Science and Engineering [Miri, Malaysia]. Proceeding of CUTSE 2011, ISBN: 978-983-44176-0-4. [URL] [published]
[P1104] Z.W. Siew, A. Kiring, H.T. Yew, P. Neelakantan, K.T.K. Teo. Energy Efficient Clustering Algorithm in Wireless Sensor Networks using Fuzzy Logic Control. 5-6 December 2011, International Colloquium on Humanities, Science and Engineering Research [Penang, Malaysia]. Proceeding of CHUSER 2011 (IEEE). [URL] [published]
doi: 10.1109/CHUSER.2011.6163758 [IEEE Xplore, Scopus]
[P1105] Y.S. Chia, Z.W. Siew, A. Kiring, S.S. Yang, K.T.K. Teo. Adaptive Hybrid Channel Assignment in Wireless Mobile Network via Genetic Algorithm. 5-8 December 2011, 11th International Conference on Hybrid Intelligent Systems [Malacca, Malaysia]. Proceeding of HIS 2011 (IEEE). [URL] [published]
doi: 10.1109/HIS.2011.6122157 [IEEE Xplore, Scopus]
Modelling, Simulation & Computing Laboratory (mscLab) 