{"id":"https://openalex.org/W4401910465","doi":"https://doi.org/10.1186/s42162-024-00374-8","title":"Simulation modeling for energy systems analysis: a critical review","display_name":"Simulation modeling for energy systems analysis: a critical review","publication_year":2024,"publication_date":"2024-08-27","ids":{"openalex":"https://openalex.org/W4401910465","doi":"https://doi.org/10.1186/s42162-024-00374-8"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-024-00374-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00374-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00374-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00374-8","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075073107","display_name":"Muhamad Mustafa Mundu","orcid":"https://orcid.org/0000-0003-1345-9999"},"institutions":[{"id":"https://openalex.org/I2752562790","display_name":"Kampala International University","ror":"https://ror.org/017g82c94","country_code":"UG","type":"education","lineage":["https://openalex.org/I2752562790"]}],"countries":["UG"],"is_corresponding":true,"raw_author_name":"M. M. Mundu","raw_affiliation_strings":["Department of Electrical, Telecommunication and Computer Engineering, Kampala International University, P.O. Box 20000, Kampala, Uganda"],"raw_orcid":"https://orcid.org/0000-0003-1345-9999","affiliations":[{"raw_affiliation_string":"Department of Electrical, Telecommunication and Computer Engineering, Kampala International University, P.O. Box 20000, Kampala, Uganda","institution_ids":["https://openalex.org/I2752562790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033968077","display_name":"Stephen Ndubuisi Nnamchi","orcid":"https://orcid.org/0000-0002-6368-2913"},"institutions":[{"id":"https://openalex.org/I2752562790","display_name":"Kampala International University","ror":"https://ror.org/017g82c94","country_code":"UG","type":"education","lineage":["https://openalex.org/I2752562790"]}],"countries":["UG"],"is_corresponding":false,"raw_author_name":"S. N. Nnamchi","raw_affiliation_strings":["Department of Mechanical Engineering, Kampala International University, P.O. Box 20000, Kampala, Uganda"],"raw_orcid":"https://orcid.org/0000-0002-6368-2913","affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Kampala International University, P.O. Box 20000, Kampala, Uganda","institution_ids":["https://openalex.org/I2752562790"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075913127","display_name":"Jotham Ivan Sempewo","orcid":"https://orcid.org/0000-0002-9897-211X"},"institutions":[{"id":"https://openalex.org/I72227227","display_name":"Makerere University","ror":"https://ror.org/03dmz0111","country_code":"UG","type":"education","lineage":["https://openalex.org/I72227227"]}],"countries":["UG"],"is_corresponding":false,"raw_author_name":"J. I. Sempewo","raw_affiliation_strings":["Department of Civil and Environmental Engineering, College of Engineering, Design Art and Technology, Makerere University, P.O. Box 7062, Kampala, Uganda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, College of Engineering, Design Art and Technology, Makerere University, P.O. Box 7062, Kampala, Uganda","institution_ids":["https://openalex.org/I72227227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100020729","display_name":"Daniel Ejim Uti","orcid":null},"institutions":[{"id":"https://openalex.org/I2752562790","display_name":"Kampala International University","ror":"https://ror.org/017g82c94","country_code":"UG","type":"education","lineage":["https://openalex.org/I2752562790"]}],"countries":["UG"],"is_corresponding":true,"raw_author_name":"Daniel Ejim Uti","raw_affiliation_strings":["Department of Research and Publications, Kampala International University, P.O. Box 20000, Kampala, Uganda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Research and Publications, Kampala International University, P.O. Box 20000, Kampala, Uganda","institution_ids":["https://openalex.org/I2752562790"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075073107","https://openalex.org/A5100020729"],"corresponding_institution_ids":["https://openalex.org/I2752562790"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":4.1334,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.94606098,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11185","display_name":"Integrated Energy Systems Optimization","score":0.9994999766349792,"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/T11185","display_name":"Integrated Energy Systems Optimization","score":0.9994999766349792,"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9524000287055969,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.935699999332428,"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/computer-science","display_name":"Computer science","score":0.4515024423599243},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.33475762605667114},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22285553812980652}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4515024423599243},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.33475762605667114},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22285553812980652}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-024-00374-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00374-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00374-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ecfd54499693417295af02ad667757a2","is_oa":false,"landing_page_url":"https://doaj.org/article/ecfd54499693417295af02ad667757a2","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energy Informatics, Vol 7, Iss 1, Pp 1-19 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-024-00374-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00374-8","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00374-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401910465.pdf","grobid_xml":"https://content.openalex.org/works/W4401910465.