Rack shape and energy efficient operations in automated storage and retrieval systems
Energy efficiency has become a primary goal to be pursued for sustainable logistics. In automated storage and retrieval systems this leads to revise the traditional control policies aimed at picking time minimisation and to pay more attention to rack configuration, which has been not a research conc...
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Veröffentlicht in: | International journal of production research 2015-12, Vol.53 (23), p.7090-7103 |
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creator | Meneghetti, Antonella Dal Borgo, Eleonora Monti, Luca |
description | Energy efficiency has become a primary goal to be pursued for sustainable logistics. In automated storage and retrieval systems this leads to revise the traditional control policies aimed at picking time minimisation and to pay more attention to rack configuration, which has been not a research concern from the time-based perspective. Proper models for energy calculation should be developed by introducing new factors neglected in time analysis, such as the weight of unit loads and the differentiation of shifts along the horizontal and vertical axis as regard energy requirements, due to different contribution of gravity, inertia and friction. In this study, a classification of racks based on system height is proposed in order to select the proper crane specifications needed to compute the torque to be overcome by motors to serve a given location within a rack. An overall optimisation model based on Constraint Programming hybridised with Large Neighborhood Search is developed, allowing the joint application of the best control policies for storage assignment and sequencing both for time and energy-based optimisation, as well as the introduction of multiple weight unit loads and energy recovery. Simulations analysis is performed in order to assess the impact of the rack shape on energy saving. Results show how, regardless the demand curve and the optimisation objective, the best performances in terms of energy efficiency are reached by the intermediate height rack shapes, while the lower ones outperform when considering travel time performance. |
doi_str_mv | 10.1080/00207543.2015.1008107 |
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In automated storage and retrieval systems this leads to revise the traditional control policies aimed at picking time minimisation and to pay more attention to rack configuration, which has been not a research concern from the time-based perspective. Proper models for energy calculation should be developed by introducing new factors neglected in time analysis, such as the weight of unit loads and the differentiation of shifts along the horizontal and vertical axis as regard energy requirements, due to different contribution of gravity, inertia and friction. In this study, a classification of racks based on system height is proposed in order to select the proper crane specifications needed to compute the torque to be overcome by motors to serve a given location within a rack. An overall optimisation model based on Constraint Programming hybridised with Large Neighborhood Search is developed, allowing the joint application of the best control policies for storage assignment and sequencing both for time and energy-based optimisation, as well as the introduction of multiple weight unit loads and energy recovery. Simulations analysis is performed in order to assess the impact of the rack shape on energy saving. 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In automated storage and retrieval systems this leads to revise the traditional control policies aimed at picking time minimisation and to pay more attention to rack configuration, which has been not a research concern from the time-based perspective. Proper models for energy calculation should be developed by introducing new factors neglected in time analysis, such as the weight of unit loads and the differentiation of shifts along the horizontal and vertical axis as regard energy requirements, due to different contribution of gravity, inertia and friction. In this study, a classification of racks based on system height is proposed in order to select the proper crane specifications needed to compute the torque to be overcome by motors to serve a given location within a rack. An overall optimisation model based on Constraint Programming hybridised with Large Neighborhood Search is developed, allowing the joint application of the best control policies for storage assignment and sequencing both for time and energy-based optimisation, as well as the introduction of multiple weight unit loads and energy recovery. Simulations analysis is performed in order to assess the impact of the rack shape on energy saving. Results show how, regardless the demand curve and the optimisation objective, the best performances in terms of energy efficiency are reached by the intermediate height rack shapes, while the lower ones outperform when considering travel time performance.