{"id":"https://openalex.org/W3006367220","doi":"https://doi.org/10.1109/tii.2020.2973721","title":"Deep-Neural-Network-Based Economic Model Predictive Control for Ultrasupercritical Power Plant","display_name":"Deep-Neural-Network-Based Economic Model Predictive Control for Ultrasupercritical Power Plant","publication_year":2020,"publication_date":"2020-02-13","ids":{"openalex":"https://openalex.org/W3006367220","doi":"https://doi.org/10.1109/tii.2020.2973721","mag":"3006367220"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2020.2973721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2020.2973721","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084061806","display_name":"Jinghan Cui","orcid":"https://orcid.org/0000-0002-8759-8230"},"institutions":[{"id":"https://openalex.org/I4391767858","display_name":"State Key Laboratory of Synthetical Automation for Process Industries","ror":"https://ror.org/0380ng272","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767858","https://openalex.org/I9224756"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghan Cui","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries, Northeast University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-8759-8230","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, Northeast University, Shenyang, China","institution_ids":["https://openalex.org/I9224756","https://openalex.org/I4391767858"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042520521","display_name":"Tianyou Chai","orcid":"https://orcid.org/0000-0002-4623-1483"},"institutions":[{"id":"https://openalex.org/I4391767858","display_name":"State Key Laboratory of Synthetical Automation for Process Industries","ror":"https://ror.org/0380ng272","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767858","https://openalex.org/I9224756"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyou Chai","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries and International Joint Research Laboratory of Integrated Automation, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-4623-1483","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries and International Joint Research Laboratory of Integrated Automation, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756","https://openalex.org/I4391767858"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031191384","display_name":"Xiangjie Liu","orcid":"https://orcid.org/0000-0002-9116-518X"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangjie Liu","raw_affiliation_strings":["State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9116-518X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources, North China Electric Power University, Beijing, China","institution_ids":["https://openalex.org/I153473198"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.4681,"has_fulltext":false,"cited_by_count":70,"citation_normalized_percentile":{"value":0.94871625,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"16","issue":"9","first_page":"5905","last_page":"5913"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10791","display_name":"Advanced Control Systems Optimization","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T12567","display_name":"Heat transfer and supercritical fluids","score":0.9606000185012817,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9523000121116638,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6443160176277161},{"id":"https://openalex.org/keywords/model-predictive-control","display_name":"Model predictive control","score":0.5728254318237305},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5387697219848633},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5028874278068542},{"id":"https://openalex.org/keywords/boiler","display_name":"Boiler (water heating)","score":0.48979926109313965},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.48684877157211304},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.47622138261795044},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4587476849555969},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4524284303188324},{"id":"https://openalex.org/keywords/steam-turbine","display_name":"Steam turbine","score":0.4500477910041809},{"id":"https://openalex.org/keywords/internal-model","display_name":"Internal model","score":0.43604856729507446},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4290599822998047},{"id":"https://openalex.org/keywords/online-model","display_name":"Online model","score":0.42504462599754333},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4113757312297821},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.25726839900016785},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.2429162859916687}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6443160176277161},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.5728254318237305},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5387697219848633},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5028874278068542},{"id":"https://openalex.org/C2780013297","wikidata":"https://www.wikidata.org/wiki/Q19596153","display_name":"Boiler (water heating)","level":2,"score":0.48979926109313965},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.48684877157211304},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.47622138261795044},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4587476849555969},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4524284303188324},{"id":"https://openalex.org/C14794904","wikidata":"https://www.wikidata.org/wiki/Q189859","display_name":"Steam turbine","level":2,"score":0.4500477910041809},{"id":"https://openalex.org/C28427503","wikidata":"https://www.wikidata.org/wiki/Q13580300","display_name":"Internal model","level":3,"score":0.43604856729507446},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4290599822998047},{"id":"https://openalex.org/C2777851325","wikidata":"https://www.wikidata.org/wiki/Q7094102","display_name":"Online model","level":2,"score":0.42504462599754333},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4113757312297821},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25726839900016785},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2429162859916687},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"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":1,"locations":[{"id":"doi:10.1109/tii.2020.2973721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2020.2973721","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1049792491","display_name":null,"funder_award_id":"61673095","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3474679019","display_name":null,"funder_award_id":"61991400","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5898287775","display_name":null,"funder_award_id":"61991404","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8878381168","display_name":null,"funder_award_id":"61673171","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8976692540","display_name":null,"funder_award_id":"2019TQ0054","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1495476169","https://openalex.org/W1563938275","https://openalex.org/W1971804534","https://openalex.org/W1976231238","https://openalex.org/W1986922155","https://openalex.org/W1996837611","https://openalex.org/W2005544331","https://openalex.org/W2029661056","https://openalex.org/W2047451293","https://openalex.org/W2050203520","https://openalex.org/W2061328016","https://openalex.org/W2071905364","https://openalex.org/W2079063314","https://openalex.org/W2087736926","https://openalex.org/W2100495367","https://openalex.org/W2103028864","https://openalex.org/W2109247575","https://openalex.org/W2109483761","https://openalex.org/W2143363410","https://openalex.org/W2153281282","https://openalex.org/W2164767667","https://openalex.org/W2175040789","https://openalex.org/W2312251704","https://openalex.org/W2527553515","https://openalex.org/W2564753706","https://openalex.org/W2591350782","https://openalex.org/W2613653845","https://openalex.org/W2790891559","https://openalex.org/W2793556881","https://openalex.org/W2921826232","https://openalex.org/W2947592369","https://openalex.org/W3103064492"],"related_works":["https://openalex.org/W1990079087","https://openalex.org/W3202234113","https://openalex.org/W2101188133","https://openalex.org/W2157404983","https://openalex.org/W3023175897","https://openalex.org/W2388038580","https://openalex.org/W4385221652","https://openalex.org/W3214856188","https://openalex.org/W4246849984","https://openalex.org/W3085055827"],"abstract_inverted_index":{"The":[0,110],"dynamic":[1,35,47],"economic":[2],"optimization":[3],"of":[4,55,134],"the":[5,34,52,68,79,87,94,107,132,135],"ultrasupercritical":[6],"(USC)":[7],"boiler-turbine":[8],"unit":[9,81,129],"has":[10,24],"become":[11],"an":[12,97],"important":[13],"task":[14],"in":[15,93],"modern":[16],"power":[17],"plants.":[18],"Economic":[19],"model":[20,44,78,99],"predictive":[21],"control":[22],"(EMPC)":[23],"recently":[25],"developed":[26],"to":[27,77,119],"be":[28],"a":[29,41,64,126],"promising":[30],"method":[31],"for":[32,45,67],"realizing":[33],"economy.":[36],"This":[37,61],"EMPC":[38,66,108],"essentially":[39],"requires":[40],"highly":[42],"reliable":[43],"USC":[46,56,69,80,128],"prediction":[48],"which":[49],"could":[50],"reflect":[51],"internal":[53],"mechanism":[54],"with":[57,82,100],"big":[58],"data":[59],"feature.":[60],"article":[62],"constitutes":[63],"deep-neural-network-based":[65],"unit.":[70],"Deep":[71],"belief":[72],"network":[73],"(DBN)":[74],"is":[75,103],"used":[76],"mathematical":[83],"structure.":[84],"To":[85],"overcome":[86],"nonlinearity":[88],"and":[89,113],"time":[90],"delay":[91],"existing":[92],"pulverized":[95],"channel,":[96],"augmented":[98],"predictor":[101],"embedded":[102],"also":[104],"incorporated":[105],"into":[106],"design.":[109],"auxiliary":[111],"controller":[112],"stability":[114],"region":[115],"have":[116],"been":[117],"constituted":[118],"guarantee":[120],"closed-loop":[121],"stability.":[122],"Simulation":[123],"results":[124],"on":[125],"1000-MW":[127],"fully":[130],"demonstrate":[131],"effectiveness":[133],"proposed":[136],"DBN-based":[137],"EMPC.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
