A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem
We consider a buyer’s decision problem of sustainable supplier selection and order allocation (SSS & OA) among multiple heterogeneous suppliers who sell multiple types of items. The buyer periodically orders items from chosen suppliers to refill inventory to preset levels. Each sup...
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doaj-29e7189d509b44fb829a10aa85d52b002020-11-24T23:28:18ZengMDPI AGMathematics2227-73902018-12-0161232510.3390/math6120325math6120325A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation ProblemJong Soo Kim0Eunhee Jeon1Jiseong Noh2Jun Hyeong Park3Department of Industrial and Management Engineering, Hanyang University, Erica Campus, Ansan 15588, KoreaDepartment of Industrial and Management Engineering, Hanyang University, Erica Campus, Ansan 15588, KoreaDepartment of Industrial and Management Engineering, Hanyang University, Erica Campus, Ansan 15588, KoreaKPMG Samjong Accounting Corp., Gangnam Finance Center, 152 Teheran-ro, Gangnam-gu, Seoul 06236, KoreaWe consider a buyer’s decision problem of sustainable supplier selection and order allocation (SSS & OA) among multiple heterogeneous suppliers who sell multiple types of items. The buyer periodically orders items from chosen suppliers to refill inventory to preset levels. Each supplier is differentiated from others by the types of items supplied, selling price, and order-related costs, such as transportation cost. Each supplier also has a preset requirement for minimum order quantity or minimum purchase amount. In the beginning of each period, the buyer constructs an SSS & OA plan considering various information from both parties. The buyer’s planning problem is formulated as a mathematical model, and an efficient algorithm to solve larger instances of the problem is developed. The algorithm is designed to take advantage of the branch-and-bound method, and the special structure of the model. We perform computer experiments to test the accuracy of the proposed algorithm. The test result confirmed that the algorithm can find a near-optimal solution with only 0.82 percent deviation on average. We also observed that the use of the algorithm can increase solvable problem size by about 2.4 times.https://www.mdpi.com/2227-7390/6/12/325optimizationinteger linear programmingsustainablesupplier selectionorder allocation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jong Soo Kim Eunhee Jeon Jiseong Noh Jun Hyeong Park |
spellingShingle |
Jong Soo Kim Eunhee Jeon Jiseong Noh Jun Hyeong Park A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem Mathematics optimization integer linear programming sustainable supplier selection order allocation |
author_facet |
Jong Soo Kim Eunhee Jeon Jiseong Noh Jun Hyeong Park |
author_sort |
Jong Soo Kim |
title |
A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem |
title_short |
A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem |
title_full |
A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem |
title_fullStr |
A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem |
title_full_unstemmed |
A Model and an Algorithm for a Large-Scale Sustainable Supplier Selection and Order Allocation Problem |
title_sort |
model and an algorithm for a large-scale sustainable supplier selection and order allocation problem |
publisher |
MDPI AG |
series |
Mathematics |
issn |
2227-7390 |
publishDate |
2018-12-01 |
description |
We consider a buyer’s decision problem of sustainable supplier selection and order allocation (SSS & OA) among multiple heterogeneous suppliers who sell multiple types of items. The buyer periodically orders items from chosen suppliers to refill inventory to preset levels. Each supplier is differentiated from others by the types of items supplied, selling price, and order-related costs, such as transportation cost. Each supplier also has a preset requirement for minimum order quantity or minimum purchase amount. In the beginning of each period, the buyer constructs an SSS & OA plan considering various information from both parties. The buyer’s planning problem is formulated as a mathematical model, and an efficient algorithm to solve larger instances of the problem is developed. The algorithm is designed to take advantage of the branch-and-bound method, and the special structure of the model. We perform computer experiments to test the accuracy of the proposed algorithm. The test result confirmed that the algorithm can find a near-optimal solution with only 0.82 percent deviation on average. We also observed that the use of the algorithm can increase solvable problem size by about 2.4 times. |
topic |
optimization integer linear programming sustainable supplier selection order allocation |
url |
https://www.mdpi.com/2227-7390/6/12/325 |
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