{"id":"https://openalex.org/W7155421724","doi":"https://doi.org/10.1016/j.envsoft.2026.106986","title":"Interpretable residual-informed hybrid physics-informed machine learning framework for runoff prediction in a typical karst basin in southwest China","display_name":"Interpretable residual-informed hybrid physics-informed machine learning framework for runoff prediction in a typical karst basin in southwest China","publication_year":2026,"publication_date":"2026-04-23","ids":{"openalex":"https://openalex.org/W7155421724","doi":"https://doi.org/10.1016/j.envsoft.2026.106986"},"language":"en","primary_location":{"id":"doi:10.1016/j.envsoft.2026.106986","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2026.106986","pdf_url":null,"source":{"id":"https://openalex.org/S113611870","display_name":"Environmental Modelling & Software","issn_l":"1364-8152","issn":["1364-8152","1873-6726"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Modelling & Software","raw_type":"journal-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/A5134445322","display_name":"Chongxun Mo","orcid":null},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chongxun Mo","raw_affiliation_strings":["College of Architecture and Civil Engineering, Guangxi University, Nanning, China","Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education, College of Civil Engineering and Architecture, Guangxi University, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Architecture and Civil Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]},{"raw_affiliation_string":"Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education, College of Civil Engineering and Architecture, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039973499","display_name":"Changhao Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changhao Jiang","raw_affiliation_strings":["College of Architecture and Civil Engineering, Guangxi University, Nanning, China","Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education, College of Civil Engineering and Architecture, Guangxi University, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Architecture and Civil Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]},{"raw_affiliation_string":"Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education, College of Civil Engineering and Architecture, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134422080","display_name":"Jiameng Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiameng Xu","raw_affiliation_strings":["College of Architecture and Civil Engineering, Guangxi University, Nanning, China","Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education, College of Civil Engineering and Architecture, Guangxi University, Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Architecture and Civil Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]},{"raw_affiliation_string":"Key Laboratory of Disaster Prevention and Structural Safety of Ministry of Education, College of Civil Engineering and Architecture, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134431110","display_name":"Yi Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yi Huang","raw_affiliation_strings":["Guangxi Water & Power Design Institute Co., Ltd., Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Water & Power Design Institute Co., Ltd., Nanning, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134445543","display_name":"Gang Tang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gang Tang","raw_affiliation_strings":["Guangxi Water & Power Design Institute Co., Ltd., Nanning, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Water & Power Design Institute Co., Ltd., Nanning, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030364722","display_name":"Lingling Tang","orcid":"https://orcid.org/0000-0002-3033-7662"},"institutions":[{"id":"https://openalex.org/I27462735","display_name":"Yulin Normal University","ror":"https://ror.org/00445hv47","country_code":"CN","type":"education","lineage":["https://openalex.org/I27462735"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingling Tang","raw_affiliation_strings":["Guangxi Yulin Water Resource and Electric Power Survey, Design and Research Institute, Yulin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Yulin Water Resource and Electric Power Survey, Design and Research Institute, Yulin, China","institution_ids":["https://openalex.org/I27462735"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5134434906","display_name":"Yugong Li","orcid":null},"institutions":[{"id":"https://openalex.org/I27462735","display_name":"Yulin Normal University","ror":"https://ror.org/00445hv47","country_code":"CN","type":"education","lineage":["https://openalex.org/I27462735"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yugong Li","raw_affiliation_strings":["Guangxi Yulin Water Resource and Electric Power Survey, Design and Research Institute, Yulin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangxi Yulin Water Resource and Electric Power Survey, Design and Research