{"id":"https://openalex.org/W4396552608","doi":"https://doi.org/10.3390/en17092167","title":"Reinforcement Learning for Efficient Power Systems Planning: A Review of Operational and Expansion Strategies","display_name":"Reinforcement Learning for Efficient Power Systems Planning: A Review of Operational and Expansion Strategies","publication_year":2024,"publication_date":"2024-05-01","ids":{"openalex":"https://openalex.org/W4396552608","doi":"https://doi.org/10.3390/en17092167"},"language":"en","primary_location":{"id":"doi:10.3390/en17092167","doi":"https://doi.org/10.3390/en17092167","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en17092167","pdf_url":"https://www.mdpi.com/1996-1073/17/9/2167/pdf?version=1714554145","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energies","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1996-1073/17/9/2167/pdf?version=1714554145","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002629564","display_name":"Gabriel Pes\u00e1ntez","orcid":"https://orcid.org/0000-0003-4037-3859","observed_orcids":["https://orcid.org/0000-0003-4037-3859","https://orcid.org/0000-0003-1291-2560"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]},{"id":"https://openalex.org/I4210087226","display_name":"Universidad T\u00e9cnica de Cotopaxi","ror":"https://ror.org/004jbx603","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210087226"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Gabriel Pes\u00e1ntez","raw_affiliation_strings":["Electrical Engineering Program, Faculty of Engineering and Applied Sciences, Universidad T\u00e9cnica de Cotopaxi, Campus La Matriz, Latacunga 050108, Ecuador","Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Program, Faculty of Engineering and Applied Sciences, Universidad T\u00e9cnica de Cotopaxi, Campus La Matriz, Latacunga 050108, Ecuador","institution_ids":["https://openalex.org/I4210087226"]},{"raw_affiliation_string":"Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007974154","display_name":"Wilian Guam\u00e1n","orcid":"https://orcid.org/0000-0002-9905-8231","observed_orcids":["https://orcid.org/0000-0002-9905-8231"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]},{"id":"https://openalex.org/I4210087226","display_name":"Universidad T\u00e9cnica de Cotopaxi","ror":"https://ror.org/004jbx603","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210087226"]}],"countries":["EC"],"is_corresponding":true,"raw_author_name":"Wilian Guam\u00e1n","raw_affiliation_strings":["Electrical Engineering Program, Faculty of Engineering and Applied Sciences, Universidad T\u00e9cnica de Cotopaxi, Campus La Matriz, Latacunga 050108, Ecuador","Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-9905-8231","affiliations":[{"raw_affiliation_string":"Electrical Engineering Program, Faculty of Engineering and Applied Sciences, Universidad T\u00e9cnica de Cotopaxi, Campus La Matriz, Latacunga 050108, Ecuador","institution_ids":["https://openalex.org/I4210087226"]},{"raw_affiliation_string":"Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113724649","display_name":"Jos\u00e9 C\u00f3rdova","orcid":"https://orcid.org/0009-0009-1560-4476","observed_orcids":["https://orcid.org/0009-0009-1560-4476"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 C\u00f3rdova","raw_affiliation_strings":["Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062030138","display_name":"Miguel Torres","orcid":"https://orcid.org/0000-0002-3315-3279","observed_orcids":["https://orcid.org/0000-0002-3315-3279"]},"institutions":[{"id":"https://openalex.org/I2135383","display_name":"Escuela Superior Politecnica del Litoral","ror":"https://ror.org/04qenc566","country_code":"EC","type":"education","lineage":["https://openalex.org/I2135383"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Miguel Torres","raw_affiliation_strings":["Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador"],"raw_orcid":"https://orcid.org/0000-0002-3315-3279","affiliations":[{"raw_affiliation_string":"Faculty of Electrical and Computer Engineering, Escuela Superior Polit\u00e9cnica del Litoral, ESPOL, Campus Gustavo Galindo, Km. 30.5 v\u00eda Perimetral, Guayaquil 090902, Ecuador","institution_ids":["https://openalex.org/I2135383"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039353457","display_name":"Pablo Benalcazar","orcid":"https://orcid.org/0000-0001-9578-8299","observed_orcids":["https://orcid.org/0000-0001-9578-8299"]},"institutions":[{"id":"https://openalex.org/I4210123552","display_name":"Mineral and Energy Economy Research Institute of the Polish Academy of Sciences","ror":"https://ror.org/02q3a7088","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210123552","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Pablo Benalcazar","raw_affiliation_strings":["Division of Energy Economics, Mineral and Energy Economy Research Institute of the Polish Academy of Sciences, ul. J. Wybickiego 7A, 31-261 Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0001-9578-8299","affiliations":[{"raw_affiliation_string":"Division of Energy Economics, Mineral