{"id":"https://openalex.org/W4289528561","doi":"https://doi.org/10.3390/s22155742","title":"Temperature Prediction of Seasonal Frozen Subgrades Based on CEEMDAN-LSTM Hybrid Model","display_name":"Temperature Prediction of Seasonal Frozen Subgrades Based on CEEMDAN-LSTM Hybrid Model","publication_year":2022,"publication_date":"2022-08-01","ids":{"openalex":"https://openalex.org/W4289528561","doi":"https://doi.org/10.3390/s22155742","pmid":"https://pubmed.ncbi.nlm.nih.gov/35957299"},"language":"en","primary_location":{"id":"doi:10.3390/s22155742","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22155742","pdf_url":"https://www.mdpi.com/1424-8220/22/15/5742/pdf?version=1659347864","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/15/5742/pdf?version=1659347864","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048303070","display_name":"Liyue Chen","orcid":"https://orcid.org/0000-0002-8540-5589"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210130035","display_name":"China Communications Construction Company (China)","ror":"https://ror.org/03q3een69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210130035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyue Chen","raw_affiliation_strings":["Badong National Observation and Research Station of Geohazards, China University of Geosciences, Wuhan 430074, China","China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Badong National Observation and Research Station of Geohazards, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China","institution_ids":["https://openalex.org/I4210130035"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017838219","display_name":"Xiao Liu","orcid":"https://orcid.org/0000-0002-0919-4820"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiao Liu","raw_affiliation_strings":["Badong National Observation and Research Station of Geohazards, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":"https://orcid.org/0000-0002-0919-4820","affiliations":[{"raw_affiliation_string":"Badong National Observation and Research Station of Geohazards, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034497751","display_name":"Chao Zeng","orcid":"https://orcid.org/0000-0001-5387-5714"},"institutions":[{"id":"https://openalex.org/I4210130035","display_name":"China Communications Construction Company (China)","ror":"https://ror.org/03q3een69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210130035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Zeng","raw_affiliation_strings":["China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China","institution_ids":["https://openalex.org/I4210130035"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020944491","display_name":"Xianzhi He","orcid":null},"institutions":[{"id":"https://openalex.org/I4210130035","display_name":"China Communications Construction Company (China)","ror":"https://ror.org/03q3een69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210130035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianzhi He","raw_affiliation_strings":["China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China","institution_ids":["https://openalex.org/I4210130035"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042065499","display_name":"Fengguang Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210130035","display_name":"China Communications Construction Company (China)","ror":"https://ror.org/03q3een69","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210130035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengguang Chen","raw_affiliation_strings":["China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Communications Construction Company Second Highway Consultants Co., Ltd., Wuhan 430056, China","institution_ids":["https://openalex.org/I4210130035"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086469910","display_name":"Baoshan Zhu","orcid":"https://orcid.org/0000-0003-4338-7914"},"institutions":[{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baoshan Zhu","raw_affiliation_strings":["Badong National Observation and Research Station of Geohazards, China University of Geosciences, Wuhan 430074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Badong National Observation and Research Station of Geohazards, China University of Geosciences, Wuhan 430074, China","institution_ids":["https://openalex.org/I3124059619"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5017838219"],"corresponding_institution_ids":["https://openalex.org/I3124059619"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":2.4256,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.89184167,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"22","issue":"15","first_page":"5742","last_page":"5742"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11333","display_name":"Climate change and permafrost","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11333","display_name":"Climate change and permafrost","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10644","display_name":"Cryospheric studies and observations","score":0.9851999878883362,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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":0.38046038150787354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38046038150787354}],"mesh":[{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012621","descriptor_name":"Seasons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22155742","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22155742","pdf_url":"https://www.mdpi.com/1424-8220/22/15/5742/pdf?version=1659347864","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:35957299","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35957299","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:4365b8348fe244ceb3256fe2aa515d61","is_oa":true,"landing_page_url":"https://doaj.org/article/4365b8348fe244ceb3256fe2aa515d61","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":"Sensors, Vol 22, Iss 15, p 5742 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/15/5742/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22155742","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 15; Pages: 5742","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9370898","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9370898","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22155742","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22155742","pdf_url":"https://www.mdpi.com/1424-8220/22/15/5742/pdf?version=1659347864","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.6000000238418579}],"awards":[{"id":"https://openalex.org/G1036236440","display_name":null,"funder_award_id":"41807271","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G132984247","display_name":null,"funder_award_id":"KJFZ-2018-049-001","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G147291181","display_name":null,"funder_award_id":"KJFZ-2018-049","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G1972062049","display_name":null,"funder_award_id":"KJFZ-2018-049-001","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G2176708863","display_name":null,"funder_award_id":"2017YFC1501304","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2341983705","display_name":null,"funder_award_id":"2012M521500 