{"id":"https://openalex.org/W4312381594","doi":"https://doi.org/10.1109/access.2022.3213671","title":"Data Prediction Based Encoder-Decoder Learning in Wireless Sensor Networks","display_name":"Data Prediction Based Encoder-Decoder Learning in Wireless Sensor Networks","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312381594","doi":"https://doi.org/10.1109/access.2022.3213671"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3213671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3213671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09915570.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09915570.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007624739","display_name":"Arouna Ndam Njoya","orcid":"https://orcid.org/0000-0002-5373-3211"},"institutions":[{"id":"https://openalex.org/I59196294","display_name":"University of Ngaound\u00e9r\u00e9","ror":"https://ror.org/03gq1d339","country_code":"CM","type":"education","lineage":["https://openalex.org/I59196294"]}],"countries":["CM"],"is_corresponding":true,"raw_author_name":"Arouna Ndam Njoya","raw_affiliation_strings":["Department of Computer Engineering, University Institute of Technology, University of Ngaound&#x00E9;r&#x00E9;, Ngaound&#x00E9;r&#x00E9;, Cameroon"],"raw_orcid":"https://orcid.org/0000-0002-5373-3211","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, University Institute of Technology, University of Ngaound&#x00E9;r&#x00E9;, Ngaound&#x00E9;r&#x00E9;, Cameroon","institution_ids":["https://openalex.org/I59196294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076483862","display_name":"Allassan A Nken Tchangmena","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131751","display_name":"African Institute for Mathematical Sciences","ror":"https://ror.org/03cxs0c96","country_code":"CM","type":"nonprofit","lineage":["https://openalex.org/I4210131751"]}],"countries":["CM"],"is_corresponding":false,"raw_author_name":"Allassan A Nken Tchangmena","raw_affiliation_strings":["African Institute for Mathematical Sciences (AIMS), Limbe, Cameroon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences (AIMS), Limbe, Cameroon","institution_ids":["https://openalex.org/I4210131751"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062054104","display_name":"Ado Adamou Abba Ari","orcid":"https://orcid.org/0000-0001-5660-0660"},"institutions":[{"id":"https://openalex.org/I213072177","display_name":"University of Maroua","ror":"https://ror.org/051sa4h84","country_code":"CM","type":"education","lineage":["https://openalex.org/I213072177"]}],"countries":["CM"],"is_corresponding":false,"raw_author_name":"Ado Adamou Abba Ari","raw_affiliation_strings":["Department of Computer Science, University of Maroua, Maroua, Cameroon"],"raw_orcid":"https://orcid.org/0000-0001-5660-0660","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Maroua, Maroua, Cameroon","institution_ids":["https://openalex.org/I213072177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038126464","display_name":"Abdelhak Mourad Gueroui","orcid":"https://orcid.org/0000-0001-6082-6574"},"institutions":[{"id":"https://openalex.org/I195731000","display_name":"Universit\u00e9 de Versailles Saint-Quentin-en-Yvelines","ror":"https://ror.org/03mkjjy25","country_code":"FR","type":"education","lineage":["https://openalex.org/I195731000","https://openalex.org/I277688954"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Abdelhak Gueroui","raw_affiliation_strings":["DAVID Laboratory, Universit&#x00E9; Paris-Saclay, University of Versailles Saint-Quentin-en-Yvelines, Versailles, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DAVID Laboratory, Universit&#x00E9; Paris-Saclay, University of Versailles Saint-Quentin-en-Yvelines, Versailles, France","institution_ids":["https://openalex.org/I195731000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081709937","display_name":"Christopher Thron","orcid":"https://orcid.org/0000-0002-8960-2504"},"institutions":[{"id":"https://openalex.org/I76756774","display_name":"Texas A&M University \u2013 Central Texas","ror":"https://ror.org/015hh0z25","country_code":"US","type":"education","lineage":["https://openalex.org/I76756774"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher Thron","raw_affiliation_strings":["Department of Mathematics, Texas A&#x0026;M University&#x2013;Central Texas, Killeen, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-8960-2504","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Texas A&#x0026;M University&#x2013;Central Texas, Killeen, TX, USA","institution_ids":["https://openalex.org/I76756774"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040014192","display_name":"Berthine Nyunga