{"id":"https://openalex.org/W4391616189","doi":"https://doi.org/10.1186/s42162-024-00307-5","title":"Recently emerging trends in big data analytic methods for modeling and combating climate change effects","display_name":"Recently emerging trends in big data analytic methods for modeling and combating climate change effects","publication_year":2024,"publication_date":"2024-02-07","ids":{"openalex":"https://openalex.org/W4391616189","doi":"https://doi.org/10.1186/s42162-024-00307-5"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-024-00307-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00307-5","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00307-5","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00307-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053139002","display_name":"Anayo Chukwu Ikegwu","orcid":"https://orcid.org/0000-0001-7838-6546"},"institutions":[{"id":"https://openalex.org/I4210158569","display_name":"Veritas University","ror":"https://ror.org/04jr4s665","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210158569"]}],"countries":["NG"],"is_corresponding":true,"raw_author_name":"Anayo Chukwu Ikegwu","raw_affiliation_strings":["Software Engineering Department, Veritas University, Abuja, Nigeria"],"raw_orcid":"https://orcid.org/0000-0001-7838-6546","affiliations":[{"raw_affiliation_string":"Software Engineering Department, Veritas University, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210158569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044186969","display_name":"Henry Friday Nweke","orcid":"https://orcid.org/0000-0001-5196-764X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Henry Friday Nweke","raw_affiliation_strings":["Computer Science Department, David Umahi Federal University of Health Sciences, Uburu, Ebonyi State, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, David Umahi Federal University of Health Sciences, Uburu, Ebonyi State, Nigeria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072704037","display_name":"Emmanuel O.C. Mkpojiogu","orcid":"https://orcid.org/0000-0003-1436-5986"},"institutions":[{"id":"https://openalex.org/I4210158569","display_name":"Veritas University","ror":"https://ror.org/04jr4s665","country_code":"NG","type":"education","lineage":["https://openalex.org/I4210158569"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Emmanuel Mkpojiogu","raw_affiliation_strings":["Software Engineering Department, Veritas University, Abuja, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Software Engineering Department, Veritas University, Abuja, Nigeria","institution_ids":["https://openalex.org/I4210158569"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048088221","display_name":"Chioma Virginia Anikwe","orcid":null},"institutions":[{"id":"https://openalex.org/I4387155461","display_name":"Alex Ekwueme Federal University, Ndufu-Alike","ror":"https://ror.org/04thacr56","country_code":null,"type":"education","lineage":["https://openalex.org/I4387155461"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Chioma Virginia Anikwe","raw_affiliation_strings":["Computer Science Department, Alex Ekwueme Federal University, Ndufu-Alike, Ebonyi, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Alex Ekwueme Federal University, Ndufu-Alike, Ebonyi, Nigeria","institution_ids":["https://openalex.org/I4387155461"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113114545","display_name":"Sylvester Agbo Igwe","orcid":null},"institutions":[{"id":"https://openalex.org/I96009557","display_name":"Ebonyi State University","ror":"https://ror.org/01jhpwy79","country_code":"NG","type":"education","lineage":["https://openalex.org/I96009557"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Sylvester Agbo Igwe","raw_affiliation_strings":["Computer Science Department, Ebonyi State University, Abakaliki, Ebonyi State, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Ebonyi State University, Abakaliki, Ebonyi State, Nigeria","institution_ids":["https://openalex.org/I96009557"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011765339","display_name":"Uzoma Rita Alo","orcid":null},"institutions":[{"id":"https://openalex.org/I4387155461","display_name":"Alex Ekwueme Federal University, Ndufu-Alike","ror":"https://ror.org/04thacr56","country_code":null,"type":"education","lineage":["https://openalex.org/I4387155461"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Uzoma Rita Alo","raw_affiliation_strings":["Computer Science Department, Alex Ekwueme Federal University, Ndufu-Alike, Ebonyi, Nigeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Alex Ekwueme Federal