Bio-inspired Optimization Algorithms for Improvement of Vehicle Routing Problems

被引:7
|
作者
Deshmukh, A. R. [1 ]
Dorle, S. S. [1 ]
机构
[1] GH Raisoni Coll Engn, Dept Elect Engn, Nagpur 16, Maharashtra, India
关键词
Ant Colony Optimization (ACO); Particle swarm optimization (PSO); Zone Routing Protocol(ZRP);
D O I
10.1109/ICETET.2015.27
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Vehicular Ad hoc Network (VANET) is the combination of network of vehicles and road side units. The efficient routing protocol is needed to route data from source to destination. Because of the rapidly varying topology and links, routing protocol plays an important role. In this paper we evaluate the performance parameters using Zone Routing protocol (ZRP), Dynamic source routing (DSR) protocol, Destination Sequence Distance vector Routing (DSDV) and Distance Routing Effect algorithm for mobility (DREAM)&Simple forwarding over Trajectory (SIFT). For better performance of routing protocol we optimized the results using bio-inspired algorithms, Ant colony based optimization (ACO) techniques and particle swarm optimization(PSO) technique to find multiple path to avoid link failure. In this paper the performance of routing protocol and its optimization is evaluated on the basis of Quality of Service (QoS) parameters such as Energy Consumption, Jitter, Throughput, Delay, Routing Load, Packet loss and packet delivery ratio.
引用
收藏
页码:14 / 18
页数:5
相关论文
共 50 条
  • [21] Image Processing by means of Some Bio-Inspired Optimization Algorithms
    Bejinariu, Silviu-Ioan
    Costin, Hariton
    Rotaru, Florin
    Luca, Ramona
    Nita, Cristina
    2015 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB), 2015,
  • [22] Bio-inspired algorithms for the optimization of offshore oil production systems
    Vieira, Ian Nascimento
    Leite Pires de Lima, Beatriz Souza
    Jacob, Breno Pinheiro
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2012, 91 (10) : 1023 - 1044
  • [23] Bio-Inspired Algorithms and Its Applications for Optimization in Fuzzy Clustering
    Valdez, Fevrier
    Castillo, Oscar
    Melin, Patricia
    ALGORITHMS, 2021, 14 (04)
  • [24] OPTIMIZATION OF ATTRIBUTE SELECTION MODEL USING BIO-INSPIRED ALGORITHMS
    Basir, Mohammad Aizat
    Yusof, Yuhanis
    Hussin, Mohamed Saifullah
    JOURNAL OF INFORMATION AND COMMUNICATION TECHNOLOGY-MALAYSIA, 2019, 18 (01): : 35 - 55
  • [25] Bio-inspired algorithms for many-objective discrete optimization
    Martins, Luiz G.A.
    França, Tiago P.
    De Oliveira, Gina M.B.
    Proceedings - 2019 Brazilian Conference on Intelligent Systems, BRACIS 2019, 2019, : 515 - 520
  • [26] A prescription of methodological guidelines for comparing bio-inspired optimization algorithms
    LaTorre, Antonio
    Molina, Daniel
    Osaba, Eneko
    Poyatos, Javier
    Del Ser, Javier
    Herrera, Francisco
    SWARM AND EVOLUTIONARY COMPUTATION, 2021, 67
  • [27] Bio-inspired OLSR Routing protocol
    Harrag, Nassir
    Harrag, Abdelghani
    2019 6TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT 2019), 2019, : 1763 - 1767
  • [28] Oscillations in a bio-inspired routing algorithm
    Gelenbe, Erol
    Gellman, Michael
    2007 IEEE INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR SYSTEMS, VOLS 1-3, 2007, : 710 - 716
  • [29] A Bio-inspired Geographic Routing in VANETs
    Chen, Chen
    Liu, Lei
    Zhang, Ning
    Wang, Shengda
    2016 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION ENGINEERING (ICITE), 2016, : 162 - 166
  • [30] Complex permittivity estimation by bio-inspired algorithms for target identification improvement
    Poyatos, David
    Escot, David
    Montiel, Ignacio
    Olmeda, Ignacio
    NATURE INSPIRED PROBLEM-SOLVING METHODS IN KNOWLEDGE ENGINEERING, PT 2, PROCEEDINGS, 2007, 4528 : 232 - +