On Enhanced Intelligent Water Drops Algorithm for Travelling Salesman Problem under Uncertain Paradigm

被引:3
|
作者
Halder, Swapna [1 ]
Sharma, Haresh Kumar [3 ]
Biswas, Arindam [2 ]
Prentkovskis, Olegas [4 ]
Majumder, Saibal [5 ]
Skackauskas, Paulius [6 ]
机构
[1] Greater Kolkata Coll Engn & Management, Dept Comp Sci & Engn, Baruipur, India
[2] SGT Univ, Fac Sci, Dept Math, Gurugram, Haryana, India
[3] Kazi Nazrul Univ, Publ Univ, Sch Mines & Met, Asansol, India
[4] Vilnius Gediminas Tech Univ, Fac Transport Engn, Dept Mobile Machinery & Railway Transport, Vilnius, Lithuania
[5] Greater Kolkata Coll Engn & Management, Dept Comp Sci & Engn, Baruipur, India
[6] Vilnius Gediminas Tech Univ, Fac Transport Engn, Dept Mobile Machinery & Railway Transport, Vilnius, Lithuania
关键词
Travelling salesman problem; Intelligent water drops algorithm; Uncertain variable; EFFICIENT GENETIC ALGORITHM;
D O I
10.2478/ttj-2023-0019
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Travelling salesman problem (TSP) is a well known combinatorial optimization problem which has drawn colossal attention due to its eclectic range of applications. In this article, we have proposed two modified versions of intelligent water drops (IWD) algorithm. The first one is the enhanced IWD (e-IWD) algorithm to solve single objective TSP. In the second modification, e-IWD algorithm has been extended to enhanced multi-objective IWD(e-MIWD) algorithm for solving multi-objective TSP. In order to achieve a better exploration capability in both of the proposed algorithms, the soil and velocity parameters of a randomly selected water drop are updated after every iteration of the algorithm when it traverses all the intermediate vertices for a tour. The proposed algorithms have been compared with some other existing similar algorithms on different benchmark instances of TSPs. Furthermore, we have addressed the TSP for both single and multiple objectives under uncertain environment.
引用
收藏
页码:228 / 255
页数:28
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