{"id":"https://openalex.org/W4414715397","doi":"https://doi.org/10.1007/978-3-032-06129-4_5","title":"Enhancing Dynamic Control of\u00a0Inertial District Energy Networks Through a\u00a0Physics-Informed State-Space Model","display_name":"Enhancing Dynamic Control of\u00a0Inertial District Energy Networks Through a\u00a0Physics-Informed State-Space Model","publication_year":2025,"publication_date":"2025-10-01","ids":{"openalex":"https://openalex.org/W4414715397","doi":"https://doi.org/10.1007/978-3-032-06129-4_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-06129-4_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-06129-4_5","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-032-06129-4_5","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092559286","display_name":"Taha Boussaid","orcid":"https://orcid.org/0000-0003-0479-4429"},"institutions":[{"id":"https://openalex.org/I4210104752","display_name":"Centre d'\u00c9nerg\u00e9tique et de Thermique de Lyon","ror":"https://ror.org/01k383v05","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210104752","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I4210155607","display_name":"Laboratoire d'Informatique en Images et Syst\u00e8mes d'Information","ror":"https://ror.org/04dv4he91","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I188626449","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210155607","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Taha Boussaid","raw_affiliation_strings":["INSA Lyon, CNRS, CETHIL, UMR 5008, 69100, Villeurbanne, France","INSA Lyon, CNRS, LIRIS, UMR 5205, 69100, Villeurbanne, France","LIRIS - Laboratoire d'InfoRmatique en Image et Syst\u00e8mes d'information (B\u00e2timent Blaise Pascal - 20, avenue Albert Einstein - 69621 Villeurbanne cedex - France)","BD - Base de Donn\u00e9es (France)","CETHIL - Centre d'Energ\u00e9tique et de Thermique de Lyon (B\u00e2t. Sadi Carnot \r\nDomaine Scientifique de La Doua \r\n69621 VILLEURBANNE CEDEX - France)"],"affiliations":[{"raw_affiliation_string":"INSA Lyon, CNRS, CETHIL, UMR 5008, 69100, Villeurbanne, France","institution_ids":["https://openalex.org/I4210104752","https://openalex.org/I48430043","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"INSA Lyon, CNRS, LIRIS, UMR 5205, 69100, Villeurbanne, France","institution_ids":["https://openalex.org/I48430043","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIRIS - Laboratoire d'InfoRmatique en Image et Syst\u00e8mes d'information (B\u00e2timent Blaise Pascal - 20, avenue Albert Einstein - 69621 Villeurbanne cedex - France)","institution_ids":["https://openalex.org/I4210155607"]},{"raw_affiliation_string":"BD - Base de Donn\u00e9es (France)","institution_ids":[]},{"raw_affiliation_string":"CETHIL - Centre d'Energ\u00e9tique et de Thermique de Lyon (B\u00e2t. Sadi Carnot \r\nDomaine Scientifique de La Doua \r\n69621 VILLEURBANNE CEDEX - France)","institution_ids":["https://openalex.org/I4210104752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114711069","display_name":"Fran\u00e7ois Rousset","orcid":"https://orcid.org/0009-0008-7884-3960"},"institutions":[{"id":"https://openalex.org/I4210104752","display_name":"Centre d'\u00c9nerg\u00e9tique et de Thermique de Lyon","ror":"https://ror.org/01k383v05","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210104752","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fran\u00e7ois Rousset","raw_affiliation_strings":["INSA Lyon, CNRS, CETHIL, UMR 5008, 69100, Villeurbanne, France","CETHIL - Centre d'Energ\u00e9tique et de Thermique de Lyon (B\u00e2t. Sadi Carnot \r\nDomaine Scientifique de La Doua \r\n69621 VILLEURBANNE CEDEX - France)"],"affiliations":[{"raw_affiliation_string":"INSA Lyon, CNRS, CETHIL, UMR 5008, 69100, Villeurbanne, France","institution_ids":["https://openalex.org/I4210104752","https://openalex.org/I48430043","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"CETHIL - Centre d'Energ\u00e9tique et de Thermique de Lyon (B\u00e2t. Sadi Carnot \r\nDomaine Scientifique de La Doua \r\n69621 VILLEURBANNE CEDEX - France)","institution_ids":["https://openalex.org/I4210104752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084132799","display_name":"Marc Clausse","orcid":"https://orcid.org/0000-0002-0706-2533"},"institutions":[{"id":"https://openalex.org/I4210104752","display_name":"Centre d'\u00c9nerg\u00e9tique et de Thermique