{"id":"https://openalex.org/W2967842289","doi":"https://doi.org/10.1186/s13638-019-1511-4","title":"Data prediction model in wireless sensor networks based on bidirectional LSTM","display_name":"Data prediction model in wireless sensor networks based on bidirectional LSTM","publication_year":2019,"publication_date":"2019-08-13","ids":{"openalex":"https://openalex.org/W2967842289","doi":"https://doi.org/10.1186/s13638-019-1511-4","mag":"2967842289"},"language":"en","primary_location":{"id":"doi:10.1186/s13638-019-1511-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-019-1511-4","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-019-1511-4","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"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":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-019-1511-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036420194","display_name":"Hongju Cheng","orcid":"https://orcid.org/0000-0002-0768-7859"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]},{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"funder","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongju Cheng","raw_affiliation_strings":["College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China","Key Laboratory of Spatial Data Mining and Information Sharing, Ministry of Education, Fuzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]},{"raw_affiliation_string":"Key Laboratory of Spatial Data Mining and Information Sharing, Ministry of Education, Fuzhou, China","institution_ids":["https://openalex.org/I1327237609"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102871595","display_name":"Zhe Xie","orcid":"https://orcid.org/0000-0001-9749-2539"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Xie","raw_affiliation_strings":["College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103867427","display_name":"Leihuo Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leihuo Wu","raw_affiliation_strings":["College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010494139","display_name":"Zhiyong Yu","orcid":"https://orcid.org/0000-0002-2051-9462"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Yu","raw_affiliation_strings":["College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350116, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016735112","display_name":"Ruixing Li","orcid":"https://orcid.org/0000-0001-6775-5131"},"institutions":[{"id":"https://openalex.org/I354108","display_name":"Minjiang University","ror":"https://ror.org/00s7tkw17","country_code":"CN","type":"education","lineage":["https://openalex.org/I354108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruixing Li","raw_affiliation_strings":["Fujian College Applied Engineering Centre of Internet of Things, Minjiang Teachers College, Fuzhou, 350000, China"],"affiliations":[{"raw_affiliation_string":"Fujian College Applied Engineering Centre of Internet of Things, Minjiang Teachers College, Fuzhou, 350000, China","institution_ids":["https://openalex.org/I354108"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036420194"],"corresponding_institution_ids":["https://openalex.org/I1327237609","https://openalex.org/I80947539"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":8.6,"has_fulltext":true,"cited_by_count":83,"citation_normalized_percentile":{"value":0.98107506,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"2019","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9842000007629395,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9080041646957397},{"id":"https://openalex.org/keywords/data-redundancy","display_name":"Data redundancy","score":0.5982933640480042},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.5900822877883911},{"id":"https://openalex.org/keywords/merge","display_name":"Merge (version control)","score":0.5703532695770264},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5340771675109863},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.4834776520729065},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4794791638851166},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36856260895729065},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.35361891984939575},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1677018404006958}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9080041646957397},{"id":"https://openalex.org/C7545210","wikidata":"https://www.wikidata.org/wiki/Q838123","display_name":"Data redundancy","level":2,"score":0.5982933640480042},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.5900822877883911},{"id":"https://openalex.org/C197129107","wikidata":"https://www.wikidata.org/wiki/Q1921621","display_name":"Merge (version control)","level":2,"score":0.5703532695770264},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5340771675109863},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.4834776520729065},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4794791638851166},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36856260895729065},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35361891984939575},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1677018404006958},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13638-019-1511-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-019-1511-4","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-019-1511-4","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"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":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:172b45c06c7d4b938811e536e1d8b4d0","is_oa":true,"landing_page_url":"https://doaj.org/article/172b45c06c7d4b938811e536e1d8b4d0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EURASIP