Skip to main content
Top

2021 | OriginalPaper | Chapter

Binomial Logistic Regression Resource Optimized Routing in MANET

Authors : M. Ilango, A. V. Senthil Kumar, Amit Dutta

Published in: Evolutionary Computing and Mobile Sustainable Networks

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

MANETs consist of the node that moves continuously in a random direction. In MANET architecture, devices can move in any direction. They have recently confined imperativeness, enlisting power and memory. The hubs of the system are versatile and the topology changes quickly. In binomial logistic regression resource optimized routing in MANET (BLR-OR), disappointment methodology includes visit hub distinguished a high directing overhead and stretched out start to finish postponement and power. The proposed method used logistic regression technique to detect optimal network path. It can be obtained depending on neighbor node using coefficient value. Regression coefficient is directed by thinking about the vitality, latency, and transmission capacity of versatile hub by utilizing the coefficient incentive to choose the mobile node with high energy, latency, and bandwidth utilization for communicating packets in MANET and enhance lifetime of the network (N-L), packet delivery ratio(P-D-R) in successful way. The presentation of BLR-OR regression procedure is estimated regarding energy consumption (E-C), end-to-end delay (E-E-D).

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Rathiga P, Shathappan S (2017) Regrssion-based link failure prediction with fuzzy based hybrid black hole/grey hole attack detection technique. Int J Appl Eng Res 8:7459–7465 Rathiga P, Shathappan S (2017) Regrssion-based link failure prediction with fuzzy based hybrid black hole/grey hole attack detection technique. Int J Appl Eng Res 8:7459–7465
2.
go back to reference Ilango M, Senthil Kumar AV (2018) Stepwise regression based resource optimized routing in mobile ad hoc network. Int J Res Appl Sci Eng Technol (IJRASET) 6(II), 504–514 Ilango M, Senthil Kumar AV (2018) Stepwise regression based resource optimized routing in mobile ad hoc network. Int J Res Appl Sci Eng Technol (IJRASET) 6(II), 504–514
3.
go back to reference Zhang QJ, Wu MQ, Yan ZHEN, Shang CL (2010) Aodv routing overhead analysis based on link failure probability in MANET. J China Univ Posts Telecommun 17(5):109–115CrossRef Zhang QJ, Wu MQ, Yan ZHEN, Shang CL (2010) Aodv routing overhead analysis based on link failure probability in MANET. J China Univ Posts Telecommun 17(5):109–115CrossRef
4.
go back to reference Biradar R, Manvi S, Reddy M (2010) Link stability based multicast routing scheme in MANET. Comput Netw 54(7):1183–1196CrossRef Biradar R, Manvi S, Reddy M (2010) Link stability based multicast routing scheme in MANET. Comput Netw 54(7):1183–1196CrossRef
5.
go back to reference Xia H, Xia S, Yu J, Jia Z, Sha EHM (2014) Applying link stability estimation mechanism to multicast routing in MANETs. J Syst Archit 60(5):467–480CrossRef Xia H, Xia S, Yu J, Jia Z, Sha EHM (2014) Applying link stability estimation mechanism to multicast routing in MANETs. J Syst Archit 60(5):467–480CrossRef
6.
go back to reference Guo Z, Malakooti S, Sheikh S, Al-Najjar C, Malakooti B (2011) Multi-objective OLSR for proactive routing in MANET with delay, energy, and link lifetime predictions. Appl Math Model 35(3):1413–1426CrossRef Guo Z, Malakooti S, Sheikh S, Al-Najjar C, Malakooti B (2011) Multi-objective OLSR for proactive routing in MANET with delay, energy, and link lifetime predictions. Appl Math Model 35(3):1413–1426CrossRef
7.
go back to reference Han Q, Bai Y, Gong L, Wu W (2011) Link availability prediction-based reliable routing for mobile ad hoc networks. IET Commun 5(16):2291–2300MathSciNetCrossRef Han Q, Bai Y, Gong L, Wu W (2011) Link availability prediction-based reliable routing for mobile ad hoc networks. IET Commun 5(16):2291–2300MathSciNetCrossRef
8.
go back to reference Song Q, Ning Z, Wang S, Jamalipour A (2012) Link stability estimation based on link connectivity changes in mobile ad-hoc networks. J Netw Comput Appl 35(6):2051–2058CrossRef Song Q, Ning Z, Wang S, Jamalipour A (2012) Link stability estimation based on link connectivity changes in mobile ad-hoc networks. J Netw Comput Appl 35(6):2051–2058CrossRef
9.
go back to reference Xin G, Jiguo Y, Dongxiao Y, Guanghui W, Yuhua L (2014) Ecdc: an energy and coverage-aware distributed clustering protocol for wireless sensor networks. Comput Electr Eng (Elsevier) 40:384–398CrossRef Xin G, Jiguo Y, Dongxiao Y, Guanghui W, Yuhua L (2014) Ecdc: an energy and coverage-aware distributed clustering protocol for wireless sensor networks. Comput Electr Eng (Elsevier) 40:384–398CrossRef
10.
