{"id":"https://openalex.org/W4390045043","doi":"https://doi.org/10.1109/icast57874.2023.10359282","title":"Addressing Weight Competition in Long Short-Term Memory (LSTM) Networks for Improving Temperature Prediction","display_name":"Addressing Weight Competition in Long Short-Term Memory (LSTM) Networks for Improving Temperature Prediction","publication_year":2023,"publication_date":"2023-11-09","ids":{"openalex":"https://openalex.org/W4390045043","doi":"https://doi.org/10.1109/icast57874.2023.10359282"},"language":"en","primary_location":{"id":"doi:10.1109/icast57874.2023.10359282","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icast57874.2023.10359282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 12th International Conference on Awareness Science and Technology (iCAST)","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/A5060060245","display_name":"Kun\u2010Wei Lin","orcid":"https://orcid.org/0000-0002-4469-5428"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Kun-Wei Lin","raw_affiliation_strings":["Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101860136","display_name":"Yufan Li","orcid":"https://orcid.org/0009-0009-7080-1544"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Fan Li","raw_affiliation_strings":["Chaoyang University of Technology,Dept. Information Management,Taichung,Taiwan, R.O.C","Dept. Information Management, Chaoyang University of Technology, Taichung, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology,Dept. Information Management,Taichung,Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Dept. Information Management, Chaoyang University of Technology, Taichung, Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063943769","display_name":"Che-Yu Lin","orcid":"https://orcid.org/0000-0002-0440-2977"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Che-Yu Lin","raw_affiliation_strings":["Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101282623","display_name":"Zheng-Han Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Zheng-Han Jiang","raw_affiliation_strings":["Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100681962","display_name":"Weijian Chen","orcid":"https://orcid.org/0000-0001-8296-2673"},"institutions":[{"id":"https://openalex.org/I126145234","display_name":"Chaoyang University of Technology","ror":"https://ror.org/04xwksx09","country_code":"TW","type":"education","lineage":["https://openalex.org/I126145234"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Jian Chen","raw_affiliation_strings":["Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Chaoyang University of Technology,Dept. Computer Science and Information Engineering,Taichung,Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]},{"raw_affiliation_string":"Dept. Computer Science and Information Engineering, Chaoyang University of Technology, Taichung, Taiwan, R.O.C","institution_ids":["https://openalex.org/I126145234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5060060245"],"corresponding_institution_ids":["https://openalex.org/I126145234"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1639787,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"306","last_page":"309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9975000023841858,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9975000023841858,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.7356085777282715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6585838794708252},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6549720764160156},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.512022078037262},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46192046999931335},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.4593868553638458},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"Long short term memory","score":0.4293003976345062},{"id":"https://openalex.org/keywords/weight-change","display_name":"Weight change","score":0.4270963668823242},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3806226849555969},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.24677523970603943},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.18680927157402039},{"id":"https://openalex.org/keywords/weight-loss","display_name":"Weight loss","score":0.08722925186157227}],"concepts":[{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.7356085777282715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6585838794708252},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6549720764160156},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.512022078037262},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46192046999931335},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.4593868553638458},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.4293003976345062},{"id":"https://openalex.org/C3017894415","wikidata":"https://www.wikidata.org/wiki/Q7979883","display_name":"Weight change","level":4,"score":0.4270963668823242},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3806226849555969},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.24677523970603943},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.18680927157402039},{"id":"https://openalex.org/C544821477","wikidata":"https://www.wikidata.org/wiki/Q718113","display_name":"Weight loss","level":3,"score":0.08722925186157227},{"id":"https://openalex.org/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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":1,"locations":[{"id":"doi:10.1109/icast57874.2023.10359282","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icast57874.2023.10359282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 12th International Conference on Awareness Science and Technology (iCAST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"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":9,"referenced_works":["https://openalex.org/W2082409570","https://openalex.org/W2587019100","https://openalex.org/W2754816854","https://openalex.org/W2914862314","https://openalex.org/W2921437497","https://openalex.org/W3174292513","https://openalex.org/W4210649526","https://openalex.org/W6733081445","https://openalex.org/W6760631180"],"related_works":["https://openalex.org/W1919101720","https://openalex.org/W4390822878","https://openalex.org/W96888382","https://openalex.org/W2041308758","https://openalex.org/W4386126592","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660","https://openalex.org/W3093492039","https://openalex.org/W2883305219"],"abstract_inverted_index":{"This":[0],"conference":[1],"paper":[2],"presents":[3],"a":[4],"study":[5],"on":[6],"the":[7,20,28,34,79,104],"application":[8],"of":[9,30,81,87,106],"Long":[10],"Short-Term":[11],"Memory":[12],"(LSTM)":[13],"networks":[14],"to":[15,40,73,110],"predict":[16],"temperature":[17,82,116],"changes":[18],"in":[19],"upcoming":[21],"week.":[22],"During":[23],"our":[24],"research,":[25],"we":[26],"encountered":[27],"issue":[29],"weight":[31,75,108],"competition":[32,76,109],"within":[33],"LSTM":[35,99],"architecture,":[36],"which":[37],"can":[38],"lead":[39],"suboptimal":[41],"predictions.":[42,117],"To":[43],"overcome":[44],"this":[45],"challenge,":[46],"three":[47],"novel":[48],"methods":[49,89],"including":[50],"Independent":[51],"Time":[52,58,66],"Series":[53,59,67],"(ITS)":[54],"Model,":[55,69],"Arithmetic":[56,63],"Segmented":[57,64],"(ASTS)":[60],"Model":[61],"and":[62,77,95,114],"Rolling":[65],"(ASRTS)":[68],"respectively,":[70],"were":[71,90],"used":[72],"address":[74],"enhance":[78],"accuracy":[80],"change":[83],"forecasts.":[84],"The":[85,101],"effectiveness":[86],"these":[88],"evaluated":[91],"through":[92],"extensive":[93],"experiments":[94],"compared":[96],"against":[97],"standard":[98],"models.":[100],"results":[102],"demonstrate":[103],"significance":[105],"mitigating":[107],"achieve":[111],"more":[112],"reliable":[113],"accurate":[115]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