and 2014T70758","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4523801264","display_name":null,"funder_award_id":"2014T70758","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4545023858","display_name":null,"funder_award_id":"2017YFC1501304","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4919549723","display_name":null,"funder_award_id":"2017YFC1501304","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5195632712","display_name":null,"funder_award_id":"2012M521500","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5332967635","display_name":null,"funder_award_id":"41807271","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5370720110","display_name":null,"funder_award_id":"42177147","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G5480019424","display_name":null,"funder_award_id":"42177147","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5647105499","display_name":"\u8003\u8651\u8de8\u5c3a\u5ea6\u7ed3\u6784\u7a7a\u95f4\u53d8\u5f02\u6027\u7684\u5e93\u5cb8\u5806\u79ef\u5c42\u6ed1\u5761\u5931\u7a33\u673a\u5236\u7814\u7a76","funder_award_id":"41807271","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6446021519","display_name":null,"funder_award_id":"2012M521500","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7570554569","display_name":null,"funder_award_id":"KJFZ-2018-049","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7816693111","display_name":null,"funder_award_id":"KJFZ-2018-049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7980727123","display_name":null,"funder_award_id":"KJFZ-2018-049-001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8262127979","display_name":null,"funder_award_id":"2014T70758","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8587884377","display_name":"\u57fa\u4e8e\u964d\u96e8\u548c\u84b8\u53d1\u8fc7\u7a0b\u7684\u533a\u57df\u8fb9\u5761\u53ef\u9760\u6027\u8bc4\u4ef7\u65b9\u6cd5\u7814\u7a76","funder_award_id":"42072314","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8772151487","display_name":null,"funder_award_id":"42072314","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G8785590552","display_name":null,"funder_award_id":"42072314","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8916140143","display_name":null,"funder_award_id":"2014T70758","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G912493526","display_name":null,"funder_award_id":"2012M521500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G944476783","display_name":null,"funder_award_id":"42177147","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4289528561.pdf","grobid_xml":"https://content.openalex.org/works/W4289528561.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W1230837212","https://openalex.org/W1923027492","https://openalex.org/W2003476358","https://openalex.org/W2004353783","https://openalex.org/W2007221293","https://openalex.org/W2010680143","https://openalex.org/W2025291942","https://openalex.org/W2041500232","https://openalex.org/W2064675550","https://openalex.org/W2089805406","https://openalex.org/W2091828388","https://openalex.org/W2095705004","https://openalex.org/W2113238782","https://openalex.org/W2120390927","https://openalex.org/W2125056386","https://openalex.org/W2130238878","https://openalex.org/W2161373316","https://openalex.org/W2239373335","https://openalex.org/W2532759528","https://openalex.org/W2604842920","https://openalex.org/W2743680082","https://openalex.org/W2785232536","https://openalex.org/W2796339307","https://openalex.org/W2801667201","https://openalex.org/W2801716390","https://openalex.org/W2802042319","https://openalex.org/W2802436364","https://openalex.org/W2804687177","https://openalex.org/W2907326933","https://openalex.org/W2919115771","https://openalex.org/W2922866880","https://openalex.org/W2924347204","https://openalex.org/W2933046827","https://openalex.org/W2944920662","https://openalex.org/W2959474257","https://openalex.org/W2963311488","https://openalex.org/W3010718760","https://openalex.org/W3013981602","https://openalex.org/W3043008751","https://openalex.org/W3093650255","https://openalex.org/W3112544595","https://openalex.org/W3166967148","https://openalex.org/W3199254145","https://openalex.org/W3208677350","https://openalex.org/W4283158762","https://openalex.org/W6674330103"],"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":{"Improving":[0],"the":[1,15,23,28,59,67,74,77,98,102,113,145,158,169,177,181,192,195,207,212],"temperature":[2,29,60,135,213],"prediction":[3,164,183],"accuracy":[4],"for":[5,37,163],"subgrades":[6],"in":[7,112],"seasonally":[8],"frozen":[9],"regions":[10],"will":[11],"greatly":[12],"help":[13],"improve":[14],"understanding":[16],"of":[17,27,32,76,101,115,149,168,194,211],"subgrades'":[18],"thermal":[19],"states.":[20],"Due":[21],"to":[22,43,55,73,186],"nonlinearity":[24,208],"and":[25,94,132,153,156,201,209],"non-stationarity":[26,210],"time":[30,61,91,136,147,214],"series":[31,92,148,215],"subgrades,":[33],"it":[34,203],"is":[35,70,86,142,161],"difficult":[36],"a":[38,139],"single":[39],"general":[40],"neural":[41,83],"network":[42],"accurately":[44,57],"capture":[45],"these":[46,64],"two":[47],"characteristics.":[48],"Many":[49],"hybrid":[50,65,140,196],"models":[51,174,190],"have":[52],"been":[53],"proposed":[54],"more":[56],"forecast":[58],"series.":[62],"Among":[63],"models,":[66],"CEEMDAN-LSTM":[68,159,178],"model":[69,160,179],"promising,":[71],"thanks":[72],"advantages":[75],"long":[78],"short-term":[79],"memory":[80],"(LSTM)":[81],"artificial":[82],"network,":[84],"which":[85],"good":[87],"at":[88],"handling":[89],"complex":[90],"data,":[93],"its":[95],"combination":[96],"with":[97,108,144],"broad":[99],"applicability":[100],"complete":[103],"ensemble":[104,127],"empirical":[105,123,128],"mode":[106,124,129],"decomposition":[107,125,130],"adaptive":[109],"noise":[110],"(CEEMDAN)":[111],"field":[114],"signal":[116],"decomposition.":[117],"In":[118],"this":[119],"study,":[120],"by":[121],"performing":[122],"(EMD),":[126],"(EEMD),":[131],"CEEMDAN":[133],"on":[134],"series,":[137],"respectively,":[138],"dataset":[141,197],"formed":[143],"corresponding":[146],"volumetric":[150],"water":[151],"content":[152],"frost":[154],"heave,":[155],"finally,":[157],"created":[162],"purposes.":[165],"The":[166],"results":[167],"performance":[170,184],"comparisons":[171],"between":[172],"multiple":[173],"show":[175],"that":[176],"has":[180],"best":[182],"compared":[185],"other":[187],"decomposed":[188],"LSTM":[189],"because":[191],"composition":[193],"improves":[198],"predictive":[199],"ability,":[200],"thus,":[202],"can":[204],"better":[205],"handle":[206],"data.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