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W1169662847","https://openalex.org/W1765597838","https://openalex.org/W1966583390","https://openalex.org/W1971635269","https://openalex.org/W1980120482","https://openalex.org/W2023127180","https://openalex.org/W2058176840","https://openalex.org/W2058946061","https://openalex.org/W2071870246","https://openalex.org/W2106044708","https://openalex.org/W2177765171","https://openalex.org/W2203837178","https://openalex.org/W2484719908","https://openalex.org/W2503313501","https://openalex.org/W2550000415","https://openalex.org/W2555097827","https://openalex.org/W2564020334","https://openalex.org/W2581759110","https://openalex.org/W2601446277","https://openalex.org/W2602799623","https://openalex.org/W2745138130","https://openalex.org/W2764457688","https://openalex.org/W2792195477","https://openalex.org/W2799611955","https://openalex.org/W2807868713","https://openalex.org/W2873824360","https://openalex.org/W2891572731","https://openalex.org/W2897092650","https://openalex.org/W2900752270","https://openalex.org/W2901574742","https://openalex.org/W2947179764","https://openalex.org/W2955435595","https://openalex.org/W2969857438","https://openalex.org/W2970516730","https://openalex.org/W2972802354","https://openalex.org/W2977190789","https://openalex.org/W2979698306","https://openalex.org/W2980696542","https://openalex.org/W2981727977","https://openalex.org/W3001937224","https://openalex.org/W3005168640","https://openalex.org/W3008731072","https://openalex.org/W3010385219","https://openalex.org/W3015510378","https://openalex.org/W3097228248","https://openalex.org/W3098380688","https://openalex.org/W3100611104","https://openalex.org/W3106640578","https://openalex.org/W3108419517","https://openalex.org/W3110349953","https://openalex.org/W3136347358","https://openalex.org/W3148545795","https://openalex.org/W3158395007","https://openalex.org/W3181575491","https://openalex.org/W3186637027","https://openalex.org/W3187109197","https://openalex.org/W3191881811","https://openalex.org/W3193878513","https://openalex.org/W4206207069","https://openalex.org/W4206782563","https://openalex.org/W4210334370","https://openalex.org/W4214684531","https://openalex.org/W4229066587","https://openalex.org/W4284897564","https://openalex.org/W4293075645","https://openalex.org/W4297200824","https://openalex.org/W4299369904","https://openalex.org/W4306145958","https://openalex.org/W4310425912","https://openalex.org/W4313229003","https://openalex.org/W4313419261","https://openalex.org/W4319595433","https://openalex.org/W4323256522","https://openalex.org/W4385582666","https://openalex.org/W4389956091","https://openalex.org/W4390025821","https://openalex.org/W4390577932","https://openalex.org/W4391503698","https://openalex.org/W4392169371","https://openalex.org/W4392284488"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Energy":[0,59],"system":[1,26],"simulation":[2,27,46,174],"modeling":[3,137,161,175],"plays":[4],"an":[5],"important":[6],"role":[7,31],"in":[8,32,94,124,176],"understanding,":[9],"analyzing,":[10],"optimizing,":[11],"and":[12,34,57,87,107,119,133,146,163],"guiding":[13],"the":[14,116,170],"change":[15],"to":[16,23],"sustainable":[17,39,178],"energy":[18,25,36,79,96,105,142,179],"systems.":[19,180],"This":[20],"review":[21,150],"aims":[22],"examine":[24],"modeling,":[28],"emphasizing":[29],"its":[30],"analyzing":[33],"optimizing":[35],"systems":[37],"for":[38,140,154],"development.":[40],"The":[41,73,149],"paper":[42],"explores":[43],"four":[44],"key":[45,76],"methodologies;":[47],"Agent-Based":[48],"Modeling":[49],"(ABM),":[50],"System":[51],"Dynamics":[52],"(SD),":[53],"Discrete-Event":[54],"Simulation":[55,136],"(DES),":[56],"Integrated":[58],"Models":[60],"(IEMs).":[61],"Practical":[62],"applications":[63],"of":[64,78,121,173],"these":[65,122],"methodologies":[66],"are":[67],"illustrated":[68],"through":[69],"specific":[70],"case":[71],"studies.":[72],"analysis":[74],"covers":[75],"components":[77],"systems,":[80],"including":[81,156],"generation,":[82],"transmission,":[83],"distribution,":[84],"consumption,":[85],"storage,":[86],"renewable":[88,95],"integration.":[89,112],"ABM":[90],"models":[91,123],"consumer":[92],"behavior":[93],"adoption,":[97],"SD":[98],"assesses":[99],"long-term":[100],"policy":[101],"impacts,":[102],"DES":[103],"optimizes":[104],"scheduling,":[106],"IEMs":[108],"provide":[109],"comprehensive":[110],"sector":[111],"Case":[113],"studies":[114],"demonstrate":[115],"practical":[117],"relevance":[118],"effectiveness":[120],"addressing":[125,141],"challenges":[126],"such":[127],"as":[128],"data":[129,158],"quality,":[130,159],"model":[131],"complexity,":[132],"validation":[134,165],"processes.":[135,166],"is":[138],"essential":[139],"challenges,":[143],"driving":[144],"innovation,":[145],"informing":[147],"policy.":[148],"identifies":[151],"critical":[152],"areas":[153],"improvement,":[155],"enhancing":[157],"refining":[160],"techniques,":[162],"strengthening":[164],"Future":[167],"directions":[168],"emphasize":[169],"continued":[171],"importance":[172],"achieving":[177]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":16}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
