{"id":"https://openalex.org/W4416092869","doi":"https://doi.org/10.3390/e27111145","title":"An Online Prediction Method for Transient Frequency Response in New Energy Grids Based on Deep Integration of WAMS Data and Physical Model","display_name":"An Online Prediction Method for Transient Frequency Response in New Energy Grids Based on Deep Integration of WAMS Data and Physical Model","publication_year":2025,"publication_date":"2025-11-10","ids":{"openalex":"https://openalex.org/W4416092869","doi":"https://doi.org/10.3390/e27111145","pmid":"https://pubmed.ncbi.nlm.nih.gov/41294988"},"language":"en","primary_location":{"id":"doi:10.3390/e27111145","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e27111145","pdf_url":"https://www.mdpi.com/1099-4300/27/11/1145/pdf?version=1762771172","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/27/11/1145/pdf?version=1762771172","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Kailin Yan","orcid":"https://orcid.org/0009-0008-9942-962X"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kailin Yan","raw_affiliation_strings":["School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China"],"raw_orcid":"https://orcid.org/0009-0008-9942-962X","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yi Hu","orcid":"https://orcid.org/0009-0002-3890-7559"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yi Hu","raw_affiliation_strings":["School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China"],"raw_orcid":"https://orcid.org/0009-0002-3890-7559","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Han Xu","orcid":"https://orcid.org/0009-0001-2136-0254"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Xu","raw_affiliation_strings":["School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China"],"raw_orcid":"https://orcid.org/0009-0001-2136-0254","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China","institution_ids":["https://openalex.org/I102345215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068307801","display_name":"Tao Huang","orcid":"https://orcid.org/0000-0002-5504-7848"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tao Huang","raw_affiliation_strings":["Department of Energy, Politecnico di Torino, 10129 Turin, Italy"],"raw_orcid":"https://orcid.org/0000-0002-5504-7848","affiliations":[{"raw_affiliation_string":"Department of Energy, Politecnico di Torino, 10129 Turin, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yang Long","orcid":"https://orcid.org/0009-0005-1852-7243"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Long","raw_affiliation_strings":["School of Electrical Engineering, Southwest Jiaotong University, Chengdu 611756, China"],"raw_orcid":"https://orcid.org/0009-0005-1852-7243","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Southwest Jiaotong University, Chengdu 611756, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100622687","display_name":"Tao Wang","orcid":"https://orcid.org/0000-0001-7162-1582"},"institutions":[{"id":"https://openalex.org/I102345215","display_name":"Xihua University","ror":"https://ror.org/04gwtvf26","country_code":"CN","type":"education","lineage":["https://openalex.org/I102345215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Wang","raw_affiliation_strings":["School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China"],"raw_orcid":"https://orcid.org/0000-0001-7162-1582","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China","institution_ids":["https://openalex.org/I102345215"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102345215"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":0.4626,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.69673712,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"27","issue":"11","first_page":"1145","last_page":"1145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10305","display_name":"Power System Optimization and Stability","score":0.3337000012397766,"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/T10305","display_name":"Power System Optimization and Stability","score":0.3337000012397766,"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/T10740","display_name":"Wind Turbine Control Systems","score":0.26260000467300415,"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/T11102","display_name":"HVDC Systems and Fault Protection","score":0.12139999866485596,"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/frequency-response","display_name":"Frequency response","score":0.7087000012397766},{"id":"https://openalex.org/keywords/transient","display_name":"Transient (computer programming)","score":0.5695000290870667},{"id":"https://openalex.org/keywords/transient-response","display_name":"Transient response","score":0.5504999756813049},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.5212000012397766},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5194000005722046},{"id":"https://openalex.org/keywords/frequency-deviation","display_name":"Frequency