Institute, Yulin, China","institution_ids":["https://openalex.org/I27462735"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5134422080"],"corresponding_institution_ids":["https://openalex.org/I150807315"],"apc_list":{"value":3400,"currency":"USD","value_usd":3400},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.47474533,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"202","issue":null,"first_page":"106986","last_page":"106986"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12083","display_name":"Karst Systems and Hydrogeology","score":0.5856999754905701,"subfield":{"id":"https://openalex.org/subfields/1904","display_name":"Earth-Surface Processes"},"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/T12083","display_name":"Karst Systems and Hydrogeology","score":0.5856999754905701,"subfield":{"id":"https://openalex.org/subfields/1904","display_name":"Earth-Surface Processes"},"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.19850000739097595,"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"}},{"id":"https://openalex.org/T12543","display_name":"Groundwater and Watershed Analysis","score":0.1251000016927719,"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/karst","display_name":"Karst","score":0.5103999972343445},{"id":"https://openalex.org/keywords/structural-basin","display_name":"Structural basin","score":0.4925999939441681},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.45809999108314514},{"id":"https://openalex.org/keywords/surface-runoff","display_name":"Surface runoff","score":0.4505999982357025},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.3391000032424927},{"id":"https://openalex.org/keywords/chine","display_name":"Chine","score":0.289000004529953}],"concepts":[{"id":"https://openalex.org/C182348080","wikidata":"https://www.wikidata.org/wiki/Q16817","display_name":"Karst","level":2,"score":0.5103999972343445},{"id":"https://openalex.org/C109007969","wikidata":"https://www.wikidata.org/wiki/Q749565","display_name":"Structural basin","level":2,"score":0.4925999939441681},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.45809999108314514},{"id":"https://openalex.org/C50477045","wikidata":"https://www.wikidata.org/wiki/Q1444790","display_name":"Surface runoff","level":2,"score":0.4505999982357025},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.43309998512268066},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36230000853538513},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3474000096321106},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.3391000032424927},{"id":"https://openalex.org/C120359367","wikidata":"https://www.wikidata.org/wiki/Q490032","display_name":"Chine","level":3,"score":0.289000004529953},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2800000011920929},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C126645576","wikidata":"https://www.wikidata.org/wiki/Q166620","display_name":"Drainage basin","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2653000056743622},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.25780001282691956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.envsoft.2026.106986","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2026.106986","pdf_url":null,"source":{"id":"https://openalex.org/S113611870","display_name":"Environmental Modelling & Software","issn_l":"1364-8152","issn":["1364-8152","1873-6726"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Modelling & Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5904721617698669}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1974435671","https://openalex.org/W2061542951","https://openalex.org/W2110082949","https://openalex.org/W2885716143","https://openalex.org/W2982006361","https://openalex.org/W3006583569","https://openalex.org/W3044866778","https://openalex.org/W3047529374","https://openalex.org/W3067441811","https://openalex.org/W3120596051","https://openalex.org/W3136320208","https://openalex.org/W3137611682","https://openalex.org/W3156600984","https://openalex.org/W3171927944","https://openalex.org/W3194668998","https://openalex.org/W4206199743","https://openalex.org/W4213228517","https://openalex.org/W4229037329","https://openalex.org/W4256521409","https://openalex.org/W4295808856","https://openalex.org/W4302009408","https://openalex.org/W4307154444","https://openalex.org/W4313541728","https://openalex.org/W4313830014","https://openalex.org/W4322770469","https://openalex.org/W4367840939","https://openalex.org/W4386134301","https://openalex.org/W4386189687","https://openalex.org/W4387909261","https://openalex.org/W4388686886","https://openalex.org/W4389558262","https://openalex.org/W4392288489","https://openalex.org/W4393097969","https://openalex.org/W4393119369","https://openalex.org/W4399298353","https://openalex.org/W4400126677","https://openalex.org/W4402604976","https://openalex.org/W4402644326","https://openalex.org/W4404186413","https://openalex.org/W4404649258","https://openalex.org/W4405499507","https://openalex.org/W4405935088","https://openalex.org/W4406614874","https://openalex.org/W4406634631","https://openalex.org/W4408384788","https://openalex.org/W4409211570","https://openalex.org/W4410156186","https://openalex.org/W4411696770","https://openalex.org/W4412862504"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2026-04-24T00:00:00"}