Mpinda","orcid":"https://orcid.org/0000-0003-2981-6436"},"institutions":[{"id":"https://openalex.org/I4210131751","display_name":"African Institute for Mathematical Sciences","ror":"https://ror.org/03cxs0c96","country_code":"CM","type":"nonprofit","lineage":["https://openalex.org/I4210131751"]}],"countries":["CM"],"is_corresponding":false,"raw_author_name":"Berthine Nyunga Mpinda","raw_affiliation_strings":["African Institute for Mathematical Sciences (AIMS), Limbe, Cameroon"],"raw_orcid":"https://orcid.org/0000-0003-2981-6436","affiliations":[{"raw_affiliation_string":"African Institute for Mathematical Sciences (AIMS), Limbe, Cameroon","institution_ids":["https://openalex.org/I4210131751"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059739670","display_name":"Ousmane Thiar\u00e9","orcid":"https://orcid.org/0000-0002-9560-1196"},"institutions":[{"id":"https://openalex.org/I112713213","display_name":"Universit\u00e9 Gaston Berger","ror":"https://ror.org/01jp0tk64","country_code":"SN","type":"education","lineage":["https://openalex.org/I112713213"]}],"countries":["SN"],"is_corresponding":false,"raw_author_name":"Ousmane Thiare","raw_affiliation_strings":["Universit&#x00E9; Gaston Berger de Saint-Louis, Saint-Louis, S&#x00E9;n&#x00E9;gal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; Gaston Berger de Saint-Louis, Saint-Louis, S&#x00E9;n&#x00E9;gal","institution_ids":["https://openalex.org/I112713213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008958402","display_name":"Emmanuel Tony\u00e9","orcid":null},"institutions":[{"id":"https://openalex.org/I1331070479","display_name":"Universit\u00e9 de Yaound\u00e9 I","ror":"https://ror.org/022zbs961","country_code":"CM","type":"education","lineage":["https://openalex.org/I1331070479"]}],"countries":["CM"],"is_corresponding":false,"raw_author_name":"Emmanuel Tonye","raw_affiliation_strings":["National Advanced School of Engineering, University of Yaound&#x00E9; I, Yaound&#x00E9;, Cameroon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Advanced School of Engineering, University of Yaound&#x00E9; I, Yaound&#x00E9;, Cameroon","institution_ids":["https://openalex.org/I1331070479"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5007624739"],"corresponding_institution_ids":["https://openalex.org/I59196294"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":952,"currency":"EUR","value_usd":1026},"fwci":1.2831,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.81454987,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"109340","last_page":"109356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9973999857902527,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8249953985214233},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.788782000541687},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5346758961677551},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.504400372505188},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4943249225616455},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.43456441164016724},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.4231034517288208},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41735637187957764},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.41648930311203003},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.413668692111969},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2758869528770447},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09963440895080566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8249953985214233},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.788782000541687},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5346758961677551},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.504400372505188},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4943249225616455},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.43456441164016724},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.4231034517288208},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41735637187957764},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.41648930311203003},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.413668692111969},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2758869528770447},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09963440895080566},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3213671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3213671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09915570.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:910eb20fbdd64789aa635f5cec6566ed","is_oa":true,"landing_page_url":"https://doaj.org/article/910eb20fbdd64789aa635f5cec6566ed","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":"IEEE Access, Vol 10, Pp 109340-109356 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3213671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3213671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09915570.