Araştırma Makalesi

A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS

Cilt: 7 Sayı: 2 30 Aralık 2017
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A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS

Öz

The dynamic deployments of Wireless Sensor Networks refer to the process of determining the location of the networking sensors in the region of interest after initial deployment. In this process, the fact that the dynamic deployments of sensors is effectively made plays a significant role in increasing the coverage rates of WSNs. The optimization of the coverage rates of Wireless Sensor Networks indicates that the targets in the region of interest are optimally covered by deployed mobile sensors and ultimately these targets can be monitored by the sensors. Therefore, the monitoring of the whole area in Wireless Sensor Network's military and civilian applications is possible by the optimum placement of randomly deployed sensors in the region of interest.

In this study, a new dynamic deployment approach was developed based on the current meta-heuristic Whale Optimization Algorithm to find a solution to the problem of dynamic deployment of sensors. In order to solve the area coverage problem of Wireless Sensor Networks, the dynamic deployments of mobile nodes, the initial deployment of which was made randomly, was made by the developed approach using the Binary Detection Model. This approach was compared with the Maximum Area Detection Algorithm based on Electromagnetism-Like in the literature, and the performance of Wireless Sensor Network at coverage rates was measured. Simulation results have demonstrated that the approach developed for the area coverage problem is more effective and can be suggested with respect to the number of mobile sensors deployed and the reached coverage rates of the network.

Anahtar Kelimeler

Kaynakça

  1. [1] Yıldırım, F., Özdemir, S., Improving Coverage in Wireless Sensor Networks Using Multiobjective Evolutionary Algorithms, Journal of the Faculty of Engineering and Architecture of Gazi University, 30 (2015), 2, pp. 143-153.
  2. [2] Clouqueur, T., Phipatanasuphorn, V., Ramanathan, P., Saluja, K.K., Sensor Deployment Strategy for Target Detection, Proceedings, 1st ACM International Workshop on Wireless Sensor Networks and Applications, Atlanta, Georgia, USA, 2002, pp. 42-48
  3. [3] Özdağ, R., The Solution of the k-coverage Problem in Wireless Sensor Networks, Proceedings, 24th Signal Processing and Communications Applications Conference, Zonguldak, Turkey, 2016, pp. 873-876
  4. [4] Wang, G., Cao, G., La Porta T.F., Movement-assisted Sensor Deployment, IEEE Transactions On Mobile Computing, 5 (2006), 6, pp. 640-652, doi: 10.1109/TMC.2006.80
  5. [5] Özdağ, R., Optimization of Target Q-Coverage Problem for QoS Requirement in Wireless Sensor Networks, Journal of Computers, 13 (2018), 4, pp. 480-489, doi: 10.17706/jcp.13.4 480-489
  6. [6] Qi, G.P., Song, P., Li, K.J., Blackboard Mechanism Based Ant Colony Theory for Dynamic Deployment of Mobile Sensor Networks, Journal of Bionic Engineering, 5 (2008), 3, pp. 197-203.
  7. [7] Öztürk, C., Karaboğa, D., Görkemli. B., Artificial bee colony algorithm for dynamic deployment of wireless sensor networks, Turk J. Elec. Eng. & Comp. Sci., 20 (2012), 2, pp. 255-262.
  8. [8] Özdağ, R., Realization of Optimization of Wireless Sensor Networks by Electromagnetism-Like Algorithm, Ph. D. thesis, İnönü University, Malatya, Turkey, 2015

Ayrıntılar

Birincil Dil

İngilizce

Konular

Bilgisayar Yazılımı

Bölüm

Araştırma Makalesi

Yazarlar

Recep Özdağ *
Van Yüzüncü Yıl University, Department of Computer Engineering

Yayımlanma Tarihi

30 Aralık 2017

Gönderilme Tarihi

15 Ağustos 2017

Kabul Tarihi

5 Eylül 2017

Yayımlandığı Sayı

Yıl 2017 Cilt: 7 Sayı: 2

Kaynak Göster

APA
Özdağ, R., & Canayaz, M. (2017). A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS. European Journal of Technique (EJT), 7(2), 119-130. https://izlik.org/JA75FT79HU
AMA
1.Özdağ R, Canayaz M. A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS. EJT. 2017;7(2):119-130. https://izlik.org/JA75FT79HU
Chicago
Özdağ, Recep, ve Murat Canayaz. 2017. “A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS”. European Journal of Technique (EJT) 7 (2): 119-30. https://izlik.org/JA75FT79HU.
EndNote
Özdağ R, Canayaz M (01 Aralık 2017) A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS. European Journal of Technique (EJT) 7 2 119–130.
IEEE
[1]R. Özdağ ve M. Canayaz, “A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS”, EJT, c. 7, sy 2, ss. 119–130, Ara. 2017, [çevrimiçi]. Erişim adresi: https://izlik.org/JA75FT79HU
ISNAD
Özdağ, Recep - Canayaz, Murat. “A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS”. European Journal of Technique (EJT) 7/2 (01 Aralık 2017): 119-130. https://izlik.org/JA75FT79HU.
JAMA
1.Özdağ R, Canayaz M. A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS. EJT. 2017;7:119–130.
MLA
Özdağ, Recep, ve Murat Canayaz. “A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS”. European Journal of Technique (EJT), c. 7, sy 2, Aralık 2017, ss. 119-30, https://izlik.org/JA75FT79HU.
Vancouver
1.Recep Özdağ, Murat Canayaz. A NEW DYNAMIC DEPLOYMENT APPROACH BASED ON WHALE OPTIMIZATION ALGORITHM IN THE OPTIMIZATION OF COVERAGE RATES OF WIRELESS SENSOR NETWORKS. EJT [Internet]. 01 Aralık 2017;7(2):119-30. Erişim adresi: https://izlik.org/JA75FT79HU