{"id":"https://openalex.org/W4402389618","doi":"https://doi.org/10.1109/icmiii62623.2024.00170","title":"A study of cargo volume prediction and personnel scheduling based on random forest and greedy algorithm","display_name":"A study of cargo volume prediction and personnel scheduling based on random forest and greedy algorithm","publication_year":2024,"publication_date":"2024-06-12","ids":{"openalex":"https://openalex.org/W4402389618","doi":"https://doi.org/10.1109/icmiii62623.2024.00170"},"language":"en","primary_location":{"id":"doi:10.1109/icmiii62623.2024.00170","doi":"https://doi.org/10.1109/icmiii62623.2024.00170","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icmiii62623.2024.00170","pdf_url":null,"source":{"id":"https://openalex.org/S7407096170","display_name":"International Conference on Mechatronics, IoT and Industrial Informatics (ICMIII)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Mechatronics, IoT and Industrial Informatics (ICMIII)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079356061","display_name":"Jiazhe Zhang","orcid":"https://orcid.org/0009-0007-1468-3876","observed_orcids":["https://orcid.org/0009-0007-1468-3876"]},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiazhe Zhang","raw_affiliation_strings":["Northeastern University,Shenyang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Shenyang,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113303635","display_name":"Hao Zhao","orcid":"https://orcid.org/0009-0007-2785-7441","observed_orcids":["https://orcid.org/0009-0007-2785-7441"]},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Zhao","raw_affiliation_strings":["Northeastern University,Shenyang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Shenyang,China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":null,"display_name":"Bingyu Xie","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingyu Xie","raw_affiliation_strings":["Northeastern University,Shenyang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northeastern University,Shenyang,China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"884","last_page":"888"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.31299999356269836,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.31299999356269836,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.16099999845027924,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11773","display_name":"Healthcare Operations and Scheduling Optimization","score":0.0737999975681305,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/staff-scheduling","display_name":"workforce scheduling","score":0.8960000276565552},{"id":"https://openalex.org/keywords/e-commerce-logistics","display_name":"e-commerce logistics","score":0.9769999980926514},{"id":"https://openalex.org/keywords/random-forest-regression","display_name":"random forest regression","score":0.9649999737739563},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"greedy algorithm","score":0.9959999918937683},{"id":"https://openalex.org/keywords/linear-programming","display_name":"linear programming","score":0.8769999742507935},{"id":"https://openalex.org/keywords/warehouse-management","display_name":"warehouse management","score":0.5040000081062317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6451659798622131},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.6068727970123291},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5419244766235352},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5260255932807922},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.49406173825263977},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4411519169807434},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3889160454273224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.260128378868103},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15270832180976868},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmiii62623.2024.00170","doi":"https://doi.org/10.1109/icmiii62623.2024.00170","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icmiii62623.2024.00170","pdf_url":null,"source":{"id":"https://openalex.org/S7407096170","display_name":"International Conference on Mechatronics, IoT and Industrial Informatics (ICMIII)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 2nd International Conference on Mechatronics, IoT and Industrial Informatics (ICMIII)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6773999929428101}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4403551914","https://openalex.org/W4406459775","https://openalex.org/W7158099297","https://openalex.org/W4414931820","https://openalex.org/W4412769149","https://openalex.org/W4400996481","https://openalex.org/W4407274042","https://openalex.org/W4409621778","https://openalex.org/W4400996540","https://openalex.org/W4401666928"],"abstract_inverted_index":{"This":[0],"paper":[1],"investigates":[2],"the":[3,16,22,27,35,49,66,73,105,108,112,114,127,148,156],"problem":[4],"of":[5,18,26,75,107,129,182],"cargo":[6,28,36,62,149],"volume":[7,29,37,63,150],"prediction":[8,151],"and":[9,24,65,70,81,96,140,172],"scheduling":[10,85,106,130],"planning":[11,86],"for":[12,48,61,104],"sorting":[13,109],"centers":[14],"in":[15,175],"context":[17],"e-commerce.":[19],"Firstly,":[20],"through":[21,72],"preprocessing":[23],"analysis":[25],"data,":[30],"it":[31],"is":[32],"found":[33],"that":[34],"shows":[38],"a":[39,46,54,84,179],"periodic":[40],"distribution":[41],"over":[42],"time,":[43],"which":[44,90],"provides":[45],"basis":[47],"subsequent":[50],"model":[51,58,67,87,157],"construction.":[52],"Then,":[53],"random":[55],"forest":[56],"regression":[57],"was":[59,68,88,91],"adopted":[60],"prediction,":[64],"trained":[69],"predicted":[71],"steps":[74],"data":[76],"import,":[77],"preprocessing,":[78],"extraction":[79],"transformation":[80],"standardization.":[82],"Finally,":[83],"established,":[89],"solved":[92],"by":[93],"greedy":[94,115],"algorithm":[95,116],"linear":[97],"programming":[98],"respectively,":[99],"providing":[100],"an":[101],"optimization":[102,122],"scheme":[103],"center.":[110],"In":[111,154],"future,":[113],"can":[117,143,158],"be":[118,144,159,162],"combined":[119],"with":[120],"other":[121,165],"algorithms":[123],"to":[124,146,161,164,177],"further":[125],"improve":[126],"effect":[128],"planning.":[131],"Meanwhile,":[132],"more":[133,152],"influencing":[134],"factors,":[135],"such":[136,167],"as":[137,168],"employee":[138],"skills":[139],"equipment":[141],"conditions,":[142],"introduced":[145],"make":[147],"accurate.":[153],"addition,":[155],"considered":[160],"extended":[163],"fields,":[166],"warehouse":[169],"management,":[170],"logistics":[171],"distribution,":[173],"etc.,":[174],"order":[176],"realize":[178],"wider":[180],"range":[181],"applications.":[183]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2024-09-11T00:00:00"}