and Energy Economy Research Institute of the Polish Academy of Sciences, ul. J. Wybickiego 7A, 31-261 Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I4210123552"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5007974154","https://openalex.org/A5039353457"],"corresponding_institution_ids":["https://openalex.org/I2135383","https://openalex.org/I4210087226","https://openalex.org/I4210123552"],"apc_list":{"value":2600,"currency":"CHF","value_usd":2955},"apc_paid":{"value":2600,"currency":"CHF","value_usd":2955},"fwci":2.6968,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.91034639,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"17","issue":"9","first_page":"2167","last_page":"2167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10424","display_name":"Electric Power System Optimization","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10424","display_name":"Electric Power System Optimization","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10454","display_name":"Optimal Power Flow Distribution","score":0.00430000014603138,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12451","display_name":"Smart Grid and Power Systems","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.9950000047683716},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.9919999837875366},{"id":"https://openalex.org/keywords/power-system-planning","display_name":"power system planning","score":0.8209999799728394},{"id":"https://openalex.org/keywords/optimal-power-flow","display_name":"optimal power flow","score":0.824999988079071},{"id":"https://openalex.org/keywords/economic-dispatch","display_name":"economic dispatch","score":0.9990000128746033},{"id":"https://openalex.org/keywords/unit-commitment","display_name":"unit commitment","score":1.0},{"id":"https://openalex.org/keywords/transmission-expansion-planning","display_name":"transmission expansion planning","score":0.9729999899864197},{"id":"https://openalex.org/keywords/distribution-network-expansion-planning","display_name":"distribution network expansion planning","score":0.9980000257492065},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.921999990940094},{"id":"https://openalex.org/keywords/reward-function","display_name":"reward function","score":0.7829999923706055},{"id":"https://openalex.org/keywords/power-system-operation","display_name":"power system operation","score":0.800000011920929}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7660739421844482},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.6759060621261597},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4486633539199829},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3297426104545593},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31601643562316895},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26359495520591736},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/en17092167","doi":"https://doi.org/10.3390/en17092167","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en17092167","pdf_url":"https://www.mdpi.com/1996-1073/17/9/2167/pdf?version=1714554145","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energies","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jeners:v:17:y:2024:i:9:p:2167-:d:1387432","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/1996-1073/17/9/2167/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:dca100664062402ea173ef9652a08066","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/dca100664062402ea173ef9652a08066","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energies, Vol 17, Iss 9, p 2167 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/en17092167","doi":"https://doi.org/10.3390/en17092167","is_oa":true,"landing_page_url":"https://doi.org/10.3390/en17092167","pdf_url":"https://www.mdpi.com/1996-1073/17/9/2167/pdf?version=1714554145","source":{"id":"https://openalex.org/S198098182","display_name":"Energies","issn_l":"1996-1073","issn":["1996-1073"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energies","raw_type":"journal-article"},"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/W4396552608.pdf","grobid_xml":"https://content.openalex.org/works/W4396552608.grobid-xml"},"referenced_works_count":91,"referenced_works":["https://openalex.org/W1988344179","https://openalex.org/W2057619715","https://openalex.org/W2139803620","https://openalex.org/W2147536786","https://openalex.org/W2330219538","https://openalex.org/W2395721918","https://openalex.org/W2496362907","https://openalex.org/W2549016862","https://openalex.org/W2591980212","https://openalex.org/W2611612482","https://openalex.org/W2614973336","https://openalex.org/W2809030262","https://openalex.org/W2858588634","https://openalex.org/W2891762600","https://openalex.org/W2895278629","https://openalex.org/W2897221596","https://openalex.org/W2954968417","https://openalex.org/W2964215000","https://openalex.org/W2980192018","https://openalex.org/W2981774503","https://openalex.org/W2994779380","https://openalex.org/W2999953070","https://openalex.org/W3012083254","https://openalex.org/W3012106393","https