{"id":"https://openalex.org/W3134825366","doi":"https://doi.org/10.3850/978-981-14-8593-0_5863-cd","title":"Agent-based Modeling and Reinforcement Learning for Optimizing Energy Systems Operation and Maintenance: The Pathmind Solution","display_name":"Agent-based Modeling and Reinforcement Learning for Optimizing Energy Systems Operation and Maintenance: The Pathmind Solution","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3134825366","doi":"https://doi.org/10.3850/978-981-14-8593-0_5863-cd","mag":"3134825366"},"language":"en","primary_location":{"id":"doi:10.3850/978-981-14-8593-0_5863-cd","doi":"https://doi.org/10.3850/978-981-14-8593-0_5863-cd","is_oa":false,"landing_page_url":"https://doi.org/10.3850/978-981-14-8593-0_5863-cd","pdf_url":null,"source":{"id":"https://openalex.org/S4306523729","display_name":"European Safety and Reliability Conference (ESREL)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://re.public.polimi.it/bitstream/11311/1181255/2/Agent-based-modeling-and-reinforcement-learning-for-optimizing-energy-systems-1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020559830","display_name":"Luca Pinciroli","orcid":"https://orcid.org/0000-0001-5235-1994","observed_orcids":["https://orcid.org/0000-0001-5235-1994"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luca Pinciroli","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048799305","display_name":"Piero Baraldi","orcid":"https://orcid.org/0000-0003-4232-4161","observed_orcids":["https://orcid.org/0000-0003-4232-4161"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Piero Baraldi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010177746","display_name":"Michele Compare","orcid":"https://orcid.org/0000-0003-1992-7319","observed_orcids":["https://orcid.org/0000-0003-1992-7319"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michele Compare","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017125011","display_name":"Sahar Esmaeilzadeh","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sahar Esmaeilzadeh","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104095300","display_name":"Mohammed Farhan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammed Farhan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054605404","display_name":"Brett G\u00f6hre","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Brett G\u00f6hre","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059989117","display_name":"Roberto Grugni","orcid":"https://orcid.org/0000-0003-0490-1896","observed_orcids":["https://orcid.org/0000-0003-0490-1896"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Roberto Grugni","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Luigi Manca","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luigi Manca","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5012431211","display_name":"Enrico Zio","orcid":"https://orcid.org/0000-0002-7108-637X","observed_orcids":["https://orcid.org/0000-0002-7108-637X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Enrico Zio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.316,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.89451306,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1476","last_page":"1480"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9580000042915344,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10780","display_name":"Reliability and Maintenance Optimization","score":0.9580000042915344,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T11941","display_name":"Power System Reliability and Maintenance","score":0.028200000524520874,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/operation-and-maintenance-optimization","display_name":"operation and maintenance optimization","score":0.8539999723434448},{"id":"https://openalex.org/keywords/energy-systems","display_name":"energy systems","score":0.9049999713897705},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.7160000205039978},{"id":"https://openalex.org/keywords/anylogic","display_name":"AnyLogic","score":0.7379999756813049},{"id":"https://openalex.org/keywords/agent-based-modeling","display_name":"agent-based modeling","score":0.9670000076293945},{"id":"https://openalex.org/keywords/prognostics-and-health-management","display_name":"prognostics and health management","score":0.9929999709129333},{"id":"https://openalex.org/keywords/wind-farms","display_name":"wind farms","score":0.7390000224113464},{"id":"https://openalex.org/keywords/maintenance-strategy","display_name":"maintenance strategy","score":0.7919999957084656},{"id":"https://openalex.org/keywords/sequential-decision-processes","display_name":"sequential decision