de Lyon","ror":"https://ror.org/01k383v05","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210104752","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marc Clausse","raw_affiliation_strings":["INSA Lyon, CNRS, CETHIL, UMR 5008, 69100, Villeurbanne, France","CETHIL - Centre d'Energ\u00e9tique et de Thermique de Lyon (B\u00e2t. Sadi Carnot \r\nDomaine Scientifique de La Doua \r\n69621 VILLEURBANNE CEDEX - France)"],"affiliations":[{"raw_affiliation_string":"INSA Lyon, CNRS, CETHIL, UMR 5008, 69100, Villeurbanne, France","institution_ids":["https://openalex.org/I4210104752","https://openalex.org/I48430043","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"CETHIL - Centre d'Energ\u00e9tique et de Thermique de Lyon (B\u00e2t. Sadi Carnot \r\nDomaine Scientifique de La Doua \r\n69621 VILLEURBANNE CEDEX - France)","institution_ids":["https://openalex.org/I4210104752"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063350327","display_name":"Vasile-Marian Scuturici","orcid":"https://orcid.org/0000-0001-8139-0212"},"institutions":[{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vasile-Marian Scuturici","raw_affiliation_strings":["INSA Lyon, CNRS, LIRIS, UMR 5205, 69100, Villeurbanne, France","BD - Base de Donn\u00e9es (France)"],"affiliations":[{"raw_affiliation_string":"INSA Lyon, CNRS, LIRIS, UMR 5205, 69100, Villeurbanne, France","institution_ids":["https://openalex.org/I48430043","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"BD - Base de Donn\u00e9es (France)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092559286"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210104752","https://openalex.org/I4210155607","https://openalex.org/I48430043"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.61427688,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"76","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9952999949455261,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9952999949455261,"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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.9901999831199646,"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/T10223","display_name":"Microgrid Control and Optimization","score":0.9311000108718872,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/scalability","display_name":"Scalability","score":0.5884000062942505},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.5335000157356262},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4693000018596649},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4401000142097473},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.37790000438690186},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.3522999882698059},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.3513000011444092},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.34880000352859497},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.3474999964237213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8636999726295471},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5884000062942505},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.5335000157356262},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4693000018596649},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4401000142097473},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.37790000438690186},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.374099999666214},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.3522999882698059},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.3513000011444092},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.34880000352859497},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3474999964237213},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.3458999991416931},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.3149999976158142},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.30880001187324524},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.30059999227523804},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.2953999936580658},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.26919999718666077},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.26809999346733093},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.2671999931335449}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-032-06129-4_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-06129-4_5","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:hal-05300969v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05300969","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), Sep 