An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit

In practice, suppliers often provide retailers with forward financing to increase demand or decrease inventory. This paper proposes a new and practical joint replenishment and delivery (JRD) model by considering trade credit. However, because of the complex mathematical properties of JRD, high-quali...

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Main Authors: Yu-Rong Zeng, Lu Peng, Jinlong Zhang, Lin Wang
Format: Article
Language:English
Published: Atlantis Press 2016-12-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Online Access:https://www.atlantis-press.com/article/25868745/view
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spelling doaj-2073f5d786364bdd9da47769d2dabf882020-11-25T02:36:54ZengAtlantis PressInternational Journal of Computational Intelligence Systems 1875-68832016-12-019610.1080/18756891.2016.1256567An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade CreditYu-Rong ZengLu PengJinlong ZhangLin WangIn practice, suppliers often provide retailers with forward financing to increase demand or decrease inventory. This paper proposes a new and practical joint replenishment and delivery (JRD) model by considering trade credit. However, because of the complex mathematical properties of JRD, high-quality solutions to the problem have eluded researchers. We design an effective hybrid differential evolution algorithm based on simulated annealing (HDE-SA) that can resolve this non-deterministic polynomial hard problem in a robust and precise way. After determining the suitable parameters by a parameter-tuning test, we verify the performance of the HDE-SA through numerical JRD examples. Compared with the results of other popular evolutionary algorithms, results of randomly generated JRDs indicate that HDE-SA can always obtain slightly lower total costs than differential evolution algorithm (DE) and genetic algorithm (GA) under different situations. Moreover, the convergence rate of the HDESA is higher than that of DE and GA. Thus, the proposed HDE-SA is a potential tool for the JRD with trade credit.https://www.atlantis-press.com/article/25868745/viewJoint Replenishment and Deliverytrade credithybrid differential evolution algorithmsimulated annealing algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Yu-Rong Zeng
Lu Peng
Jinlong Zhang
Lin Wang
spellingShingle Yu-Rong Zeng
Lu Peng
Jinlong Zhang
Lin Wang
An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit
International Journal of Computational Intelligence Systems
Joint Replenishment and Delivery
trade credit
hybrid differential evolution algorithm
simulated annealing algorithm
author_facet Yu-Rong Zeng
Lu Peng
Jinlong Zhang
Lin Wang
author_sort Yu-Rong Zeng
title An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit
title_short An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit
title_full An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit
title_fullStr An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit
title_full_unstemmed An Effective Hybrid Differential Evolution Algorithm Incorporating Simulated Annealing for Joint Replenishment and Delivery Problem with Trade Credit
title_sort effective hybrid differential evolution algorithm incorporating simulated annealing for joint replenishment and delivery problem with trade credit
publisher Atlantis Press
series International Journal of Computational Intelligence Systems
issn 1875-6883
publishDate 2016-12-01
description In practice, suppliers often provide retailers with forward financing to increase demand or decrease inventory. This paper proposes a new and practical joint replenishment and delivery (JRD) model by considering trade credit. However, because of the complex mathematical properties of JRD, high-quality solutions to the problem have eluded researchers. We design an effective hybrid differential evolution algorithm based on simulated annealing (HDE-SA) that can resolve this non-deterministic polynomial hard problem in a robust and precise way. After determining the suitable parameters by a parameter-tuning test, we verify the performance of the HDE-SA through numerical JRD examples. Compared with the results of other popular evolutionary algorithms, results of randomly generated JRDs indicate that HDE-SA can always obtain slightly lower total costs than differential evolution algorithm (DE) and genetic algorithm (GA) under different situations. Moreover, the convergence rate of the HDESA is higher than that of DE and GA. Thus, the proposed HDE-SA is a potential tool for the JRD with trade credit.
topic Joint Replenishment and Delivery
trade credit
hybrid differential evolution algorithm
simulated annealing algorithm
url https://www.atlantis-press.com/article/25868745/view
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