Journal on Wireless Communications and Networking, Vol 2019, Iss 1, Pp 1-12 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13638-019-1511-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13638-019-1511-4","pdf_url":"https://jwcn-eurasipjournals.springeropen.com/track/pdf/10.1186/s13638-019-1511-4","source":{"id":"https://openalex.org/S82675988","display_name":"EURASIP Journal on Wireless Communications and Networking","issn_l":"1687-1472","issn":["1687-1472","1687-1499"],"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":"EURASIP Journal on Wireless Communications and Networking","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G282802069","display_name":null,"funder_award_id":"61772136","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5404143815","display_name":null,"funder_award_id":"61370210","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8236146974","display_name":null,"funder_award_id":"2019J01060152","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"},{"id":"https://openalex.org/G8863666567","display_name":null,"funder_award_id":"and No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2967842289.pdf","grobid_xml":"https://content.openalex.org/works/W2967842289.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W220187059","https://openalex.org/W1550097909","https://openalex.org/W1689711448","https://openalex.org/W1843644805","https://openalex.org/W1997912386","https://openalex.org/W2003534024","https://openalex.org/W2005280675","https://openalex.org/W2005708641","https://openalex.org/W2007907687","https://openalex.org/W2036785686","https://openalex.org/W2042125329","https://openalex.org/W2062918389","https://openalex.org/W2070013029","https://openalex.org/W2076954624","https://openalex.org/W2083835467","https://openalex.org/W2100766019","https://openalex.org/W2101394366","https://openalex.org/W2114128612","https://openalex.org/W2148140427","https://openalex.org/W2165991108","https://openalex.org/W2186188772","https://openalex.org/W2274880506","https://openalex.org/W2319766789","https://openalex.org/W2537316247","https://openalex.org/W2572939427","https://openalex.org/W2577430601","https://openalex.org/W2586651977","https://openalex.org/W2587373669","https://openalex.org/W2664090638","https://openalex.org/W2726943725","https://openalex.org/W2735405280","https://openalex.org/W2754051771","https://openalex.org/W2802496958","https://openalex.org/W2922069550","https://openalex.org/W2922344558","https://openalex.org/W3124247219","https://openalex.org/W4200009332","https://openalex.org/W4236133481","https://openalex.org/W6600001191","https://openalex.org/W6600223405","https://openalex.org/W6600514347","https://openalex.org/W6600679772","https://openalex.org/W6603435670","https://openalex.org/W6603974918","https://openalex.org/W6607452879","https://openalex.org/W6743198006"],"related_works":["https://openalex.org/W2057601146","https://openalex.org/W2002428578","https://openalex.org/W2897258045","https://openalex.org/W2072332896","https://openalex.org/W2018406690","https://openalex.org/W2951748633","https://openalex.org/W2057691131","https://openalex.org/W2952039693","https://openalex.org/W4280621979","https://openalex.org/W4292309272"],"abstract_inverted_index":{"The":[0,133],"data":[1,18,34,40,45,70,86,122],"collected":[2],"by":[3,90,124],"the":[4,16,24,38,43,57,61,85,98,108,115,121,126,130,138,147],"wireless":[5,49],"sensor":[6,50],"nodes":[7,25],"often":[8],"has":[9,66,142],"some":[10],"spatial":[11],"or":[12],"temporal":[13],"redundancy,":[14],"and":[15,26,36,93,106],"redundant":[17],"impose":[19],"unnecessary":[20,39],"burdens":[21],"on":[22,77],"both":[23],"networks.":[27],"Data":[28],"prediction":[29,46,71,123],"is":[30,88,102],"helpful":[31],"to":[32,55,104],"improve":[33],"quality":[35,87],"reduce":[37],"transmission.":[41],"However,":[42],"current":[44],"methods":[47,149],"of":[48,111,129],"networks":[51],"seldom":[52],"consider":[53],"how":[54],"utilize":[56],"spatial-temporal":[58],"correlation":[59],"among":[60],"sensory":[62,112],"data.":[63,113],"This":[64],"paper":[65],"proposed":[67,139],"a":[68],"new":[69],"method":[72,92],"multi-node":[73],"multi-feature":[74],"(MNMF)":[75],"based":[76],"bidirectional":[78,99],"long":[79],"short-term":[80],"memory":[81],"(LSTM)":[82],"network.":[83,132],"Firstly,":[84],"improved":[89],"quartile":[91],"wavelet":[94],"threshold":[95],"denoising.":[96],"Then,":[97],"LSTM":[100],"network":[101],"used":[103,119],"extract":[105],"learn":[107],"abstract":[109,116],"features":[110,117],"Finally,":[114],"are":[118],"in":[120,150],"adopting":[125],"merge":[127],"layer":[128],"neural":[131],"experimental":[134],"results":[135],"show":[136],"that":[137],"MNMF":[140],"model":[141],"better":[143],"performance":[144],"compared":[145],"with":[146],"other":[148],"many":[151],"evaluation":[152],"indicators.":[153]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":19},{"year":2020,"cited_by_count":20}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
