{"id":"https://openalex.org/W7141479546","doi":"https://doi.org/10.1109/icce67443.2026.11449891","title":"Multi-Band Forecasting of Ambient RF Power to Guide Optimal Placement of Energy-Harvesting Systems","display_name":"Multi-Band Forecasting of Ambient RF Power to Guide Optimal Placement of Energy-Harvesting Systems","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7141479546","doi":"https://doi.org/10.1109/icce67443.2026.11449891"},"language":null,"primary_location":{"id":"doi:10.1109/icce67443.2026.11449891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","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/A5120365799","display_name":"Mahmoud AlKakuri","orcid":null},"institutions":[{"id":"https://openalex.org/I55990551","display_name":"University of Wollongong in Dubai","ror":"https://ror.org/0447ajy94","country_code":"AE","type":"education","lineage":["https://openalex.org/I204824540","https://openalex.org/I55990551"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Mahmoud AlKakuri","raw_affiliation_strings":["University of Wollongong in Dubai,School of Engineering,Dubai,UAE"],"affiliations":[{"raw_affiliation_string":"University of Wollongong in Dubai,School of Engineering,Dubai,UAE","institution_ids":["https://openalex.org/I55990551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083724097","display_name":"Obada Al-Khatib","orcid":"https://orcid.org/0000-0001-9473-2365"},"institutions":[{"id":"https://openalex.org/I55990551","display_name":"University of Wollongong in Dubai","ror":"https://ror.org/0447ajy94","country_code":"AE","type":"education","lineage":["https://openalex.org/I204824540","https://openalex.org/I55990551"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Obada Al-Khatib","raw_affiliation_strings":["University of Wollongong in Dubai,School of Engineering,Dubai,UAE"],"affiliations":[{"raw_affiliation_string":"University of Wollongong in Dubai,School of Engineering,Dubai,UAE","institution_ids":["https://openalex.org/I55990551"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058660608","display_name":"Faisel Tubbal","orcid":"https://orcid.org/0000-0002-7561-9903"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Faisel Tubbal","raw_affiliation_strings":["University of Wollongong,School of Electrical, Computer and Telecommunications Engineering,Wollongong,Australia"],"affiliations":[{"raw_affiliation_string":"University of Wollongong,School of Electrical, Computer and Telecommunications Engineering,Wollongong,Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100671407","display_name":"Wajid Ali Khan","orcid":"https://orcid.org/0000-0003-4623-8738"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wajid Ali Khan","raw_affiliation_strings":["University of Wollongong,School of Electrical, Computer and Telecommunications Engineering,Wollongong,Australia"],"affiliations":[{"raw_affiliation_string":"University of Wollongong,School of Electrical, Computer and Telecommunications Engineering,Wollongong,Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109000229","display_name":"Raad Raad","orcid":"https://orcid.org/0000-0002-2347-4837"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Raad Raad","raw_affiliation_strings":["University of Wollongong,School of Electrical, Computer and Telecommunications Engineering,Wollongong,Australia"],"affiliations":[{"raw_affiliation_string":"University of Wollongong,School of Electrical, Computer and Telecommunications Engineering,Wollongong,Australia","institution_ids":["https://openalex.org/I204824540"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5120365799"],"corresponding_institution_ids":["https://openalex.org/I55990551"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.92837887,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.8787000179290771,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.8787000179290771,"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/T10874","display_name":"Electromagnetic Fields and Biological Effects","score":0.02329999953508377,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11851","display_name":"Electromagnetic Compatibility and Measurements","score":0.01140000019222498,"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/power","display_name":"Power (physics)","score":0.4758000075817108},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.26579999923706055},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2533000111579895}],"concepts":[{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4758000075817108},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47369998693466187},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3352000117301941},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.28450000286102295},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2833000123500824},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.26750001311302185},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.26579999923706055},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.26429998874664307},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2533000111579895},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.24040000140666962}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce67443.2026.11449891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce67443.2026.11449891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7855769991874695,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2249041762","https://openalex.org/W3097713188","https://openalex.org/W3100777112","https://openalex.org/W3109999373","https://openalex.org/W3131967102","https://openalex.org/W3139767957","https://openalex.org/W4223940114","https://openalex.org/W4362588637","https://openalex.org/W4385624247","https://openalex.org/W4389076484","https://openalex.org/W4389160161","https://openalex.org/W4389459365","https://openalex.org/W4390949704","https://openalex.org/W4401607299","https://openalex.org/W4413940652"],"related_works":[],"abstract_inverted_index":{"RF":[0,23,52],"energy":[1],"harvesting":[2],"(RF-EH)":[3],"is":[4,132],"emerging":[5],"as":[6],"a":[7,44,49,73,83,114],"practical":[8],"power":[9,24,118],"source":[10],"for":[11,37],"low-power":[12],"IoT.":[13],"We":[14,76],"develop":[15],"multi-frequency":[16],"forecasting":[17],"models":[18],"that":[19],"predict":[20],"ambient":[21],"available":[22],"across":[25,58],"multiple":[26],"bands":[27],"to":[28,65],"guide":[29],"best":[30],"placement,":[31],"time":[32,121],"window,":[33],"and":[34,48,70,80,119],"frequency":[35],"band":[36],"EH":[38],"deployment.":[39],"Measurements":[40],"were":[41],"done":[42],"using":[43],"broadband":[45],"omnidirectional":[46],"antenna":[47],"Fieldfox":[50],"handheld":[51],"analyzer":[53],"at":[54],"three":[55],"different":[56],"locations":[57,69],"16":[59],"frequencies,":[60],"which":[61],"are":[62],"then":[63],"used":[64],"train":[66],"on":[67,72],"two":[68],"evaluate":[71],"held-out":[74],"third.":[75],"compare":[77],"LSTM,":[78],"GRU,":[79],"1D-CNN":[81,101],"against":[82],"hybrid":[84,88,124],"fusion":[85],"(LSTM+GRU+1D-CNN).":[86],"The":[87],"architecture":[89],"achieves":[90],"MAE":[91,103],"=":[92,96,104,108],"0.77":[93],"dBm,":[94,98,106],"RMSE":[95,107],"1.43":[97],"while":[99,122],"the":[100,123],"reaches":[102],"0.78":[105],"1.53":[109],"dBm.":[110],"1-D":[111],"CNN":[112],"has":[113],"substantially":[115],"lower":[116],"computational":[117],"training":[120],"model":[125],"could":[126],"be":[127],"preferred":[128],"when":[129],"peak":[130],"accuracy":[131],"required.":[133]},"counts_by_year":[],"updated_date":"2026-03-29T06:01:01.467347","created_date":"2026-03-28T00:00:00"}
