{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T04:21:30Z","timestamp":1772770890422,"version":"3.50.1"},"reference-count":44,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"11","license":[{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Key R&D Program of Zhejiang Province","award":["2025C01212"],"award-info":[{"award-number":["2025C01212"]}]},{"name":"Yongjiang Talent Introduction Programme","award":["2022A-240-G"],"award-info":[{"award-number":["2022A-240-G"]}]},{"name":"Ningbo Key R&D Program","award":["2023Z229"],"award-info":[{"award-number":["2023Z229"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Knowl. Data Eng."],"published-print":{"date-parts":[[2025,11]]},"DOI":"10.1109\/tkde.2025.3609173","type":"journal-article","created":{"date-parts":[[2025,9,11]],"date-time":"2025-09-11T17:33:20Z","timestamp":1757612000000},"page":"6506-6520","source":"Crossref","is-referenced-by-count":1,"title":["Large-Scale Storage Location Assignment via Hierarchical Reinforcement Learning: A Rank and Assign Approach"],"prefix":"10.1109","volume":"37","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-5434-3491","authenticated-orcid":false,"given":"Weihang","family":"Pan","sequence":"first","affiliation":[{"name":"School of Software, Zhejiang University, Zhejiang, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-0418-7665","authenticated-orcid":false,"given":"Minghao","family":"Chen","sequence":"additional","affiliation":[{"name":"Hangzhou Dianzi University, Hangzhou, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0330-6406","authenticated-orcid":false,"given":"Binbin","family":"Lin","sequence":"additional","affiliation":[{"name":"School of Software, Zhejiang University, Zhejiang, China"}]},{"given":"Yafei","family":"Wang","sequence":"additional","affiliation":[{"name":"Polytechnic Institute, Zhejiang University, Zhejiang, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1115-5652","authenticated-orcid":false,"given":"Xinkui","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Software, Zhejiang University, Zhejiang, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-9107-2354","authenticated-orcid":false,"given":"Xiaofei","family":"He","sequence":"additional","affiliation":[{"name":"State Key Lab of CAD&CG, Zhejiang University, Zhejiang, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8662-5818","authenticated-orcid":false,"given":"Jieping","family":"Ye","sequence":"additional","affiliation":[{"name":"Alibaba Group, Hangzhou, China"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Review of maritime transport 2023,","year":"2023"},{"issue":"6","key":"ref2","doi-asserted-by":"crossref","DOI":"10.3390\/su14063419","article-title":"Yard operations and management in automated container terminals: A review","volume":"14","author":"Yu","year":"2022","journal-title":"Sustainability"},{"issue":"1","key":"ref3","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10696-020-09385-5","article-title":"A comprehensive review of quay crane scheduling, yard operations and integrations thereof in container terminals","volume":"33","author":"Kizilay","year":"2021","journal-title":"Flexible Serv. Manuf. J."},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2013.10.054"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.5267\/j.ijiec.2018.8.001"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1080\/0740817X.2015.1027458"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.apm.2012.09.015"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.apm.2015.02.047"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1080\/00207540412331285841"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2013.02.047"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2016.1165880"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2015.09.036"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2010.518998"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.106508"},{"issue":"5","key":"ref15","doi-asserted-by":"crossref","first-page":"771","DOI":"10.1016\/j.tre.2009.03.003","article-title":"Container storage and transshipment marine terminals","volume":"45","author":"Nishimura","year":"2009","journal-title":"Transp. Res. Part E: Logistics Transp. Rev."},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.1120.1543"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1057\/palgrave.jors.2602192"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/amm.97-98.985"},{"issue":"1","key":"ref19","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1016\/j.ijpe.2010.04.032","article-title":"Estimating the space requirement for outbound container inventories in port container terminals","volume":"133","author":"Woo","year":"2011","journal-title":"Int. J. Prod. Econ."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s00291-010-0200-9"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-49550-5_7"},{"key":"ref22","first-page":"23609","article-title":"A hierarchical reinforcement learning based optimization framework for large-scale dynamic pickup and delivery problems","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Ma"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i8.26120"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3594300.3594314"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3390\/technologies10060129"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/make4010009"},{"issue":"3","key":"ref27","doi-asserted-by":"crossref","first-page":"977","DOI":"10.1016\/j.ejor.2017.12.040","article-title":"Stacking outbound barge containers in an automated deep-sea terminal","volume":"267","author":"Gharehgozli","year":"2018","journal-title":"Eur. J. Oper. Res."},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2015.09.033"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3052945"},{"issue":"3","key":"ref30","doi-asserted-by":"crossref","first-page":"940","DOI":"10.1016\/j.ejor.2019.08.005","article-title":"The parallel stack loading problem minimizing the number of reshuffles in the retrieval stage","volume":"280","author":"Boge","year":"2020","journal-title":"Eur. J. Oper. Res."},{"key":"ref31","doi-asserted-by":"crossref","DOI":"10.1609\/aaai.v37i8.26120","article-title":"H-TSP: Hierarchically solving the large-scale traveling salesman problem","volume-title":"Proc. AAAI Conf. Artif. Intell.","author":"Pan"},{"key":"ref32","article-title":"Learning cut selection for mixed-integer linear programming via hierarchical sequence model","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Wang"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1023\/A:1025696116075"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3453160"},{"issue":"1","key":"ref35","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1016\/S0004-3702(99)00052-1","article-title":"Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning","volume":"112","author":"Sutton","year":"1999","journal-title":"Artif. Intell."},{"key":"ref36","first-page":"3540","article-title":"FeUdal networks for hierarchical reinforcement learning","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","author":"Vezhnevets"},{"key":"ref37","article-title":"Pointer networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Vinyals"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1080\/03088839.2017.1295328"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.2022.3225381"},{"key":"ref40","article-title":"Soft actor-critic for discrete action settings","author":"Christodoulou","year":"2019"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1016\/j.ijpe.2010.03.024","article-title":"Dynamic adjustment of container stacking policy in an automated container terminal","volume":"133","author":"Park","year":"2011","journal-title":"Int. J. Prod. Econ."},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICNSC.2015.7116006"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1177\/0037549710369812"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2010.09.019"}],"container-title":["IEEE Transactions on Knowledge and Data Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/69\/11197180\/11159170.pdf?arnumber=11159170","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T17:55:21Z","timestamp":1760032521000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11159170\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11]]},"references-count":44,"journal-issue":{"issue":"11"},"URL":"https:\/\/doi.org\/10.1109\/tkde.2025.3609173","relation":{},"ISSN":["1041-4347","1558-2191","2326-3865"],"issn-type":[{"value":"1041-4347","type":"print"},{"value":"1558-2191","type":"electronic"},{"value":"2326-3865","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11]]}}}