deviation","score":0.49799999594688416},{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.47279998660087585},{"id":"https://openalex.org/keywords/time\u2013frequency-analysis","display_name":"Time\u2013frequency analysis","score":0.4722000062465668},{"id":"https://openalex.org/keywords/inertia","display_name":"Inertia","score":0.4284999966621399},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.4259999990463257}],"concepts":[{"id":"https://openalex.org/C8590192","wikidata":"https://www.wikidata.org/wiki/Q1054694","display_name":"Frequency response","level":2,"score":0.7087000012397766},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6822999715805054},{"id":"https://openalex.org/C2780799671","wikidata":"https://www.wikidata.org/wiki/Q17087362","display_name":"Transient (computer programming)","level":2,"score":0.5695000290870667},{"id":"https://openalex.org/C85761212","wikidata":"https://www.wikidata.org/wiki/Q1974593","display_name":"Transient response","level":2,"score":0.5504999756813049},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.5212000012397766},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5194000005722046},{"id":"https://openalex.org/C123919525","wikidata":"https://www.wikidata.org/wiki/Q761942","display_name":"Frequency deviation","level":3,"score":0.49799999594688416},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.47279998660087585},{"id":"https://openalex.org/C142433447","wikidata":"https://www.wikidata.org/wiki/Q7806653","display_name":"Time\u2013frequency analysis","level":3,"score":0.4722000062465668},{"id":"https://openalex.org/C110407247","wikidata":"https://www.wikidata.org/wiki/Q122508","display_name":"Inertia","level":2,"score":0.4284999966621399},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.4259999990463257},{"id":"https://openalex.org/C21905445","wikidata":"https://www.wikidata.org/wiki/Q5502873","display_name":"Frequency grid","level":3,"score":0.37369999289512634},{"id":"https://openalex.org/C2778116611","wikidata":"https://www.wikidata.org/wiki/Q25110567","display_name":"Frequency band","level":3,"score":0.3513000011444092},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.34940001368522644},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.34619998931884766},{"id":"https://openalex.org/C116672817","wikidata":"https://www.wikidata.org/wiki/Q1454986","display_name":"Physical system","level":2,"score":0.33649998903274536},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.32249999046325684},{"id":"https://openalex.org/C25915539","wikidata":"https://www.wikidata.org/wiki/Q220786","display_name":"Automatic frequency control","level":2,"score":0.3122999966144562},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.3095000088214874},{"id":"https://openalex.org/C544738498","wikidata":"https://www.wikidata.org/wiki/Q861135","display_name":"Distributed generation","level":3,"score":0.30000001192092896},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C10513763","wikidata":"https://www.wikidata.org/wiki/Q1331774","display_name":"Fundamental frequency","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C14915586","wikidata":"https://www.wikidata.org/wiki/Q1653998","display_name":"Transient voltage suppressor","level":3,"score":0.2824000120162964},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.27160000801086426},{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.2515999972820282}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/e27111145","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e27111145","pdf_url":"https://www.mdpi.com/1099-4300/27/11/1145/pdf?version=1762771172","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Entropy","raw_type":"journal-article"},{"id":"pmid:41294988","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41294988","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:d93f3c3dc66e42a0bfd116a506fae42e","is_oa":true,"landing_page_url":"https://doaj.org/article/d93f3c3dc66e42a0bfd116a506fae42e","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,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy, Vol 27, Iss 11, p 1145 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/e27111145","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e27111145","pdf_url":"https://www.mdpi.com/1099-4300/27/11/1145/pdf?version=1762771172","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416092869.pdf","grobid_xml":"https://content.openalex.org/works/W4416092869.