{"id":"https://openalex.org/W4404030096","doi":"https://doi.org/10.1109/icccnt61001.2024.10726234","title":"IBRF: An Ensemble Model for Power Change Prediction in Electric Bicycles","display_name":"IBRF: An Ensemble Model for Power Change Prediction in Electric Bicycles","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404030096","doi":"https://doi.org/10.1109/icccnt61001.2024.10726234"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10726234","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt61001.2024.10726234","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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":"https://openalex.org/A5032686815","display_name":"S. A. Mani","orcid":"https://orcid.org/0009-0000-6423-0209"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S Mani","raw_affiliation_strings":["Indian Institute of Technology Mandi Kamand,School of Computing and Electrical Engineering,Himachal Pradesh,India,175005"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Mandi Kamand,School of Computing and Electrical Engineering,Himachal Pradesh,India,175005","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010689942","display_name":"Varun Dutt","orcid":"https://orcid.org/0000-0002-2151-8314"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Varun Dutt","raw_affiliation_strings":["Indian Institute of Technology Mandi Kamand,School of Computing and Electrical Engineering,Himachal Pradesh,India,175005"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Mandi Kamand,School of Computing and Electrical Engineering,Himachal Pradesh,India,175005","institution_ids":["https://openalex.org/I9579091"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032686815"],"corresponding_institution_ids":["https://openalex.org/I9579091"],"apc_list":null,"apc_paid":null,"fwci":0.2167,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52133873,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"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/T12095","display_name":"Vehicle emissions and performance","score":0.8149999976158142,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T12095","display_name":"Vehicle emissions and performance","score":0.8149999976158142,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.7646999955177307,"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/T10808","display_name":"Electric and Hybrid Vehicle Technologies","score":0.7516000270843506,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/computer-science","display_name":"Computer science","score":0.5527047514915466},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.442425012588501},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.421132355928421},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2514672875404358},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08518043160438538}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5527047514915466},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.442425012588501},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.421132355928421},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2514672875404358},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08518043160438538},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10726234","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt61001.2024.10726234","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W367727650","https://openalex.org/W2021643199","https://openalex.org/W2088645950","https://openalex.org/W2155822698","https://openalex.org/W2310372181","https://openalex.org/W2463376333","https://openalex.org/W2513026374","https://openalex.org/W2889251884","https://openalex.org/W2954978755","https://openalex.org/W3021503072","https://openalex.org/W3033717737","https://openalex.org/W3136373278","https://openalex.org/W3204301277","https://openalex.org/W4321193253","https://openalex.org/W4400762160","https://openalex.org/W6600100972","https://openalex.org/W6770074669"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"E-bikes,":[0],"or":[1],"electric":[2,62],"bicycles,":[3],"are":[4],"becoming":[5],"more":[6,8],"and":[7,92,113,129,137,180,188],"well-liked":[9,65],"as":[10,100,124],"a":[11,64,107,116,178],"green":[12],"form":[13],"of":[14,45,118,135,139,172],"transportation.":[15],"However,":[16],"riders":[17,175],"may":[18],"find":[19],"it":[20],"distracting":[21],"to":[22,24,28,38,49,74,82,153],"have":[23,37],"exert":[25],"manual":[26],"effort":[27],"operate":[29],"the":[30,55,141,145,150,154,162,169],"motorized":[31],"propulsion":[32],"system,":[33],"particularly":[34],"when":[35],"they":[36],"modify":[39],"their":[40,185],"hand":[41],"placements.":[42],"The":[43,59],"objective":[44],"this":[46,51,72],"study":[47,73],"is":[48],"resolve":[50],"problem":[52],"by":[53,190],"automating":[54],"e-bikes":[56],"power-change":[57],"procedure.":[58],"Hero":[60],"Lectro":[61],"bicycle,":[63],"e-bike":[66],"in":[67,71,85,168],"India,":[68],"was":[69,111],"used":[70],"gather":[75],"cycling":[76],"data,":[77],"which":[78],"were":[79,95],"then":[80],"analyzed":[81],"forecast":[83],"changes":[84,167,193],"power":[86,170,192],"mode.":[87],"Data":[88],"on":[89],"heart":[90],"rate":[91],"caloric":[93],"intake":[94],"also":[96],"taken":[97],"into":[98],"consideration":[99],"analysis":[101],"inputs.":[102],"Instance-Based":[103],"Random":[104],"Forest":[105],"(IBRF),":[106],"novel":[108],"ensemble":[109,147,164],"model,":[110],"created":[112],"evaluated":[114],"against":[115],"number":[117],"alternative":[119],"machine":[120],"learning":[121],"strategies,":[122],"such":[123],"instance-based":[125],"learner-k,":[126],"random":[127],"forest,":[128],"decision":[130],"tree.":[131],"With":[132],"an":[133],"accuracy":[134],"98%":[136],"F-measures":[138],"0.980,":[140],"results":[142,158],"showed":[143],"that":[144],"IBRF":[146,163],"model":[148,165],"offered":[149],"best":[151],"match":[152],"observed":[155],"data.":[156],"These":[157],"demonstrate":[159],"how":[160],"well":[161],"predicts":[166],"mode":[171],"e-bikes.":[173],"Novice":[174],"can":[176],"experience":[177],"smoother":[179],"less":[181],"turbulent":[182],"ride,":[183],"improving":[184],"overall":[186],"safety":[187],"enjoyment,":[189],"having":[191],"automatically.":[194]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