University, Ndufu-Alike, Ebonyi, Nigeria","institution_ids":["https://openalex.org/I4387155461"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5053139002"],"corresponding_institution_ids":["https://openalex.org/I4210158569"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":4.9926,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.96067513,"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.9488999843597412,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9408000111579895,"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/climate-change","display_name":"Climate change","score":0.651402473449707},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6341090798377991},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.38612061738967896},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.3778374493122101},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3556392192840576},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.3506411015987396},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3505088686943054},{"id":"https://openalex.org/keywords/regional-science","display_name":"Regional science","score":0.34252965450286865},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.24406570196151733},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1513580083847046},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12972494959831238}],"concepts":[{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.651402473449707},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6341090798377991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38612061738967896},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.3778374493122101},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3556392192840576},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.3506411015987396},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3505088686943054},{"id":"https://openalex.org/C148383697","wikidata":"https://www.wikidata.org/wiki/Q1781695","display_name":"Regional science","level":1,"score":0.34252965450286865},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24406570196151733},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1513580083847046},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12972494959831238},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-024-00307-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00307-5","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00307-5","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:776f1636dbb549b8a60814d454da99dd","is_oa":true,"landing_page_url":"https://doaj.org/article/776f1636dbb549b8a60814d454da99dd","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":"Energy Informatics, Vol 7, Iss 1, Pp 1-28 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-024-00307-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-024-00307-5","pdf_url":"https://energyinformatics.springeropen.com/counter/pdf/10.1186/s42162-024-00307-5","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391616189.pdf"},"referenced_works_count":113,"referenced_works":["https://openalex.org/W1927929059","https://openalex.org/W2011013830","https://openalex.org/W2322075553","https://openalex.org/W2502259526","https://openalex.org/W2524966155","https://openalex.org/W2591129009","https://openalex.org/W2605610514","https://openalex.org/W2744623438","https://openalex.org/W2747765175","https://openalex.org/W2755400016","https://openalex.org/W2756376687","https://openalex.org/W2764034829","https://openalex.org/W2765896069","https://openalex.org/W2782522152","https://openalex.org/W2784372453","https://openalex.org/W2792959840","https://openalex.org/W2793787842","https://openalex.org/W2809446563","https://openalex.org/W2809789958","https://openalex.org/W2811423591","https://openalex.org/W2848366362","https://openalex.org/W2883399801","https://openalex.org/W2888915316","https://openalex.org/W2890476809","https://openalex.org/W2904515488","https://openalex.org/W2907506140","https://openalex.org/W2911294427","https://openalex.org/W2914105364","https://openalex.org/W2917158815","https://openalex.org/W2924853265","https://openalex.org/W2937471939","https://openalex.org/W2939731377","https://openalex.org/W2949017992","https://openalex.org/W2952046647","https://openalex.org/W2963375395","https://openalex.org/W2971505351","https://openalex.org/W2990621239","https://openalex.org/W2990824961","https://openalex.org/W2995963213","https://openalex.org/W2996793156","https://openalex.org/W2998268303","https://openalex.org/W3003217347","https://openalex.org/W3027152175","https://openalex.org/W3029542277","https://openalex.org/W3037907514","https://openalex.org/W3081270180","https://openalex.org/W3082910262","https://openalex.org/W3085985816","https://openalex.org/W3091890796","https://openalex.org/W3094878791","https://openalex.org/W3096872603","https://openalex.org/W3097818414","https://openalex.org/W3105945687","https://openalex.org/W3108700670","https://openalex.org/W3111753405","https://openalex.org/W3113230830","https://openalex.org/W3116187740","https://openalex.org/W3118651707","https://openalex.org/W3118838092","https://openalex.org/W3119728054","https://openalex.org/W3121709302","https://openalex.org/W3125480640","https://openalex.org/W3126356850","https://openalex.org/W3126918253","https://openalex.org/W3131056406","https://openalex.org/W3137614310","https://openalex.org/W3138619134","https://openalex.org/W3141967600","https://openalex.org/W3152760409","https://openalex.org/W3160113844","https://openalex.org/W3160324164","https://openalex.org/W3162660925","https://openalex.org/W3163124457","https://openalex.org/W3164446175","https://openalex.org/W3164752716","https://openalex.org/W3171801815","https://openalex.org/W3174871051","https://openalex.org/W3183706855","https://openalex.org/W3191724795","https://openalex.org/W3192131182","https://openalex.org/W3194456427","https://openalex.org/W3199956741","https://openalex.org/W3200303594","https://openalex.org/W3210937425","https://openalex.org/W4200114641","https://openalex.org/W4200115639","https://openalex.org/W4205775094","https://openalex.org/W4206272959","https://openalex.org/W4206482724","https://openalex.org/W4210250711","https://openalex.org/W4210916416","https://openalex.org/W4214575739","https://openalex.org/W4220712304","https://openalex.org/W4224011175","https://openalex.org/W4224036482","https://openalex.org/W4226467726","https://openalex.org/W4226470487","https://openalex.org/W4234251954","https://openalex.org/W4244209016","https://openalex.org/W4250998378","https://openalex.org/W4283791129","https://openalex.org/W4310171548","https://openalex.org/W4312129792","https://openalex.org/W4313443090","https://openalex.org/W4317885417","https://openalex.org/W4319320579","https://openalex.org/W4320919365","https://openalex.org/W4320923003","https://openalex.org/W4321376168","https://openalex.org/W4386497888","https://openalex.org/W4389674285","https://openalex.org/W4389727478","https://openalex.org/W4390754634"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W4255224757","https://openalex.org/W2892562171"],"abstract_inverted_index":{"Abstract":[0],"Big":[1],"climate":[2,32,75,81,105,111,139,150,167],"change":[3,33,65,82,112,140,151,168],"data":[4,17,21,29,50,60,83,101,106,127,173,184],"have":[5],"become":[6],"a":[7],"pressing":[8],"issue":[9],"that":[10],"organizations":[11],"face":[12],"with":[13],"methods":[14,52,103],"to":[15,46,62,160,178],"analyze":[16],"generated":[18,30],"from":[19,31],"various":[20],"types.":[22],"Moreover,":[23],"storage,":[24],"processing,":[25],"and":[26,39,67,69,88,108,113,131,133,153,186],"analysis":[27,79,107,169,185],"of":[28,59,74,80,90,99,136,164,183,189],"activities":[34],"are":[35,40,53],"becoming":[36],"very":[37],"massive,":[38],"challenging":[41],"for":[42,55,104,149],"the":[43,71,86,125,134,162,180],"current":[44],"algorithms":[45],"handle.":[47],"Therefore,":[48],"big":[49,100,126,138,172],"analytics":[51,174],"designed":[54],"significantly":[56],"large":[57],"amounts":[58],"required":[61],"enhance":[63,161],"seasonal":[64],"monitoring":[66],"understand":[68],"ascertain":[70],"health":[72],"risks":[73],"change.":[76],"In":[77],"addition,":[78],"would":[84],"improve":[85],"allocation,":[87],"utilisation":[89],"natural":[91],"resources.":[92],"This":[93,171],"paper":[94],"provides":[95],"an":[96],"extensive":[97],"discussion":[98],"analytic":[102,128],"investigates":[109],"how":[110],"sustainability":[114],"issues":[115,182],"can":[116],"be":[117],"analyzed":[118],"through":[119],"these":[120,142,165],"approaches.":[121],"We":[122],"further":[123],"present":[124],"methods,":[129],"strengths,":[130],"weaknesses,":[132],"essence":[135],"analyzing":[137],"using":[141],"methods.":[143],"The":[144],"common":[145],"datasets,":[146],"implementation":[147],"frameworks":[148],"modeling,":[152],"future":[154],"research":[155],"directions":[156],"were":[157],"also":[158],"presented":[159],"clarity":[163],"compelling":[166],"challenges.":[170],"method":[175],"is":[176],"well-timed":[177],"solve":[179],"inherent":[181],"easy":[187],"realization":[188],"sustainable":[190],"development":[191],"goals.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":8}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2025-10-10T00:00:00"}