://openalex.org/W3016983759","https://openalex.org/W3021749965","https://openalex.org/W3082265624","https://openalex.org/W3094357692","https://openalex.org/W3105693230","https://openalex.org/W3107554570","https://openalex.org/W3108288031","https://openalex.org/W3108892825","https://openalex.org/W3109574507","https://openalex.org/W3110125326","https://openalex.org/W3112388352","https://openalex.org/W3117493475","https://openalex.org/W3126050046","https://openalex.org/W3127654041","https://openalex.org/W3132222916","https://openalex.org/W3137942831","https://openalex.org/W3144108089","https://openalex.org/W3145097983","https://openalex.org/W3146923214","https://openalex.org/W3153001265","https://openalex.org/W3159339606","https://openalex.org/W3162512198","https://openalex.org/W3163622855","https://openalex.org/W3164231205","https://openalex.org/W3199243636","https://openalex.org/W3199812688","https://openalex.org/W3201825191","https://openalex.org/W3204810118","https://openalex.org/W3204976783","https://openalex.org/W3205830537","https://openalex.org/W3207076348","https://openalex.org/W3212677041","https://openalex.org/W3216628923","https://openalex.org/W4200183347","https://openalex.org/W4200308031","https://openalex.org/W4200530024","https://openalex.org/W4205493724","https://openalex.org/W4205791736","https://openalex.org/W4210539565","https://openalex.org/W4211174157","https://openalex.org/W4214743751","https://openalex.org/W4214759040","https://openalex.org/W4225260023","https://openalex.org/W4238126865","https://openalex.org/W4241480798","https://openalex.org/W4251234235","https://openalex.org/W4285255793","https://openalex.org/W4308522389","https://openalex.org/W4311888422","https://openalex.org/W4318464196","https://openalex.org/W4319430438","https://openalex.org/W4320040622","https://openalex.org/W4360618680","https://openalex.org/W4366779688","https://openalex.org/W4367311322","https://openalex.org/W4376457613","https://openalex.org/W4376561168","https://openalex.org/W4383497724","https://openalex.org/W4383748031","https://openalex.org/W4384385612","https://openalex.org/W4388220163","https://openalex.org/W4388282342","https://openalex.org/W4388834770","https://openalex.org/W4391236599","https://openalex.org/W4391282104","https://openalex.org/W4392435107","https://openalex.org/W4392502535"],"related_works":["https://openalex.org/W7084125874","https://openalex.org/W4400020083","https://openalex.org/W3108288031","https://openalex.org/W4417340299","https://openalex.org/W3203256658","https://openalex.org/W2366129068","https://openalex.org/W2994779380","https://openalex.org/W3132222916","https://openalex.org/W4214759040","https://openalex.org/W4411272937"],"abstract_inverted_index":{"The":[0,74,112],"efficient":[1],"planning":[2,47,83,104,110,131],"of":[3,50,59,64,115,126,137,168,179],"electric":[4],"power":[5,51,86,188],"systems":[6],"is":[7],"essential":[8],"to":[9,45],"meet":[10],"both":[11],"the":[12,46,62,135,176],"current":[13],"and":[14,48,66,92,96,106,117,150,159,181],"future":[15],"energy":[16],"demands.":[17],"In":[18],"this":[19,72],"context,":[20],"reinforcement":[21,68],"learning":[22,69,138],"(RL)":[23],"has":[24,42],"emerged":[25],"as":[26,34],"a":[27,56,123],"promising":[28],"tool":[29],"for":[30],"control":[31],"problems":[32,75],"modeled":[33],"Markov":[35],"decision":[36],"processes":[37],"(MDPs).":[38],"Recently,":[39],"its":[40],"application":[41,63],"been":[43],"extended":[44],"operation":[49],"systems.":[52,189],"This":[53,133],"study":[54],"provides":[55],"systematic":[57],"review":[58,155],"advances":[60],"in":[61,71,129,166,170,183],"RL":[65,116,158,180],"deep":[67],"(DRL)":[70],"field.":[73],"are":[76,119],"classified":[77],"into":[78],"two":[79],"main":[80],"categories:":[81],"Operation":[82],"including":[84],"optimal":[85],"flow":[87],"(OPF),":[88],"economic":[89],"dispatch":[90],"(ED),":[91],"unit":[93],"commitment":[94],"(UC)":[95],"expansion":[97,103,109],"planning,":[98],"focusing":[99],"on":[100],"transmission":[101],"network":[102,108],"(TNEP)":[105],"distribution":[107],"(DNEP).":[111],"theoretical":[113],"foundations":[114],"DRL":[118,160,182],"explored,":[120],"followed":[121],"by":[122],"detailed":[124],"analysis":[125],"their":[127],"implementation":[128],"each":[130],"area.":[132],"includes":[134],"identification":[136],"algorithms,":[139],"function":[140],"approximators,":[141],"action":[142],"policies,":[143],"agent":[144],"types,":[145],"performance":[146],"metrics,":[147],"reward":[148],"functions,":[149],"pertinent":[151],"case":[152],"studies.":[153],"Our":[154],"reveals":[156],"that":[157],"algorithms":[161],"outperform":[162],"conventional":[163],"methods,":[164],"especially":[165],"terms":[167],"efficiency":[169],"computational":[171],"time.":[172],"These":[173],"results":[174],"highlight":[175],"transformative":[177],"potential":[178],"addressing":[184],"complex":[185],"challenges":[186],"within":[187]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4}],"updated_date":"2026-10-25T09:29:13.331239","created_date":"2024-05-02T00:00:00"}
