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Handover Decision in Wireless Heterogeneous Networks Based on Feedforward Artificial Neural Network

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Computational Intelligence in Data Mining

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 556))

Abstract

In heterogeneous networks, vertical handover decision is a significant issue due to increasing demand of customers to access various service features among them. In order to provide a seamless transfer between various technologies, the effect of various user preference metrics and network conditions needs to be considered. This paper proposes a multilayer feedforward artificial neural network algorithm for handover decision in wireless heterogeneous networks. Neural network aids in taking the handover and selection of best candidate based on data rate, service cost, received signal strength indicator (RSSI) and velocity of mobile device. Experimental results show an improvement in reducing number of handover effectively as compared to other existing systems. It is found that probability of handover decision is also improved.

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References

  1. I. Kustiawan, K. H. Chi.: Handoff Decision Using a Kalman Filter and Fuzzy Logic in Heterogeneous Wireless Networks. IEEE Communication Letters 19, 1–4 (2015)

    Google Scholar 

  2. A. Calhan, C. Ceken.: Artificial neural network based vertical handoff algorithm for reducing handoff latency. Wireless Personal Communications 71, 2399–2415 (2013)

    Google Scholar 

  3. S. H. Alsamhi, N. S. Rajput.: An intelligent hand-off algorithm to enhance quality of service in high altitude platforms using neural network. Wireless Personal Communications 82, 2059–2073 (2015)

    Google Scholar 

  4. N. M. Alotaibi, S. S. Alwakeel.: A neural network based handover management strategy for heterogeneous networks. 14th IEEE International Conference on Machine Learning and Applications, 1210–1214 (2015)

    Google Scholar 

  5. K. Ahuja, B. Singh, R. Khanna.: Particle swarm optimization based network selection in heterogeneous wireless environment. Optik-International Journal for Light and Electron Optics 125, 214–219 (2014)

    Google Scholar 

  6. Yan, X., Sekercioglu, Y. A., Narayanan, S.: A survey of vertical handover decision algorithms in fourth generation heterogeneous wireless networks. Computer Networks 54, 1848–1863 (2010)

    Google Scholar 

  7. Nassr, N., Guizani, S., Al-Masri, E.: Middleware vertical handoff manager: a neural network-based solution. IEEE International Conference on Communications, 5671–5676 (2007)

    Google Scholar 

  8. Capka, J., Boutaba, R.: Mobility prediction in wireless networks using neural networks. Management of Multimedia Networks and Services 3271, 320–333 (2011)

    Google Scholar 

  9. Chai, R., Cheng, J., Pu, X., Chen. Q.: Neural network based vertical handoff performance enhancement in heterogeneous wireless networks. Wireless Communications, Networking and Mobile Computing (WiCOM), 1–4, (2011)

    Google Scholar 

  10. Nan, W., Wenxiao, S., Shaoshuai, F., Shuxiang, L.: PSO-FNN based vertical handoff decision algorithm in heterogeneous wireless networks. 2nd International Conference on Challenges in Environmental Science and Computer Engineering 11, 55–62 (2011)

    Google Scholar 

  11. Ben-Mubarak, M., Ali, B. M., Noordin, N. K., Ismail, A., Ng, C. K.: Fuzzy logic based self-adaptive handover algorithm for mobile WiMAX. Wireless Personal Communications 71, 1421–1442 (2013)

    Google Scholar 

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Correspondence to Archa G. Mahira .

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Mahira, A.G., Subhedar, M.S. (2017). Handover Decision in Wireless Heterogeneous Networks Based on Feedforward Artificial Neural Network. In: Behera, H., Mohapatra, D. (eds) Computational Intelligence in Data Mining. Advances in Intelligent Systems and Computing, vol 556. Springer, Singapore. https://doi.org/10.1007/978-981-10-3874-7_63

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  • DOI: https://doi.org/10.1007/978-981-10-3874-7_63

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  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-10-3873-0

  • Online ISBN: 978-981-10-3874-7

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