</description><subject>automated storage and retrieval systems</subject><subject>Automated storage retrieval systems</subject><subject>Automation</subject><subject>constraint programming</subject><subject>Cranes & hoists</subject><subject>dual-command cycles</subject><subject>Energy efficiency</subject><subject>Energy management</subject><subject>Heuristic</subject><subject>large neighborhood search</subject><subject>Mathematical models</subject><subject>Optimization</subject><subject>Optimization techniques</subject><subject>Pallets</subject><subject>rack shape</subject><subject>Racks</subject><subject>Searching</subject><subject>storage assignment</subject><subject>Studies</subject><subject>Sustainability</subject><subject>Unit loads</subject><issn>0020-7543</issn><issn>1366-588X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNp9kE1LHTEUhkNpwVvrTxAC3XQzevI1yewsUqsgCFLBXYiZExs7k1yTXMv9953LtRsXns2Bw_O-HB5CjhmcMDBwCsBBKylOODC1nMAw0B_Iiom-75Qx9x_Jasd0O-iAfK71CZZRRq7I3a3zf2j97dZIXRopJiyPW4ohRB8xNZrXWFyLOVUaE3WblmfXcKS15eIe96GCrUR8cROt29pwrl_Ip-Cmikev-5DcXfz4dX7ZXd_8vDr_ft15yYfWaREABi56rYTkvfFBesblMD48KADmjNGDcNKM48D9IBnrlUft0BsceJC9OCTf9r3rkp83WJudY_U4TS5h3lTLtOmZYVroBf36Bn3Km5KW7xZKLd0ggC-U2lO-5FoLBrsucXZlaxnYnWz7X7bdybavspfc2T4XU8hldn9zmUbb3HbKJRSXfKxWvF_xD1wPhMk</recordid><startdate>20151202</startdate><enddate>20151202</enddate><creator>Meneghetti, Antonella</creator><creator>Dal Borgo, Eleonora</creator><creator>Monti, Luca</creator><general>Taylor & Francis</general><general>Taylor & Francis LLC</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>20151202</creationdate><title>Rack shape and energy efficient operations in automated storage and retrieval systems</title><author>Meneghetti, Antonella ; Dal Borgo, Eleonora ; Monti, Luca</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c429t-73f0092367534268cf4c1249dbb5001a88793a48dd92c941165ce7aec8e92f463</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>automated storage and retrieval systems</topic><topic>Automated storage retrieval systems</topic><topic>Automation</topic><topic>constraint programming</topic><topic>Cranes & hoists</topic><topic>dual-command cycles</topic><topic>Energy efficiency</topic><topic>Energy management</topic><topic>Heuristic</topic><topic>large neighborhood search</topic><topic>Mathematical models</topic><topic>Optimization</topic><topic>Optimization techniques</topic><topic>Pallets</topic><topic>rack shape</topic><topic>Racks</topic><topic>Searching</topic><topic>storage assignment</topic><topic>Studies</topic><topic>Sustainability</topic><topic>Unit loads</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Meneghetti, Antonella</creatorcontrib><creatorcontrib>Dal Borgo, Eleonora</creatorcontrib><creatorcontrib>Monti, Luca</creatorcontrib><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>International journal of production research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Meneghetti, Antonella</au><au>Dal Borgo, Eleonora</au><au>Monti, Luca</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Rack shape and energy efficient operations in automated storage and retrieval systems</atitle><jtitle>International journal of production research</jtitle><date>2015-12-02</date><risdate>2015</risdate><volume>53</volume><issue>23</issue><spage>7090</spage><epage>7103</epage><pages>7090-7103</pages><issn>0020-7543</issn><eissn>1366-588X</eissn><abstract>Energy efficiency has become a primary goal to be pursued for sustainable logistics. In automated storage and retrieval systems this leads to revise the traditional control policies aimed at picking time minimisation and to pay more attention to rack configuration, which has been not a research concern from the time-based perspective. Proper models for energy calculation should be developed by introducing new factors neglected in time analysis, such as the weight of unit loads and the differentiation of shifts along the horizontal and vertical axis as regard energy requirements, due to different contribution of gravity, inertia and friction. In this study, a classification of racks based on system height is proposed in order to select the proper crane specifications needed to compute the torque to be overcome by motors to serve a given location within a rack. An overall optimisation model based on Constraint Programming hybridised with Large Neighborhood Search is developed, allowing the joint application of the best control policies for storage assignment and sequencing both for time and energy-based optimisation, as well as the introduction of multiple weight unit loads and energy recovery. Simulations analysis is performed in order to assess the impact of the rack shape on energy saving. Results show how, regardless the demand curve and the optimisation objective, the best performances in terms of energy efficiency are reached by the intermediate height rack shapes, while the lower ones outperform when considering travel time performance.</abstract><cop>London</cop><pub>Taylor & Francis</pub><doi>10.1080/00207543.2015.1008107</doi><tpages>14</tpages></addata></record> |
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subjects | automated storage and retrieval systems Automated storage retrieval systems Automation constraint programming Cranes & hoists dual-command cycles Energy efficiency Energy management Heuristic large neighborhood search Mathematical models Optimization Optimization techniques Pallets rack shape Racks Searching storage assignment Studies Sustainability Unit loads |
title | Rack shape and energy efficient operations in automated storage and retrieval systems |
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