{"id":"https://openalex.org/W4387918017","doi":"https://doi.org/10.1007/978-3-031-44505-7_32","title":"Job Shop Scheduling via Deep Reinforcement Learning: A Sequence to Sequence Approach","display_name":"Job Shop Scheduling via Deep Reinforcement Learning: A Sequence to Sequence Approach","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387918017","doi":"https://doi.org/10.1007/978-3-031-44505-7_32"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-44505-7_32","doi":"https://doi.org/10.1007/978-3-031-44505-7_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-44505-7_32","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4387917828","display_name":"Learning and Intelligent Optimization"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2308.01797","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015514303","display_name":"Giovanni Bonetta","orcid":"https://orcid.org/0000-0003-4498-1026","observed_orcids":["https://orcid.org/0000-0003-4498-1026"]},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giovanni Bonetta","raw_affiliation_strings":["Department of Computer Science, University of Turin, 10149, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0003-4498-1026","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Turin, 10149, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092803216","display_name":"Davide Zago","orcid":"https://orcid.org/0000-0003-1112-3543","observed_orcids":["https://orcid.org/0000-0003-1112-3543"]},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Zago","raw_affiliation_strings":["Department of Computer Science, University of Turin, 10149, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1112-3543","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Turin, 10149, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049044181","display_name":"R. Cancelliere","orcid":"https://orcid.org/0000-0002-9120-3799","observed_orcids":["https://orcid.org/0000-0002-9120-3799"]},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rossella Cancelliere","raw_affiliation_strings":["Department of Computer Science, University of Turin, 10149, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9120-3799","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Turin, 10149, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038879415","display_name":"Andrea Grosso","orcid":"https://orcid.org/0000-0002-9926-2443","observed_orcids":["https://orcid.org/0000-0002-9926-2443"]},"institutions":[{"id":"https://openalex.org/I55143463","display_name":"University of Turin","ror":"https://ror.org/048tbm396","country_code":"IT","type":"education","lineage":["https://openalex.org/I55143463"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Grosso","raw_affiliation_strings":["Department of Computer Science, University of Turin, 10149, Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9926-2443","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Turin, 10149, Turin, Italy","institution_ids":["https://openalex.org/I55143463"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5015514303"],"corresponding_institution_ids":["https://openalex.org/I55143463"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":7.388,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.98533496,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"475","last_page":"490"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":1.0,"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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.0,"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":0.0,"subfield":{"id":"https://openalex.org/subfields/3604","display_name":"Emergency Medical Services"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"job shop scheduling","score":0.9990000128746033},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.9869999885559082},{"id":"https://openalex.org/keywords/sequence-to-sequence-learning","display_name":"sequence-to-sequence learning","score":0.8040000200271606},{"id":"https://openalex.org/keywords/dispatching-rules","display_name":"dispatching rules","score":0.8650000095367432},{"id":"https://openalex.org/keywords/combinatorial-optimization","display_name":"combinatorial optimization","score":0.8119999766349792},{"id":"https://openalex.org/keywords/encoder-decoder-architecture","display_name":"encoder-decoder architecture","score":0.8220000267028809},{"id":"https://openalex.org/keywords/priority-dispatching-rules","display_name":"priority dispatching rules","score":0.703000009059906},{"id":"https://openalex.org/keywords/end-to-end-learning","display_name":"end-to-end learning","score":0.6050000190734863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8420283794403076},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8039895296096802},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.5832193493843079},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5697396993637085},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.5687012076377869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5158945322036743},{"id":"https://openalex.org/C2777243215","wikidata":"https://www.wikidata.org/wiki/Q1493226","display_name":"Job shop","level":5,"score":0.5127905011177063},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4378833770751953},{"id":"https://openalex.org/C158336966","wikidata":"https://www.wikidata.org/wiki/Q3074426","display_name":"Flow shop scheduling","level":4,"score":0.3823961615562439},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3576902151107788},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.23521491885185242},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.20013859868049622},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-031-44505-7_32","doi":"https://doi.org/10.1007/978-3-031-44505-7_32","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-44505-7_32","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2308.01797","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2308.01797","pdf_url":"https://arxiv.org/pdf/2308.01797","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:iris.unito.it:2318/1948503","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/2318/1948503","pdf_url":"https://iris.unito.it/bitstream/2318/1948503/1/LION17_JJShop_lncs.pdf","source":{"id":"https://openalex.org/S4306400637","display_name":"Institutional Research Information System University of Turin (University of Turin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I55143463","host_organization_name":"University of Turin","host_organization_lineage":["https://openalex.org/I55143463"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"doi:10.48550/arxiv.2308.01797","doi":"https://doi.org/10.48550/arxiv.2308.01797","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2308.01797","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2308.01797","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2308.01797","pdf_url":"https://arxiv.org/pdf/2308.01797","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320311030","display_name":"Istituto Nazionale di Alta Matematica \"Francesco Severi\"","ror":"https://ror.org/01vx64p53"},{"id":"https://openalex.org/F4320334079","display_name":"Gruppo Nazionale per il Calcolo Scientifico","ror":"https://ror.org/02rnys730"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387918017.pdf","grobid_xml":"https://content.openalex.org/works/W4387918017.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W149946109","https://openalex.org/W1553431460","https://openalex.org/W1976618788","https://openalex.org/W2117666205","https://openalex.org/W2119717200","https://openalex.org/W2128882994","https://openalex.org/W2156391157","https://openalex.org/W2626778328","https://openalex.org/W2805798351","https://openalex.org/W2811338889","https://openalex.org/W2924645442","https://openalex.org/W2932097000","https://openalex.org/W3016938688","https://openalex.org/W3047863327","https://openalex.org/W3092208345","https://openalex.org/W4212899374","https://openalex.org/W4391123051"],"related_works":["https://openalex.org/W4384346310","https://openalex.org/W6961358604","https://openalex.org/W3141175846","https://openalex.org/W4387452229","https://openalex.org/W7125602124","https://openalex.org/W4226230002","https://openalex.org/W4281395180","https://openalex.org/W2924645442","https://openalex.org/W3094181369","https://openalex.org/W4404824446"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2023-10-25T00:00:00"}