processes","score":0.5299999713897705}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8941203355789185},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7339854836463928},{"id":"https://openalex.org/C129364497","wikidata":"https://www.wikidata.org/wiki/Q3042561","display_name":"Prognostics","level":2,"score":0.707816481590271},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5957089066505432},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5723843574523926},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.42388463020324707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3826144337654114},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.32725244760513306},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2024114429950714},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10369694232940674},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10029813647270203},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3850/978-981-14-8593-0_5863-cd","doi":"https://doi.org/10.3850/978-981-14-8593-0_5863-cd","is_oa":false,"landing_page_url":"https://doi.org/10.3850/978-981-14-8593-0_5863-cd","pdf_url":null,"source":{"id":"https://openalex.org/S4306523729","display_name":"European Safety and Reliability Conference (ESREL)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th European Safety and Reliability Conference and 15th Probabilistic Safety Assessment and Management Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1181255","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/11311/1181255","pdf_url":"https://re.public.polimi.it/bitstream/11311/1181255/2/Agent-based-modeling-and-reinforcement-learning-for-optimizing-energy-systems-1.pdf","source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"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"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/1181255","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/11311/1181255","pdf_url":"https://re.public.polimi.it/bitstream/11311/1181255/2/Agent-based-modeling-and-reinforcement-learning-for-optimizing-energy-systems-1.pdf","source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"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"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.75,"id":"https://metadata.un.org/sdg/7"},{"display_name":"Industry, innovation and infrastructure","score":0.7207000255584717,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3134825366.pdf","grobid_xml":"https://content.openalex.org/works/W3134825366.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W213343370","https://openalex.org/W848002726","https://openalex.org/W2046376809","https://openalex.org/W2121863487","https://openalex.org/W2132701317","https://openalex.org/W2151810463","https://openalex.org/W2168237278","https://openalex.org/W2181847411","https://openalex.org/W2606440727","https://openalex.org/W2626314531","https://openalex.org/W2736601468","https://openalex.org/W2890279265","https://openalex.org/W3100789280","https://openalex.org/W3135017874","https://openalex.org/W3176023633","https://openalex.org/W4394662461"],"related_works":["https://openalex.org/W3135017874","https://openalex.org/W3211489071","https://openalex.org/W3205505956","https://openalex.org/W4415906280","https://openalex.org/W2921732122","https://openalex.org/W4385872343","https://openalex.org/W4416399478","https://openalex.org/W4298608772","https://openalex.org/W4383098109","https://openalex.org/W3176023633"],"abstract_inverted_index":{"The":[0],"optimization":[1],"of":[2,8,45,76,103,119,132,134],"the":[3,43,46,70,83,94,101,104,117,130],"Operation":[4],"and":[5,14,97,127,136],"Maintenance":[6],"(O&M)":[7],"energy":[9],"systems":[10],"equipped":[11],"with":[12],"Prognostics":[13],"Health":[15],"Management":[16],"(PHM)":[17],"capabilities":[18,72],"can":[19,28],"be":[20,29],"framed":[21],"as":[22],"a":[23,63],"sequential":[24],"decision":[25],"process,":[26],"which":[27,66,86],"addressed":[30],"by":[31,51],"Reinforcement":[32],"Learning":[33],"(RL).":[34],"However,":[35],"using":[36],"RL":[37,52,71,120],"algorithms":[38],"requires":[39],"specific":[40],"skills,":[41],"whereas":[42],"understanding":[44],"possibly":[47],"counter-intuitive":[48],"solutions":[49],"proposed":[50],"is":[53,80,87,113],"not":[54],"straifhtforward.":[55],"To":[56],"sidestep":[57],"both":[58],"issues,":[59],"we":[60],"use":[61,133],"Pathmind,":[62],"software":[64,91],"tool":[65],"enables":[67],"effectively":[68],"exploiting":[69],"without":[73],"deep":[74],"knowledge":[75],"machine":[77],"learning.":[78],"Pathmind":[79,135],"encoded":[81],"in":[82,121],"Anylogic":[84],"environment,":[85],"an":[88,123],"Agent-Based":[89],"simulation":[90],"that":[92],"simplifies":[93],"system":[95],"modeling":[96],"allows":[98],"easily":[99],"visualizing":[100],"effects":[102],"optimized":[105],"policy.":[106],"A":[107],"scaled-down":[108],"wind":[109],"farm":[110],"case":[111],"study":[112],"used":[114],"to":[115,128],"demonstrate":[116],"potential":[118],"identifying":[122],"optimal":[124],"O&M":[125],"policy":[126],"show":[129],"ease":[131],"AnyLogic.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2021-03-15T00:00:00"}