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2081805181","https://openalex.org/W2142916362","https://openalex.org/W2155907703","https://openalex.org/W2513160181","https://openalex.org/W2590242002","https://openalex.org/W2607208291","https://openalex.org/W2947917444","https://openalex.org/W2965276511","https://openalex.org/W2979438566","https://openalex.org/W2986986758","https://openalex.org/W2997003477","https://openalex.org/W3007738141","https://openalex.org/W3033849798","https://openalex.org/W3110400647","https://openalex.org/W3119608174","https://openalex.org/W4213250011","https://openalex.org/W4285818499","https://openalex.org/W4312474866","https://openalex.org/W4312676238","https://openalex.org/W4312779034","https://openalex.org/W4319068567","https://openalex.org/W4323572267","https://openalex.org/W4360897700","https://openalex.org/W4361855447","https://openalex.org/W4387197136","https://openalex.org/W4387885884","https://openalex.org/W4391188882","https://openalex.org/W4401934840","https://openalex.org/W4404520772","https://openalex.org/W4405056015","https://openalex.org/W4405417482"],"related_works":[],"abstract_inverted_index":{"The":[0],"integration":[1,31],"of":[2,6,21,32,54,103,118,180,200,217,226,305,332],"a":[3,90,124,169,238,345],"high":[4,43],"proportion":[5],"renewable":[7],"energy":[8,40],"has":[9],"significantly":[10,325],"reduced":[11],"the":[12,19,29,52,63,67,84,107,111,176,188,201,214,222,247,252,258,265,274,287,301,306,315,322],"grid":[13],"inertia":[14],"level":[15],"and":[16,42,71,80,100,115,127,139,231,251,303,340],"markedly":[17],"increased":[18],"risk":[20],"transient":[22,86,130,157,203,307],"frequency":[23,55,87,112,131,158,170,177,204,228,254,278,308,350,360],"instability":[24],"in":[25,58,66,97,110,245,330,353],"power":[26,60,355],"systems.":[27],"Meanwhile,":[28],"large-scale":[30],"diverse":[33],"heterogeneous":[34,359],"resources-such":[35],"as":[36,273],"wind":[37],"power,":[38],"photovoltaics,":[39],"storage,":[41],"voltage":[44],"direct":[45],"current":[46],"(HVDC)":[47],"transmission":[48],"systems-has":[49],"considerably":[50],"enriched":[51],"portfolio":[53],"regulation":[56,113,178,361],"assets":[57],"modern":[59],"grids.":[61],"However,":[62,106],"marked":[64],"disparities":[65],"dynamic":[68,171],"response":[69,116,132,159,172,229],"characteristics":[70,114,179],"actuation":[72],"speeds":[73,117],"among":[74],"these":[75,119],"resources":[76,120],"introduce":[77],"significant":[78],"nonlinearity":[79],"high-dimensional":[81,128],"complexity":[82],"into":[83,264,286],"system's":[85],"behavior.":[88],"As":[89],"result,":[91],"conventional":[92],"methods":[93],"face":[94],"considerable":[95],"challenges":[96],"achieving":[98],"accurate":[99],"timely":[101],"prediction":[102,154,266,309,333],"such":[104],"responses.":[105],"substantial":[108],"differences":[109],"have":[121],"led":[122],"to":[123,137,196,212,290,296],"highly":[125],"nonlinear":[126],"complex":[129],"process,":[133],"which":[134,193,246],"is":[135,184,194,210,243,271,284],"difficult":[136],"accurately":[138],"rapidly":[140],"predict":[141],"using":[142],"traditional":[143,327],"methods.":[144],"To":[145],"address":[146],"this":[147,149],"challenge,":[148],"paper":[150],"proposes":[151],"an":[152],"online":[153,349],"method":[155,324],"for":[156,277,348],"that":[160,292,321],"deeply":[161],"integrates":[162],"physical":[163,219,227,249,259,281,297],"principles":[164],"with":[165,357],"data-driven":[166,275,328],"approaches.":[167],"First,":[168],"analysis":[173],"model":[174,260,270],"incorporating":[175],"multiple":[181,358],"resource":[182],"types":[183],"constructed":[185],"based":[186,313],"on":[187,314],"Single-Machine":[189],"Equivalent":[190],"(SME)":[191],"method,":[192],"used":[195],"extract":[197],"key":[198],"features":[199,230,250],"post-fault":[202],"response.":[205,279],"Subsequently,":[206],"information":[207],"entropy":[208],"theory":[209],"introduced":[211],"quantify":[213],"informational":[215],"contribution":[216],"each":[218],"feature,":[220],"enabling":[221],"adaptive":[223],"weighted":[224,248],"fusion":[225],"Wide-Area":[232],"Measurement":[233],"System":[234],"(WAMS)":[235],"data.":[236],"Finally,":[237],"physics-guided":[239],"machine":[240],"learning":[241],"framework":[242],"proposed,":[244],"complete":[253],"curve":[255],"predicted":[256],"by":[257],"are":[261],"jointly":[262],"embedded":[263],"process.":[267],"An":[268],"MLP-GRU-Attention":[269],"designed":[272],"predictor":[276],"A":[280],"consistency":[282],"constraint":[283],"incorporated":[285],"loss":[288],"function":[289],"ensure":[291],"predictions":[293],"strictly":[294],"adhere":[295],"laws,":[298],"thereby":[299],"enhancing":[300],"accuracy":[302],"reliability":[304],"model.":[310],"Case":[311],"studies":[312],"modified":[316],"IEEE":[317],"39-bus":[318],"system":[319],"demonstrate":[320],"proposed":[323],"outperforms":[326],"approaches":[329],"terms":[331],"accuracy,":[334],"generalization":[335],"capability":[336],"under":[337],"small-sample":[338],"conditions,":[339],"noise":[341],"immunity.":[342],"This":[343],"provides":[344],"new":[346],"avenue":[347],"security":[351],"awareness":[352],"renewable-integrated":[354],"systems":[356],"resources.":[362]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-11-10T00:00:00"}
