دورية أكاديمية
Solving product allocation problem (PAP) by using ANN and clustering
| العنوان: | Solving product allocation problem (PAP) by using ANN and clustering |
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| المؤلفون: | Lorenc Augustyn, Kuźnar Małgorzata, Lerher Tone |
| المصدر: | FME Transactions, Vol 49, Iss 1, Pp 206-213 (2021) |
| بيانات النشر: | University of Belgrade - Faculty of Mechanical Engineering, Belgrade, 2021. |
| سنة النشر: | 2021 |
| المجموعة: | LCC:Engineering (General). Civil engineering (General) LCC:Mechanics of engineering. Applied mechanics |
| مصطلحات موضوعية: | product allocation problem, artificial intelligence, artificial neural network, clustering, picking list analysis, Engineering (General). Civil engineering (General), TA1-2040, Mechanics of engineering. Applied mechanics, TA349-359 |
| الوصف: | Proper planning of a warehouse layout and the product allocation in it, constitute major challenges for companies. In the paper, the new approach for the classification of the problem is presented. Authors used real picking data from the Warehouse Management System (WMS) from peak season from September to January. Artificial Neural Network (ANN) and automatic clustering by using Calinski-Harabasz criterion were used to develop a new classification approach. Based on the picking list the clients' orders were prepared and analyzed. These orders were used as input data to ANN and clustering. In this paper, three variants were analyzed: the reference representing the current state, variant with product relocation by using ANN, and the variant with relocation by using automatic clustering. In the research over 380000 picks for almost 1600 locations were used. In the paper, the architecture of the system module for solving the PAP problem is presented. Presented research proved that using multi-criterion clustering can increase the efficiency of the order picking process. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 1451-2092 2406-128X |
| Relation: | https://scindeks-clanci.ceon.rs/data/pdf/1451-2092/2021/1451-20922101206L.pdf; https://doaj.org/toc/1451-2092; https://doaj.org/toc/2406-128X |
| URL الوصول: | https://doaj.org/article/c82a568c913849f2a3626c5faf86538f |
| رقم الأكسشن: | edsdoj.82a568c913849f2a3626c5faf86538f |
| قاعدة البيانات: | Directory of Open Access Journals |
Full Text Finder | تدمد: | 14512092 2406128X |
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