go back to reference Avinash M, Vijay R (2014) Random backoff sleep protocol for energy efficient coverage in wireless sensor networks. Smart Innov Syst Technol (Springer) 28(2):323–331 Avinash M, Vijay R (2014) Random backoff sleep protocol for energy efficient coverage in wireless sensor networks. Smart Innov Syst Technol (Springer) 28(2):323–331
11.
go back to reference Huang F, Jiang Z, Zhang S, Gao S, Reliability evaluation of wireless sensor networks using logistic regression. In: 2010 international conference on communication and mobile computing Huang F, Jiang Z, Zhang S, Gao S, Reliability evaluation of wireless sensor networks using logistic regression. In: 2010 international conference on communication and mobile computing
12.
go back to reference Ilango M, Senthil Kumar AV (2016) Probabilistic and link based energy efficient routing in MANET. Int J Comput Trends Technol (IJCTT) 38(1):38–45 Ilango M, Senthil Kumar AV (2016) Probabilistic and link based energy efficient routing in MANET. Int J Comput Trends Technol (IJCTT) 38(1):38–45
13.
go back to reference Rodriguez G, Logit models for binary data. Chapter 3 Rodriguez G, Logit models for binary data. Chapter 3
14.
go back to reference More A (2016) Coverage aware battery regression curve node scheduling in wireless sensor node. Int J Comput Netw Commun Secur 4(7):218–226 More A (2016) Coverage aware battery regression curve node scheduling in wireless sensor node. Int J Comput Netw Commun Secur 4(7):218–226
15.
go back to reference Singh A, Singh T (2019) End to end delay using ADODV-artificial neural network (ANN) to improve performance of MANET. Int J Recent Technol Eng 8(1) Singh A, Singh T (2019) End to end delay using ADODV-artificial neural network (ANN) to improve performance of MANET. Int J Recent Technol Eng 8(1)
16.
go back to reference Singh MM, Mandal JK (2017) Logistic regression based reliability analysis for mobile ad hoc network with fixed maximum speed and varying pause times. J Sci Ind Res 76:18–84 Singh MM, Mandal JK (2017) Logistic regression based reliability analysis for mobile ad hoc network with fixed maximum speed and varying pause times. J Sci Ind Res 76:18–84
17.
go back to reference Silva AAA, Ponder E, Zhou F, Kofuji S (2014) Grey model and polynomial regression for identifying malicious node in MANET. In: Globecom-ad hoc and sensor symposium 2014, pp 162–168 Silva AAA, Ponder E, Zhou F, Kofuji S (2014) Grey model and polynomial regression for identifying malicious node in MANET. In: Globecom-ad hoc and sensor symposium 2014, pp 162–168
18.
go back to reference Sing MM, Baruah M, Mandal JK, Reliability computation of mobile ad hoc network using logistic regression. In: IEEE Conference on proceedings of the 2014 Sing MM, Baruah M, Mandal JK, Reliability computation of mobile ad hoc network using logistic regression. In: IEEE Conference on proceedings of the 2014
19.
go back to reference Venkatraman R, Ramarao MP (2012) Regression based trust model for mobile ad hoc network. IET Inf Secur 6(3):131–140 Venkatraman R, Ramarao MP (2012) Regression based trust model for mobile ad hoc network. IET Inf Secur 6(3):131–140
20.
go back to reference Ilango M, Senthil Kumar AV, Multipath strategies and link based resource optimized routing in mobile ad hoc networks. Int J Recent Technol Eng (IJRTE) 8(5) Ilango M, Senthil Kumar AV, Multipath strategies and link based resource optimized routing in mobile ad hoc networks. Int J Recent Technol Eng (IJRTE) 8(5)
21.
go back to reference Ilango M, Senthil Kumar AV (2017) Deterministic multicast link based energy optimized routing in MANET. In: 2017 IEEE international conference on electrical, computer and communication technologies (ICECCT), vol 3, pp 1102–1110 Ilango M, Senthil Kumar AV (2017) Deterministic multicast link based energy optimized routing in MANET. In: 2017 IEEE international conference on electrical, computer and communication technologies (ICECCT), vol 3, pp 1102–1110
22.
go back to reference Ilango M, Senthil Kumar AV (2019) Non linear differential optimization for quality aware resource efficient routing in mobile ad hoc networks. Int J Eng Adv Technol (IJEAT) 9(1) Ilango M, Senthil Kumar AV (2019) Non linear differential optimization for quality aware resource efficient routing in mobile ad hoc networks. Int J Eng Adv Technol (IJEAT) 9(1)
23.
go back to reference Ilango M, Senthil Kumar AV, Resource optimized routing using shortestpath technique in MANET. (Under review) Ilango M, Senthil Kumar AV, Resource optimized routing using shortestpath technique in MANET. (Under review)
Metadata
Title
Binomial Logistic Regression Resource Optimized Routing in MANET
Authors
M. Ilango
A. V. Senthil Kumar
Amit Dutta
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-5258-8_37