A MULTI-OBJECTIVE GENETIC ALGORITHMS APPROACH FOR MODELLING OF ORDER PICKING

被引:20
作者
Gajsek, B. [1 ]
Dukic, G. [2 ]
Kovacic, M. [3 ,4 ]
Brezocnik, M. [5 ]
机构
[1] Univ Maribor, Fac Logist, Mariborska 7, Celje 3000, Slovenia
[2] Univ Zagreb, Fac Mech Engn & Naval Architecture, Ul Ivana Lucica 5, Zagreb 10000, Croatia
[3] Store Steel Doo, Zelezarska 7, Store 3220, Slovenia
[4] Univ Ljubljana, Fac Mech Engn, Lab Fluid Dynam & Thermodynam, Askerceva 6, Ljubljana 1000, Slovenia
[5] Univ Maribor, Fac Mech Engn, Intelligent Mfg Syst Lab, Smetanova 17, Maribor 2000, Slovenia
关键词
Order Picking; Productivity; Energy Expenditure; Health Risk; Modelling and Optimization; Genetic Algorithm; STORAGE ASSIGNMENT; SHOP; OPTIMIZATION; WAREHOUSES;
D O I
10.2507/IJSIMM20-4-582
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Because the proportion of working-age people in the EU is shrinking, it is necessary to help employers to be able to install various aids to maintain the health of employees, especially in very demanding manual jobs. Well-being is thus becoming just as important as cost reduction. One such area is man-to-goods manual order picking. The paper proposes genetic algorithms (GA) to assist logistics managers in deciding about the most optimal pattern of stacking items in storage locations in storage racks. During the peak season, it makes sense to arrange items in terms of the minimum consumption of time when taking them manually out of the shelves and in periods of lower demand in terms of minimum chances of injury to employees and their low energy consumption. Based on experimental data, several models for predicting time, health risk, and energy consumption at order picking were developed by the GA. The results showed that GA is a powerful tool for resolving the storage assignment problems in terms of optimization according to individual criteria (time spent, risk of injury, or energy consumed) or searching for a common optimal solution.
引用
收藏
页码:719 / 729
页数:11
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