{"id":"https://openalex.org/W4417513638","doi":"https://doi.org/10.1002/9781394267439.ch4","title":"Enhanced Energy Storage with Hybrid Nanoparticles and Machine Learning for Energy Sustainability","display_name":"Enhanced Energy Storage with Hybrid Nanoparticles and Machine Learning for Energy Sustainability","publication_year":2025,"publication_date":"2025-12-19","ids":{"openalex":"https://openalex.org/W4417513638","doi":"https://doi.org/10.1002/9781394267439.ch4"},"language":"en","primary_location":{"id":"doi:10.1002/9781394267439.ch4","doi":"https://doi.org/10.1002/9781394267439.ch4","is_oa":false,"landing_page_url":"https://doi.org/10.1002/9781394267439.ch4","pdf_url":null,"source":{"id":"https://openalex.org/S4306464293","display_name":"Wiley eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning for Sustainable Energy Solutions","raw_type":"other"},"volume":{"id":"https://openalex.org/W7116385630","display_name":"Machine Learning for Sustainable Energy Solutions"},"type":"book-chapter","is_traditional":true,"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/A5019047906","display_name":"M. Arun","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arun Munusamy","raw_affiliation_strings":["Department of Mechanical Engineering, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences (SIMATS), Thandalam, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences (SIMATS), Thandalam, India","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031557772","display_name":"Debabrata Barik","orcid":"https://orcid.org/0000-0003-3371-4619","observed_orcids":["https://orcid.org/0000-0003-3371-4619"]},"institutions":[{"id":"https://openalex.org/I65220239","display_name":"Karpagam Academy of Higher Education","ror":"https://ror.org/00ssvzv66","country_code":"IN","type":"education","lineage":["https://openalex.org/I65220239"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Debabrata Barik","raw_affiliation_strings":["Centre for Energy and Environment, Karpagam Academy of Higher Education, Coimbatore, India","Department of Mechanical Engineering, Karpagam Academy of Higher Education, Coimbatore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Energy and Environment, Karpagam Academy of Higher Education, Coimbatore, India","institution_ids":["https://openalex.org/I65220239"]},{"raw_affiliation_string":"Department of Mechanical Engineering, Karpagam Academy of Higher Education, Coimbatore, India","institution_ids":["https://openalex.org/I65220239"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068690360","display_name":"Sreejesh S. R. Chandran","orcid":"https://orcid.org/0000-0003-0470-6046","observed_orcids":["https://orcid.org/0000-0003-0470-6046"]},"institutions":[{"id":"https://openalex.org/I2800731441","display_name":"Government of Kerala","ror":"https://ror.org/00r96e843","country_code":"IN","type":"government","lineage":["https://openalex.org/I2800731441"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sreejesh S.R. Chandran","raw_affiliation_strings":["Department of Mechanical Engineering, College of Engineering Muttathara, CAPE, Government of Kerala, Thiruvananthapuram, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, College of Engineering Muttathara, CAPE, Government of Kerala, Thiruvananthapuram, India","institution_ids":["https://openalex.org/I2800731441"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"59","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.9609000086784363,"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"}},"topics":[{"id":"https://openalex.org/T11007","display_name":"Hybrid Renewable Energy Systems","score":0.9609000086784363,"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"}},{"id":"https://openalex.org/T14444","display_name":"Power Systems and Renewable Energy","score":0.016100000590085983,"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"}},{"id":"https://openalex.org/T10078","display_name":"Advanced Photocatalysis Techniques","score":0.00570000009611249,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"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/nanohybrids","display_name":"hybrid nanostructures","score":0.8169999718666077},{"id":"https://openalex.org/keywords/energy-storage","display_name":"energy storage","score":0.9750000238418579},{"id":"https://openalex.org/keywords/biohydrogen-production","display_name":"biohydrogen production","score":0.9179999828338623},{"id":"https://openalex.org/keywords/solar-energy","display_name":"solar energy","score":0.8159999847412109},{"id":"https://openalex.org/keywords/machine-learning-optimization","display_name":"machine learning optimization","score":0.9819999933242798},{"id":"https://openalex.org/keywords/renewable-energy-storage","display_name":"renewable energy storage","score":0.7960000038146973},{"id":"https://openalex.org/keywords/adaptive-control","display_name":"adaptive control","score":0.6779999732971191},{"id":"https://openalex.org/keywords/hydrogen-production","display_name":"hydrogen production","score":0.38600000739097595},{"id":"https://openalex.org/keywords/sustainable-energy","display_name":"sustainable