{"id":"https://openalex.org/W7087506239","doi":"https://doi.org/10.18420/inf2025_154","title":"Reinforcement Learning and Life Cycle Assessment for a Circular Economy \u2013 Towards Absolute Sustainability","display_name":"Reinforcement Learning and Life Cycle Assessment for a Circular Economy \u2013 Towards Absolute Sustainability","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7087506239","doi":"https://doi.org/10.18420/inf2025_154"},"language":"en","primary_location":{"id":"doi:10.18420/inf2025_154","is_oa":true,"landing_page_url":"https://doi.org/10.18420/inf2025_154","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/inf2025_154","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Buchner, Johannes","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Buchner, Johannes","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62757962,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10499","display_name":"Folate and B Vitamins Research","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10499","display_name":"Folate and B Vitamins Research","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13984","display_name":"Nutrition, Genetics, and Disease","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11067","display_name":"Colorectal Cancer Treatments and Studies","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6751000285148621},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.6718999743461609},{"id":"https://openalex.org/keywords/circular-economy","display_name":"Circular economy","score":0.5189999938011169},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.4575999975204468},{"id":"https://openalex.org/keywords/absolute","display_name":"Absolute (philosophy)","score":0.4341999888420105},{"id":"https://openalex.org/keywords/planetary-boundaries","display_name":"Planetary boundaries","score":0.4309000074863434},{"id":"https://openalex.org/keywords/democracy","display_name":"Democracy","score":0.35420000553131104}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6751000285148621},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.6718999743461609},{"id":"https://openalex.org/C2777448596","wikidata":"https://www.wikidata.org/wiki/Q497743","display_name":"Circular economy","level":2,"score":0.5189999938011169},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.4575999975204468},{"id":"https://openalex.org/C2777487392","wikidata":"https://www.wikidata.org/wiki/Q481201","display_name":"Absolute (philosophy)","level":2,"score":0.4341999888420105},{"id":"https://openalex.org/C32334204","wikidata":"https://www.wikidata.org/wiki/Q961310","display_name":"Planetary boundaries","level":3,"score":0.4309000074863434},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.40450000762939453},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3781999945640564},{"id":"https://openalex.org/C555826173","wikidata":"https://www.wikidata.org/wiki/Q7174","display_name":"Democracy","level":3,"score":0.35420000553131104},{"id":"https://openalex.org/C74363100","wikidata":"https://www.wikidata.org/wiki/Q273005","display_name":"Economic system","level":1,"score":0.34850001335144043},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34619998931884766},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3418000042438507},{"id":"https://openalex.org/C162127614","wikidata":"https://www.wikidata.org/wiki/Q5928045","display_name":"Ambivalence","level":2,"score":0.31040000915527344},{"id":"https://openalex.org/C2778775528","wikidata":"https://www.wikidata.org/wiki/Q5135432","display_name":"Closing (real estate)","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.27810001373291016},{"id":"https://openalex.org/C119693030","wikidata":"https://www.wikidata.org/wiki/Q2180497","display_name":"Economic model","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2639999985694885}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18420/inf2025_154","is_oa":true,"landing_page_url":"https://doi.org/10.18420/inf2025_154","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/inf2025_154","is_oa":true,"landing_page_url":"https://doi.org/10.18420/inf2025_154","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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"},"sustainable_development_goals":[{"score":0.5718941688537598,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0,40],"discuss":[1,118],"the":[2,15,23,27,43,49,71,119,130,139],"potential":[3,120],"of":[4,30,47,73,121,137,149],"using":[5],"methods":[6,123],"from":[7],"reinforcement":[8,101],"learning":[9,102],"to":[10,66,80],"achieve":[11],"absolute":[12],"sustainability":[13],"in":[14,56,76,91,106,112],"economic":[16,50,126],"system":[17],"by":[18,128],"respecting":[19],"planetary":[20],"boundaries.":[21],"In":[22],"beginning,":[24],"we":[25,60,86,98,117],"present":[26,87],"\u201cstrategic":[28],"triangle":[29],"AI\u201d":[31],"for":[32,82,124],"such":[33,122],"an":[34,38],"ambivalent":[35],"endeavor":[36],"as":[37],"introduction.":[39],"then":[41],"formulate":[42],"computer-science":[44],"related":[45],"challenges":[46,69],"changing":[48,129],"paradigm":[51],"towards":[52,141],"(absolute)":[53,83],"sustainability,":[54,84],"and":[55,85,109,134,146],"how":[57,100],"far":[58],"what":[59],"call":[61],"\u2019progressive":[62],"computer":[63,107],"science\u2019":[64],"needs":[65],"contribute.":[67],"Those":[68],"include":[70],"closing":[72],"material":[74],"loops":[75],"a":[77,142],"circular":[78],"economy":[79,140],"optimize":[81],"some":[88,96],"new":[89],"ideas":[90],"this":[92],"direction.":[93],"To":[94],"give":[95],"context,":[97],"explain":[99],"was":[103],"successfully":[104],"applied":[105],"chess":[108],"beyond":[110],"(e.g.":[111],"AlphaZero":[113],"/":[114],"AlphaFold).":[115],"Finally,":[116],"ecological":[125],"planning":[127],"current":[131],"mostly":[132],"\u2019linear\u2019":[133],"profit-driven":[135],"way":[136],"organizing":[138],"more":[143],"circular,":[144],"democratic":[145],"sustainable":[147],"mode":[148],"production.":[150]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-11T00:00:00"}