Applying ANFIS Model in Decision-making of Vertical Handover between Macrocell and Femtocell Integrated Network
Keywords:Macrocell, Femtocell, ANFIS, Vertical Handover, Handover Decision,
AbstractOne of the most challenging tasks in communication networks is to maintain seamless mobility and service continuity during a vertical handover. This paper provides the case of handover decision making between femtocell and macrocell integrated network considering several input parameters, namely SINR, bandwidth and energy consumption. We have simulated and proposed a vertical handover based on adaptive neuro-fuzzy inference system (ANFIS) to achieve a goal of having an intelligent handover and to predict the best destination network. The simulation results show that the approach based on ANFIS leads to a reduction of unnecessary handovers and a minimization of the energy consumption as compared to the existing approaches.
Kustiawan, I. and Chi, K.H. (2015) ’Handoff decision using a kalman filter and fuzzy logic in heterogeneous wireless networks’. IEEE Commun. Lett. 19(12), 2258-2261.
Hou, J. and O’Brien, D.C. (2006) ’Vertical handover decision making algorithm using fuzzy logic for the integrated Radio-and-OW system’, IEEE Trans. Wireless Commun. 5 (1) 176-185.
Benaatou, W., Latif, A. and Pla,V. (2017) ’Vertical handover decision algorithm in heterogeneous wireless networks’, Int. J. Internet Protocol Technology, Vol. 10, No. 4, pp.197-213.
Chinnappan,A. and Balasubramanian,R. (2016) ’Complexity consistency trade-off in multi-attribute decision making for vertical handover in heterogeneous wireless networks’, IET Journals & Magazines, Vol.5, No.1,
T.Bchini,N.Tabbane, S.Tabbane, E.Chaput and Andr-Luc Beylot, (2010) ’Fuzzy logic based layers 2 and 3 handovers in IEEE 802.16e network’, Computer Communications, 2224-2245.
Kwong,C.F., Chuah,T.C. and Tan.S.W. (2014) ’The ANFIS handover trigger scheme: The Long Term Evolution (LTE) perspective’, IEEE International Cnference on Fuzzy Systems (FUZZ-IEEE).
Calhan, A. and Ceken, C. (2010) ’An adaptive neuro-fuzzy based vertical handoff decision algorithm for wireless heterogeneous networks’. In: 21st Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications, pp. 2271-2276.
Boujelben, M., Ben Rejeb, S. and Tabbane,S. (2015) ’A novel mobility-based COMP handover algorithm for LTE-A / 5G HetNets’, 23rd International Conference on Software, Telecommunications and Computer Networks (SoftCOM).
Kassar,M., Kervella,B. and Pujolle,G. (2008) ’An overview of vertical handover decision strategies in heterogeneous wireless networks’, Computer Communications, 2607-2620
Bin,M., Xiaofeng,L. and Xianzhong,X. (2013)’Vertical Handoff Algorithm Based on Type- 2 Fuzzy Logic in Heterogeneous Networks’, JOURNAL OF SOFTWARE, Vol. 8, No. 11.
Farnaz, F., Seyed,S. and Chun,R. (2014) ’A Fuzzy Logic Approach for Quality of Service Quantification in Wireless and Mobile Networks’, 10th IEEE International Workshop on Performance and Management of Wireless and Mobile Networks.
Semenova, O. and Semenov, A. (2017) ’The neuro-fuzzy controller for handover operation in mobile networks’, IEEE First Ukraine Conference on Electrical and Computer Engineering (UKRCON).
Singhrova, A. Prakash,N. (2009) ’Adaptive Vertical Handoff Decision Algorithm for Wireless Heterogeneous Networks’, 11th IEEE International Conference on High-Performance Computing and Communications.
Alhan, A. and eken, C. (2012) ’An optimum vertical handoff decision algorithm based on adaptive fuzzy logic and genetic algorithm’. Wireless Pers. Commun. 64(4), 647-664.
Israt,P., Chakma, N. and Hashem.M.M.A. (2009) ’A Fuzzy Logic Based Adaptive Handoff Management Protocol for Next Generation Wireless Systems’, Journal of Networks, Vol. 4, No.10.
Ben-Mubarak, M.A., Mohd. Ali, B., Noordin, N.K., Ismail, A. and Ng, C.K. (2013) ’Fuzzy logic based self-adaptive handover algorithm for mobile wimax’. Wireless Pers.Commun. 71(2), 1421
Devia,R., Kumar Jhaa,R., Guptaa,A., Jainb, S. and Kumar, P. (2017) ’Implementation of Intrusion Detection System using Adaptive Neuro-Fuzzy Inference System for 5G wireless communication network’, AEU - International Journal of Electronics and Communications, Vol.74,Pages 94-106
Sharma,M. and Khola,R.K. (2012) ’Fuzzy logic based handover decision system’, International Journal of Ad hoc Sensor & Ubiquitous Computing, vol. 3, no. 4, pp. 21-29.
A. A. Atayero, M. K. Luka,(2012) ’Applications of Soft Computing in Mobile and Wireless Communications’, International Journal of Computer Applications, Vol. 45, No. 22, pp. 48-54.
Jang, J.S.R. (1993) ’ANFIS: adaptive-network-based fuzzy inference system’, IEEE Trans. Syst. Man Cybern., Vol. 23, No. 3, pp. 665-685.
Kemeng Yang , Bi n Qiu ; Laurence S . Dooley , (2007) USING SINR AS VERTICAL HANDOFF CRITERIA IN MULTIMEDIA WIRELESS NETWORKS » IEEE International Conférence on Multimedia and Expo, p. 967-970.
Kwong,C., Chuah,T. and Lee,S. (2009) ’Adaptive Network Fuzzy Inference System (ANFIS) Handoff Algorithm’, International Conference on Future Computer and Communication, pp. 195-198.
Abdel Fadeel, G., Khalaf,M. and Hesham Zarief, B.(2013) ‘A comprehensive approach to vertical handoff in heterogeneous wireless networks’, Journal of King Saud University - Computer and Information Sciences, Vol. 25, Issue 2, p.p.197-205.
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