energy","score":0.7689999938011169}],"concepts":[{"id":"https://openalex.org/C1124016","wikidata":"https://www.wikidata.org/wiki/Q864917","display_name":"Biohydrogen","level":4,"score":0.6977999806404114},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.6421999931335449},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.5479999780654907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.517799973487854},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5120000243186951},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.4681999981403351},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.45350000262260437},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4431000053882599},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.414000004529953},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.3774000108242035},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3504999876022339},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3176000118255615},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C172205157","wikidata":"https://www.wikidata.org/wiki/Q1782962","display_name":"Model predictive control","level":3,"score":0.2761000096797943},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.27480000257492065},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27379998564720154},{"id":"https://openalex.org/C183696295","wikidata":"https://www.wikidata.org/wiki/Q2487696","display_name":"Biochemical engineering","level":1,"score":0.26589998602867126},{"id":"https://openalex.org/C520343842","wikidata":"https://www.wikidata.org/wiki/Q3353193","display_name":"Energy engineering","level":3,"score":0.2639999985694885},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.26190000772476196},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.25920000672340393}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/9781394267439.ch4","doi":"https://doi.org/10.1002/9781394267439.ch4","is_oa":false,"landing_page_url":"https://doi.org/10.1002/9781394267439.ch4","pdf_url":null,"source":{"id":"https://openalex.org/S4306464293","display_name":"Wiley eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning for Sustainable Energy Solutions","raw_type":"other"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":1.0},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":1.0},{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.9786999821662903}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4417516540","https://openalex.org/W7161807873","https://openalex.org/W4406062558","https://openalex.org/W4417519376","https://openalex.org/W7128295085","https://openalex.org/W7202391653","https://openalex.org/W4323033656","https://openalex.org/W4411339681","https://openalex.org/W4406928848","https://openalex.org/W4411919400"],"abstract_inverted_index":{"By":[0],"applying":[1],"hybrid":[2,97,112,179,211],"nanoparticles":[3,113,180,212],"to":[4,11,20,39,82,142],"improve":[5],"energy":[6,47,90,99,135,148,158,164,193,218,256],"storage":[7,48,54,100,136,167],"and":[8,33,60,101,114,125,133,162,181,190,213,222,233,245],"machine":[9,102,115,182,214],"learning":[10,103,215],"optimize":[12,83],"intelligent":[13,131],"systems,":[14],"this":[15,36,74,79,228],"research":[16,37,80,229],"has":[17,153],"the":[18,23,28,41,44,61,70,84,121,143,176,206,247],"potential":[19,154],"radically":[21],"alter":[22],"biohydrogen":[24,51,87,127,160],"manufacturing":[25],"process.":[26],"Through":[27],"integration":[29],"of":[30,46,69,78,86,111,178,208,237],"materials":[31],"science":[32],"artificial":[34],"intelligence,":[35],"seeks":[38],"tackle":[40],"issues":[42],"surrounding":[43],"inefficiencies":[45],"in":[49,73,156,169,225,254],"solar-based":[50],"generation.":[52],"Energy":[53,166],"technology":[55],"limits,":[56],"variable":[57],"solar":[58,89],"input,":[59],"requirement":[62],"for":[63,123,188,203,251],"adaptive":[64],"control":[65],"systems":[66,132,171],"are":[67],"some":[68],"obstacles":[71],"encountered":[72],"field.":[75],"The":[76,117,150,195,235],"purpose":[77,207],"is":[81,107,250],"generation":[85,128],"using":[88],"by":[91,129],"proposing":[92],"a":[93],"new":[94,186],"method":[95,119,152,197,249],"called":[96],"nanoparticle-integrated":[98],"optimization":[104],"(hybrid-ESML),":[105],"which":[106],"an":[108,139],"innovative":[109],"combination":[110],"learning.":[116],"suggested":[118,151,196,248],"provides":[120],"path":[122],"greener":[124,189],"better-performing":[126],"optimizing":[130],"improving":[134],"capacities,":[137],"providing":[138],"exhaustive":[140],"solution":[141],"problems":[144],"associated":[145],"with":[146],"sustainable":[147,157],"solutions.":[149,194],"uses":[155,230],"solutions,":[159],"synthesis,":[161],"renewable":[163,255],"storage.":[165],"capabilities":[168],"solar-driven":[170],"can":[172,216],"be":[173],"enhanced":[174],"through":[175],"use":[177,253],"learning,":[183],"opening":[184],"up":[185],"possibilities":[187],"more":[191],"efficient":[192],"relies":[198],"heavily":[199],"on":[200,242],"simulation":[201],"analysis":[202],"validation.":[204],"For":[205],"demonstrating":[209],"how":[210,243],"increase":[217],"storage,":[219],"system":[220],"adaptability,":[221],"overall":[223],"performance":[224],"real-world":[226],"circumstances,":[227],"genuine":[231],"scenarios":[232],"information.":[234],"results":[236],"these":[238],"models":[239],"shed":[240],"light":[241],"feasible":[244],"scalable":[246],"broad":[252],"projects.":[257]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-12-19T00:00:00"}