{"id":"https://openalex.org/W7110807703","doi":"https://doi.org/10.1109/ias62731.2025.11274529","title":"Computationally Efficient Predictive Control of Inverters in AC Microgrids Using Random Forests","display_name":"Computationally Efficient Predictive Control of Inverters in AC Microgrids Using Random Forests","publication_year":2025,"publication_date":"2025-06-15","ids":{"openalex":"https://openalex.org/W7110807703","doi":"https://doi.org/10.1109/ias62731.2025.11274529"},"language":null,"primary_location":{"id":"doi:10.1109/ias62731.2025.11274529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ias62731.2025.11274529","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Industry Applications Society Annual Meeting (IAS)","raw_type":"proceedings-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":null,"display_name":"Mohammad N. Alzyod","orcid":null},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammad N. Alzyod","raw_affiliation_strings":["King Fahd University of Petroleum &#x0026; Minerals (KFUPM),Electrical Engineering Department,Dhahran,Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum &#x0026; Minerals (KFUPM),Electrical Engineering Department,Dhahran,Saudi Arabia","institution_ids":["https://openalex.org/I134085113"]}]},{"author_position":"last","author":{"id":null,"display_name":"Ali T. Al-Awami","orcid":null},"institutions":[{"id":"https://openalex.org/I134085113","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163","country_code":"SA","type":"education","lineage":["https://openalex.org/I134085113"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ali T. Al-Awami","raw_affiliation_strings":["King Fahd University of Petroleum &#x0026; Minerals (KFUPM),Electrical Engineering Department,Dhahran,Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Fahd University of Petroleum &#x0026; Minerals (KFUPM),Electrical Engineering Department,Dhahran,Saudi Arabia","institution_ids":["https://openalex.org/I134085113"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I134085113"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.52234473,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10223","display_name":"Microgrid Control and Optimization","score":0.920799970626831,"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/T10223","display_name":"Microgrid Control and Optimization","score":0.920799970626831,"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/T10228","display_name":"Multilevel Inverters and Converters","score":0.039900001138448715,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.009499999694526196,"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/model-predictive-control","display_name":"Model predictive control","score":0.7717999815940857},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.5551000237464905},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.5340999960899353},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.48890000581741333},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.47130000591278076},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.4453999996185303},{"id":"https://openalex.org/keywords/power-electronics","display_name":"Power electronics","score":0.43849998712539673},{"id":"https://openalex.org/keywords/total-harmonic-distortion","display_name":"Total harmonic distortion","score":0.42590001225471497},{"id":"https://openalex.org/keywords/capacitive-sensing","display_name":"Capacitive sensing","score":0.40630000829696655}],"concepts":[{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.7717999815940857},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5784000158309937},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.5551000237464905},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.5340999960899353},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.48890000581741333},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.47130000591278076},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.4453999996185303},{"id":"https://openalex.org/C178911571","wikidata":"https://www.wikidata.org/wiki/Q593143","display_name":"Power electronics","level":3,"score":0.43849998712539673},{"id":"https://openalex.org/C42156128","wikidata":"https://www.wikidata.org/wiki/Q162641","display_name":"Total harmonic distortion","level":3,"score":0.42590001225471497},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.42559999227523804},{"id":"https://openalex.org/C206755178","wikidata":"https://www.wikidata.org/wiki/Q1131271","display_name":"Capacitive sensing","level":2,"score":0.40630000829696655},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4050999879837036},{"id":"https://openalex.org/C127934551","wikidata":"https://www.wikidata.org/wiki/Q1148098","display_name":"Harmonic","level":2,"score":0.38909998536109924},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3856000006198883},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.35179999470710754},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.35030001401901245},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.3294999897480011},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.32820001244544983},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C52192207","wikidata":"https://www.wikidata.org/wiki/Q5322","display_name":"Capacitor","level":3,"score":0.3181000053882599},{"id":"https://openalex.org/C108755667","wikidata":"https://www.wikidata.org/wiki/Q1930258","display_name":"AC power","level":3,"score":0.3091000020503998},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.2802000045776367},{"id":"https://openalex.org/C138331895","wikidata":"https://www.wikidata.org/wiki/Q11650","display_name":"Electronics","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.2685000002384186},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.26570001244544983},{"id":"https://openalex.org/C101722063","wikidata":"https://www.wikidata.org/wiki/Q218825","display_name":"Random access","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C156120966","wikidata":"https://www.wikidata.org/wiki/Q7940742","display_name":"Voltage controller","level":5,"score":0.2540000081062317},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ias62731.2025.11274529","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ias62731.2025.11274529","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Industry Applications Society Annual Meeting (IAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322323","display_name":"King Fahd University of Petroleum and Minerals","ror":"https://ror.org/03yez3163"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"real-time":[1],"control":[2,18,28],"of":[3,84,121],"three-phase":[4],"inverters":[5],"in":[6],"AC":[7,86],"microgrids":[8],"is":[9,53,78],"challenged":[10],"by":[11],"the":[12,85,119],"need":[13],"to":[14,70,98],"effectively":[15],"manage":[16],"multi-variable":[17],"while":[19],"meeting":[20],"tight":[21],"sampling":[22],"instant":[23],"time":[24],"limit.":[25],"Model":[26],"predictive":[27],"(MPC)":[29],"offers":[30],"efficient":[31],"constraint":[32],"handling,":[33],"but":[34,123],"it":[35],"often":[36],"suffers":[37],"from":[38,61],"computational":[39,65,127],"complexity.":[40],"To":[41],"address":[42],"this,":[43],"this":[44,114],"paper":[45],"implements":[46],"a":[47,130],"random":[48],"forest":[49],"(RF)-based":[50],"controller":[51,77],"that":[52,113],"trained":[54],"offline":[55],"with":[56,104],"extensive":[57],"historical":[58],"data":[59],"extracted":[60],"MPC.":[62],"Thereby":[63],"reducing":[64],"demands":[66],"and":[67,91],"improving":[68],"adaptability":[69],"varying":[71],"loading":[72,93],"conditions.":[73],"The":[74,110],"proposed":[75],"RF-based":[76],"assessed":[79],"under":[80],"various":[81],"operating":[82],"scenarios":[83],"microgrid,":[87],"including":[88],"resistive,":[89],"inductive,":[90],"capacitive":[92],"conditions,":[94],"demonstrating":[95],"its":[96],"ability":[97],"maintain":[99],"high-quality":[100],"sinusoidal":[101],"output":[102],"voltage":[103],"low":[105],"total":[106],"harmonic":[107],"distortion":[108],"(THD).":[109],"findings":[111],"prove":[112],"approach":[115],"not":[116],"only":[117],"preserves":[118],"advantages":[120],"MPC":[122],"also":[124],"significantly":[125],"enhances":[126],"efficiency,":[128],"offering":[129],"promising":[131],"solution":[132],"for":[133],"modern":[134],"power":[135],"electronics":[136],"applications.":[137]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-12-10T00:00:00"}
