Sine Cosine Algorithm with Multigroup and Multistrategy for Solving CVRP

Joint Authors

Pan, Jeng-Shyang
Chu, Shu-Chuan
Yang, Qingyong
Chen, Chien-Ming

Source

Mathematical Problems in Engineering

Issue

Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2020-03-27

Country of Publication

Egypt

No. of Pages

10

Main Subjects

Civil Engineering

Abstract EN

Sine Cosine Algorithm (SCA) has been proved to be superior to some existing traditional optimization algorithms owing to its unique optimization principle.

However, there are still disadvantages such as low solution accuracy and poor global search ability.

Aiming at the shortcomings of the sine cosine algorithm, a multigroup multistrategy SCA algorithm (MMSCA) is proposed in this paper.

The algorithm executes multiple populations in parallel, and each population executes a different optimization strategy.

Information is exchanged among populations through intergenerational communication.

Using 19 different types of test functions, the optimization performance of the algorithm is tested.

Numerical experimental results show that the performance of the MMSCA algorithm is better than that of the original SCA algorithm, and it also has some advantages over other intelligent algorithms.

At last, it is applied to solving the capacitated vehicle routing problem (CVRP) in transportation.

The algorithm can get better results, and the practicability and feasibility of the algorithm are also proved.

American Psychological Association (APA)

Yang, Qingyong& Chu, Shu-Chuan& Pan, Jeng-Shyang& Chen, Chien-Ming. 2020. Sine Cosine Algorithm with Multigroup and Multistrategy for Solving CVRP. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1200936

Modern Language Association (MLA)

Yang, Qingyong…[et al.]. Sine Cosine Algorithm with Multigroup and Multistrategy for Solving CVRP. Mathematical Problems in Engineering No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1200936

American Medical Association (AMA)

Yang, Qingyong& Chu, Shu-Chuan& Pan, Jeng-Shyang& Chen, Chien-Ming. Sine Cosine Algorithm with Multigroup and Multistrategy for Solving CVRP. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1200936

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1200936