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8600000143051147,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312381594.pdf","grobid_xml":"https://content.openalex.org/works/W4312381594.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1529754941","https://openalex.org/W2036785686","https://openalex.org/W2046608104","https://openalex.org/W2059793602","https://openalex.org/W2095223629","https://openalex.org/W2126236023","https://openalex.org/W2129005223","https://openalex.org/W2135053460","https://openalex.org/W2157331557","https://openalex.org/W2462564608","https://openalex.org/W2572939427","https://openalex.org/W2575809496","https://openalex.org/W2592807177","https://openalex.org/W2735090526","https://openalex.org/W2735405280","https://openalex.org/W2771206515","https://openalex.org/W2782823985","https://openalex.org/W2799541071","https://openalex.org/W2808785743","https://openalex.org/W2884725095","https://openalex.org/W2890672150","https://openalex.org/W2901841903","https://openalex.org/W2916641566","https://openalex.org/W2926585089","https://openalex.org/W2967100117","https://openalex.org/W2967842289","https://openalex.org/W2969534742","https://openalex.org/W2991719604","https://openalex.org/W3012032830","https://openalex.org/W3014579956","https://openalex.org/W3015837893","https://openalex.org/W3035160453","https://openalex.org/W3047186878","https://openalex.org/W3047542570","https://openalex.org/W3154769162","https://openalex.org/W3201662238","https://openalex.org/W4200128743","https://openalex.org/W4210980910","https://openalex.org/W4214740930","https://openalex.org/W4249731830","https://openalex.org/W4300080862","https://openalex.org/W6741439554","https://openalex.org/W6794037719"],"related_works":["https://openalex.org/W4390516098","https://openalex.org/W2181948922","https://openalex.org/W2384362569","https://openalex.org/W2142795561","https://openalex.org/W2062470290","https://openalex.org/W4205302943","https://openalex.org/W2561132942","https://openalex.org/W3155418658","https://openalex.org/W4243199227","https://openalex.org/W2379948177"],"abstract_inverted_index":{"Wireless":[0],"sensor":[1,11,27,58],"networks":[2],"are":[3],"typically":[4],"characterized":[5],"by":[6,148],"large":[7],"network":[8,43,125,170],"size":[9],"and":[10,17,46,98,135,172,214],"nodes":[12,28,59],"with":[13,196],"low":[14],"energy":[15,173],"capacity":[16,161],"a":[18,111,119,185],"limited":[19],"bandwidth":[20],"for":[21],"data":[22,48,65,74,104,115,217],"transmission.":[23,49],"Over-activity":[24],"of":[25,82,90,102,153,162,188],"the":[26,35,42,55,79,83,91,100,131,141,146,150,154,160,178,216,220],"will":[29],"therefore":[30],"cause":[31],"many":[32],"issues":[33],"to":[34,63,113,126,139,204,212],"network,":[36],"such":[37],"as":[38,202],"an":[39,136,210],"increase":[40,99],"in":[41,73,145,175],"depletion":[44],"rate":[45],"poor":[47],"Data":[50],"prediction":[51,75,96,116],"methods":[52],"that":[53],"exploit":[54],"inter-relationship":[56],"between":[57],"can":[60,94,168],"be":[61],"used":[62],"reduce":[64,169],"traffic":[66,171,218],"across":[67],"wireless":[68],"networks.":[69],"Several":[70],"related":[71,205],"work":[72,109],"do":[76],"not":[77],"consider":[78],"time-series":[80],"distribution":[81,152],"sensing":[84,103,133],"data.":[85,155],"However,":[86],"exploiting":[87,149],"sequential":[88],"features":[89,129],"historical":[92],"observations":[93],"improve":[95],"accuracy,":[97],"number":[101],"predicted":[105],"per":[106],"sequence.":[107],"This":[108],"propose":[110,209],"sequence":[112,114,147],"model,":[117],"using":[118],"one":[120],"dimensional":[121],"layer":[122],"convolutional":[123],"neural":[124],"extract":[127],"spatial":[128],"from":[130],"pre-processed":[132],"data,":[134],"encoder-decoder":[137],"model":[138,192],"predict":[140],"next":[142],"two":[143],"outputs":[144],"temporal":[151],"The":[156],"aforementioned":[157],"approach":[158,211],"has":[159],"generating":[163],"more":[164],"accurate":[165,194],"information,":[166],"which":[167],"expenditure":[174],"WSNs.":[176],"Furthermore,":[177],"experimental":[179],"results":[180],"reveals":[181],"that,":[182],"based":[183],"on":[184],"suitable":[186],"choice":[187],"nodes,":[189],"our":[190],"proposed":[191],"perform":[193],"predictions,":[195],"reduced":[197],"root":[198],"mean":[199],"squared":[200],"error":[201],"compared":[203],"work.":[206],"We":[207],"also":[208],"regulate":[213],"control":[215],"toward":[219],"base":[221],"station.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