2025, Porto, Portugal. pp.76-94, ⟨10.1007/978-3-032-06129-4_5⟩","raw_type":"Conference papers"}],"best_oa_location":{"id":"doi:10.1007/978-3-032-06129-4_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-032-06129-4_5","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2902763729","https://openalex.org/W2949676527","https://openalex.org/W2971920409","https://openalex.org/W2999650538","https://openalex.org/W3008872739","https://openalex.org/W3021613070","https://openalex.org/W3026750486","https://openalex.org/W3047313329","https://openalex.org/W3135864649","https://openalex.org/W3199589734","https://openalex.org/W3212988389","https://openalex.org/W3215355792","https://openalex.org/W4206523681","https://openalex.org/W4224299907","https://openalex.org/W4224300633","https://openalex.org/W4306676086","https://openalex.org/W4313537476","https://openalex.org/W4320474674","https://openalex.org/W4378174417","https://openalex.org/W4382240004","https://openalex.org/W4386041419","https://openalex.org/W4386914202","https://openalex.org/W4387538266","https://openalex.org/W4388015568","https://openalex.org/W4390274581","https://openalex.org/W4391454582","https://openalex.org/W4393906130","https://openalex.org/W4399559343","https://openalex.org/W4402101199"],"related_works":[],"abstract_inverted_index":{"Control":[0],"optimization":[1,173,211],"is":[2,94],"essential":[3],"to":[4,46,78,117,151,159,202,215],"achieve":[5],"high":[6,51,62],"performance":[7],"and":[8,34,41,60,120,148,163,180,197],"cost":[9,205],"efficiency":[10],"in":[11,27,32],"large-scale":[12],"physical":[13],"systems":[14,22],"such":[15],"as":[16,103],"inertial":[17],"district":[18],"energy":[19,39,204],"networks.":[20],"These":[21],"play":[23],"a":[24,87,97,104,141],"key":[25],"role":[26],"mitigating":[28],"climate":[29],"change,":[30],"particularly":[31],"heating":[33],"cooling.":[35],"They":[36],"integrate":[37],"multiple":[38],"sources":[40],"require":[42],"intelligent":[43],"control":[44,73,93],"strategies":[45],"minimize":[47],"costs":[48],"while":[49,209],"preserving":[50],"efficiency.":[52],"However,":[53],"the":[54,61,161,167],"complexity":[55],"of":[56,131,166],"their":[57,67],"underlying":[58],"dynamics":[59],"computational":[63],"load":[64],"associated":[65],"with":[66],"numerical":[68],"simulation":[69,126],"often":[70],"make":[71],"predictive":[72,92],"prohibitively":[74],"slow":[75],"or":[76],"limited":[77],"short":[79],"time":[80,127,149,212],"horizons.":[81],"In":[82],"this":[83,192],"work,":[84],"we":[85,139],"introduce":[86,140],"hybrid":[88],"modeling":[89],"framework":[90],"where":[91],"accelerated":[95],"using":[96],"physics-informed":[98],"spatio-temporal":[99],"graph":[100],"neural":[101],"network":[102],"state-space":[105],"surrogate":[106],"model.":[107,169],"Unlike":[108],"existing":[109],"models,":[110],"our":[111],"approach":[112,123,193],"incorporates":[113],"first-principle":[114],"conservation":[115],"laws":[116],"improve":[118,152],"accuracy":[119,162],"generalization.":[121],"This":[122],"drastically":[124],"reduces":[125],"by":[128],"four":[129],"orders":[130],"magnitude,":[132],"enabling":[133],"faster":[134],"decision-making.":[135],"Using":[136],"real-world":[137],"data,":[138],"time-series":[142],"augmentation":[143],"technique":[144],"combining":[145],"Gaussian":[146],"scaling":[147],"slicing":[150],"model":[153],"performance.":[154],"Extensive":[155],"experiments":[156],"were":[157,175],"conducted":[158],"evaluate":[160],"generalization":[164],"capacity":[165],"learned":[168],"Once":[170],"validated,":[171],"several":[172],"techniques":[174],"implemented,":[176],"including":[177],"evolutionary":[178],"algorithms":[179],"reinforcement":[181],"learning,":[182],"which":[183],"are":[184],"assessed":[185],"against":[186],"rule-based":[187],"control.":[188],"Results":[189],"show":[190],"that":[191],"enables":[194],"scalable":[195],"predictions":[196],"efficient":[198],"control,":[199],"achieving":[200],"up":[201],"29%":[203],"savings":[206],"during":[207],"mid-season":[208],"cutting":[210],"from":[213],"days":[214],"mere":[216],"minutes.":[217]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}