2023
DOI: 10.3390/pr11030950
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Multiple-Rack Strategies Using Optimization of Location Assignment Based on MRCGA in Miniload Automated Storage and Retrieval System

Abstract: This paper aimed to introduce multiple-rack strategies in miniload automated storage and retrieval systems (AS/RSs), which included first fit (FF) and best fit (BF) assignment methods based on a matrix real-coded genetic algorithm (MRCGA) in the storage and retrieval process. We validated the probability occurrence of item sizes as a contributory factor in multiple-rack strategies, and compared their capacities, utilization of units and space by equal probabilities or the 80/20 law. According to the analytical… Show more

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Cited by 4 publications
(6 citation statements)
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“…The storage capacity (in the large-scale model, the storage capacity is 13440, as listed in Table 7) is significantly bigger than the KIVA system (2000 to 4000, [5,6]). At the same time, the picking efficiency (in the large-scale model, the picking efficiency can reach 2430 boxes per hour, as listed in Table 7) is significantly better than the SBS/RS (between 500 and 800 boxes per hour, [1]) and the miniload AS/RS (less than 300 boxes per hour, [22]). Furthermore, when the number of AMRs reaches the max, the picking efficiency (2430 in the large-scale model, as listed in Table 7) is no less than the KIVA system (nearly 2000 per hour, [5,6]).…”
Section: Conclusion and Further Research Opportunitiesmentioning
confidence: 96%
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“…The storage capacity (in the large-scale model, the storage capacity is 13440, as listed in Table 7) is significantly bigger than the KIVA system (2000 to 4000, [5,6]). At the same time, the picking efficiency (in the large-scale model, the picking efficiency can reach 2430 boxes per hour, as listed in Table 7) is significantly better than the SBS/RS (between 500 and 800 boxes per hour, [1]) and the miniload AS/RS (less than 300 boxes per hour, [22]). Furthermore, when the number of AMRs reaches the max, the picking efficiency (2430 in the large-scale model, as listed in Table 7) is no less than the KIVA system (nearly 2000 per hour, [5,6]).…”
Section: Conclusion and Further Research Opportunitiesmentioning
confidence: 96%
“…Considering the various sizes of materials in industrial warehouses, the unified-size-unit rack design is not suitable for all parts, components, and entire pieces. In [22], the authors propose different-unit-size racks to maximize space utilization and storage capacity. At the same time, the pod design in the KIVA system is not suitable here because, on the one hand, the height of the storage pods is two to three meters, which is significantly lower than that of industrial warehouses (more than eight meters) and means a significant waste of vertical space.…”
Section: Storage and Retrieval Operationsmentioning
confidence: 99%
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