Research on Logistics Distribution Vehicle Scheduling Based on Heuristic Genetic Algorithm

Author:

Wang Chun-Li1ORCID,Wang Yang1ORCID,Zeng Ze-Yu2ORCID,Lin Cheng-Yu1ORCID,Yu Qiu-Li1ORCID

Affiliation:

1. Guilin Institute of Information Technology, Guilin 541004, China

2. Central China Normal University, Wuhan 430079, China

Abstract

To study the genetic algorithm, this paper solves the problem of shop scheduling under the premise of layout Flying V . Firstly, double-layer coding is used for optimization. When calculating fitness, the time to return to the mouth P & D approaches the optimum through the greedy idea. Individual screening is carried out through the roulette method. Different crossover and genetic operators are used for different coding layers. Through thinking of elitism and catastrophe and the immigration operator to ensure the diversity of the algorithm in the calculation process, it can achieve the recommendation of the number of cars to control the cost. The stability of the algorithm is good. It can recommend a better picking sequence and number of carts for various types of picking problems.

Funder

Project of Foundational Research Ability Enhancement for Young and Middle-Aged University Faculties of Guangxi

Publisher

Hindawi Limited

Subject

Multidisciplinary,General Computer Science

Reference26 articles.

1. Aisle configurations for unit-load warehouses

2. Evolutionary algorithm to traveling salesman problems

3. Train control strategy optimization based on multi-objective chaotic genetic algorithm;M. Bo-Wen;Ence Technology and Engineering,2013

4. Resolution of Chinese traveling salesman problem in matlab;L. Minghai;Microcomputer Applications,2004

5. Implementation of ant colony algorithm in matlab;D. U. Li-Feng;Information & Technology,2011

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