{"id":"https://openalex.org/W4391236644","doi":"https://doi.org/10.1109/ispec58282.2023.10402807","title":"Wind and PV Power Ramp Events Prediction Based on Long Short-Term Memory Network","display_name":"Wind and PV Power Ramp Events Prediction Based on Long Short-Term Memory Network","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4391236644","doi":"https://doi.org/10.1109/ispec58282.2023.10402807"},"language":"en","primary_location":{"id":"doi:10.1109/ispec58282.2023.10402807","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ispec58282.2023.10402807","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Sustainable Power and Energy Conference (iSPEC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5053826909","display_name":"Z P Wang","orcid":"https://orcid.org/0009-0002-4656-8956"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zengwei Wang","raw_affiliation_strings":["Shandong University,Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education,Jinan,China","Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong University,Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education,Jinan,China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101561564","display_name":"Zhendong Li","orcid":"https://orcid.org/0000-0002-2928-193X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhendong Li","raw_affiliation_strings":["Shandong University,Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education,Jinan,China","Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong University,Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education,Jinan,China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058363207","display_name":"Yutian Liu","orcid":"https://orcid.org/0000-0001-6932-5207"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yutian Liu","raw_affiliation_strings":["Shandong University,Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education,Jinan,China","Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong University,Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education,Jinan,China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Key Laboratory of Power System Intelligent Dispatch and Control of Ministry of Education, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100595044","display_name":"Huan Ma","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huan Ma","raw_affiliation_strings":["State Grid Shandong Electric Power Research Institute,Jinan,China","State Grid Shandong Electric Power Research Institute, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute,Jinan,China","institution_ids":[]},{"raw_affiliation_string":"State Grid Shandong Electric Power Research Institute, Jinan, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12804","display_name":"Thermal Analysis in Power Transmission","score":0.9987999796867371,"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/T12804","display_name":"Thermal Analysis in Power Transmission","score":0.9987999796867371,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9955000281333923,"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/T14444","display_name":"Power Systems and Renewable Energy","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.6896024942398071},{"id":"https://openalex.org/keywords/renewable-energy","display_name":"Renewable energy","score":0.5919856429100037},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5776435732841492},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.5442765355110168},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.5426405668258667},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.46664029359817505},{"id":"https://openalex.org/keywords/randomness","display_name":"Randomness","score":0.4515678882598877},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.4234773516654968},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.4199543297290802},{"id":"https://openalex.org/keywords/electric-power-transmission","display_name":"Electric power transmission","score":0.41275113821029663},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.40940365195274353},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.34969884157180786},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3344164490699768},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.2788150906562805}],"concepts":[{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.6896024942398071},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.5919856429100037},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5776435732841492},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.5442765355110168},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.5426405668258667},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.46664029359817505},{"id":"https://openalex.org/C125112378","wikidata":"https://www.wikidata.org/wiki/Q176640","display_name":"Randomness","level":2,"score":0.4515678882598877},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4234773516654968},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.4199543297290802},{"id":"https://openalex.org/C140311924","wikidata":"https://www.wikidata.org/wiki/Q200928","display_name":"Electric power transmission","level":2,"score":0.41275113821029663},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.40940365195274353},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34969884157180786},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3344164490699768},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2788150906562805},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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/ispec58282.2023.10402807","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ispec58282.2023.10402807","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Sustainable Power and Energy Conference (iSPEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8899999856948853,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2062335310","https://openalex.org/W2800469266","https://openalex.org/W2949384103","https://openalex.org/W3094057912","https://openalex.org/W4307697670","https://openalex.org/W4380884532"],"related_works":["https://openalex.org/W3034924094","https://openalex.org/W3094954546","https://openalex.org/W1488708774","https://openalex.org/W1982811510","https://openalex.org/W4391100477","https://openalex.org/W2402189625","https://openalex.org/W4327779705","https://openalex.org/W4310560702","https://openalex.org/W1513698804","https://openalex.org/W2029712093"],"abstract_inverted_index":{"With":[0],"the":[1,8,34,53,74,78,84,97,101,106,110,113,117,123,134,145],"increasing":[2],"penetration":[3],"rate":[4],"of":[5,39,88,109,116,125,147],"renewable":[6,65],"generation,":[7],"challenges":[9],"arising":[10],"from":[11],"its":[12],"randomness":[13],"and":[14,24,36,42,48,92,143],"intermittent":[15],"nature":[16],"are":[17],"becoming":[18],"more":[19],"pronounced.":[20],"In":[21],"particular,":[22],"wind":[23],"photovoltaic":[25],"power":[26,40,66,94,99,127,140],"ramp":[27,67],"events":[28,68,142],"pose":[29],"a":[30,63,126],"serious":[31],"threat":[32],"to":[33,45,95,121],"secure":[35],"stable":[37],"operation":[38],"systems,":[41],"even":[43],"lead":[44],"frequency":[46],"instability":[47],"load":[49],"shedding.":[50],"Based":[51],"on":[52],"long":[54],"short-term":[55],"memory":[56],"neural":[57],"networks":[58],"(LSTM),":[59],"this":[60],"paper":[61],"proposes":[62],"novel":[64],"(RPREs)":[69],"forecasting":[70],"approach.":[71],"First,":[72],"filter":[73],"key":[75],"tie-lines.":[76],"Second,":[77],"LSTM":[79],"network":[80],"was":[81],"driven":[82],"by":[83],"known":[85],"time":[86],"series":[87],"wind,":[89],"PV,":[90],"load,":[91],"tie-line":[93,98],"forecast":[96],"for":[100],"next":[102],"hour,":[103],"thereby":[104],"determining":[105],"adjustable":[107],"capacity":[108],"tie-line.":[111],"Finally,":[112],"regulatory":[114],"capability":[115],"grid":[118],"is":[119],"considered":[120],"judge":[122],"occurrence":[124],"ramping":[128,141],"event.":[129],"Case":[130],"study":[131],"demonstrates":[132],"that":[133],"proposed":[135],"method":[136],"can":[137],"effectively":[138],"predict":[139],"meets":[144],"requirements":[146],"online":[148],"assessment.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}