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A Hybrid Cellular Genetic Algorithm Based Mixed Variable Optimization Model for Hospital Waste Closed Loop Supply Chain Loop Reverse logistic Networks

Article

Last updated: 26 Dec 2024

Subjects

-

Tags

الرياضيات الحاسوبية

Abstract

Design of hospitals waste supply chain network considering both forward and reverse flows has been increasing day by day due to resource constraints, increased costs and the importance of utilizing returned waste. This paper attempts to integrate both forward and reverse logistics to design a general Closed Loop Supply Chain Reverse Logistics (CLSCRL) network. In this paper, a Mixed Variable Optimization (MVO) model is created for minimizing costs of hospital waste CLSCRL networks. The total costs for CLSCRL optimize cost of opening the gathering stations, treating stations, distribution stations and received hospitals, shipped cost and processing cost. Finally, a schedule is proposed of flows of hospital waste in the network. A hybrid Cellular Genetic Algorithm (CGA) is used for solving the MVO model to be (CGAMV). Pattern Search Method (PSM) is added to the proposed method, to be (CGAMV P) to make more intensification on the best solutions in proposed grid. The grid structure and small neighborhood make fast convergence and exploration during genetic algorithm operators. The performance of the CGAMV P algorithm by the proposed model is examined on a numerical experiment and it shows that the designed model has successfully optimized the location of facilities and network flows.The efficiecy of the proposed model validate to deal with medical waste in hospitals and it could be applied on other manufacture. The result indicates that, the proposed model is applicable.  

DOI

10.21608/fcihib.2022.123469.1068

Keywords

cellular genetic algorithm, hospital waste, mixed integer programming

Authors

First Name

الاء

Last Name

فهيم

MiddleName

-

Affiliation

قسم الرياضيات کلية العلوم جامعة اسيوط

Email

alaa@aun.edu.eg

City

-

Orcid

-

Volume

4

Article Issue

2

Related Issue

35202

Issue Date

2022-07-01

Receive Date

2022-02-22

Publish Date

2022-07-01

Page Start

7

Page End

27

Print ISSN

2537-0901

Online ISSN

2535-1397

Link

https://fcihib.journals.ekb.eg/article_237428.html

Detail API

https://fcihib.journals.ekb.eg/service?article_code=237428

Order

1

Type

المقالة الأصلية

Type Code

1,411

Publication Type

Journal

Publication Title

النشرة المعلوماتية في الحاسبات والمعلومات

Publication Link

https://fcihib.journals.ekb.eg/

MainTitle

A Hybrid Cellular Genetic Algorithm Based Mixed Variable Optimization Model for Hospital Waste Closed Loop Supply Chain Loop Reverse logistic Networks

Details

Type

Article

Created At

23 Jan 2023