{"id":"https://openalex.org/W4408353841","doi":"https://doi.org/10.1109/icassp49660.2025.10890850","title":"PiCNet: Physics-infused Convolution Network for Radar-Based Precipitation Nowcasting","display_name":"PiCNet: Physics-infused Convolution Network for Radar-Based Precipitation Nowcasting","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408353841","doi":"https://doi.org/10.1109/icassp49660.2025.10890850"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10890850","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10890850","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5100401076","display_name":"Zheng Wang","orcid":"https://orcid.org/0000-0001-9702-0435"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zheng Wang","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041985945","display_name":"Hanyi Zhang","orcid":"https://orcid.org/0000-0003-0109-6481"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanyi Zhang","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013768600","display_name":"Cong Bai","orcid":"https://orcid.org/0000-0002-6177-3862"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Bai","raw_affiliation_strings":["Zhejiang University of Technology,College of Computer Science and Technology"],"affiliations":[{"raw_affiliation_string":"Zhejiang University of Technology,College of Computer Science and Technology","institution_ids":["https://openalex.org/I55712492"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100401076"],"corresponding_institution_ids":["https://openalex.org/I55712492"],"apc_list":null,"apc_paid":null,"fwci":4.2041,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92848759,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9990000128746033,"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9990000128746033,"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/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9965999722480774,"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9807000160217285,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/nowcasting","display_name":"Nowcasting","score":0.9247655272483826},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.5959395170211792},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5652715563774109},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5332906246185303},{"id":"https://openalex.org/keywords/precipitation","display_name":"Precipitation","score":0.5321717858314514},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4847652316093445},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.44832178950309753},{"id":"https://openalex.org/keywords/doppler-radar","display_name":"Doppler radar","score":0.4316583573818207},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.24838212132453918},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22845962643623352},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.22171926498413086},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14500495791435242},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.08914217352867126}],"concepts":[{"id":"https://openalex.org/C2781013037","wikidata":"https://www.wikidata.org/wiki/Q1433331","display_name":"Nowcasting","level":2,"score":0.9247655272483826},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.5959395170211792},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5652715563774109},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5332906246185303},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.5321717858314514},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4847652316093445},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.44832178950309753},{"id":"https://openalex.org/C2778559676","wikidata":"https://www.wikidata.org/wiki/Q1334213","display_name":"Doppler radar","level":3,"score":0.4316583573818207},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.24838212132453918},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22845962643623352},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.22171926498413086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14500495791435242},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.08914217352867126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10890850","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10890850","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1789155650","https://openalex.org/W2024414272","https://openalex.org/W2967033144","https://openalex.org/W3009216045","https://openalex.org/W3109184532","https://openalex.org/W3126335003","https://openalex.org/W3172039028","https://openalex.org/W3199775909","https://openalex.org/W4293192773","https://openalex.org/W4317437760","https://openalex.org/W4383197616","https://openalex.org/W4388133054","https://openalex.org/W4394862616","https://openalex.org/W6628877408","https://openalex.org/W6631484547","https://openalex.org/W6739112683","https://openalex.org/W6745829810","https://openalex.org/W6750259706","https://openalex.org/W6803248544","https://openalex.org/W6839401937"],"related_works":["https://openalex.org/W2098567841","https://openalex.org/W3124209601","https://openalex.org/W2238969010","https://openalex.org/W2189249776","https://openalex.org/W1526105959","https://openalex.org/W4311063044","https://openalex.org/W2532305960","https://openalex.org/W2356511791","https://openalex.org/W4200360890","https://openalex.org/W3092878338"],"abstract_inverted_index":{"Meteorological":[0],"disasters,":[1],"especially":[2],"extreme":[3],"precipitation,":[4],"cause":[5],"significant":[6],"socioeconomic":[7],"damage,":[8],"highlighting":[9],"the":[10,26,50,73],"need":[11],"for":[12],"effective":[13,38],"quantitative":[14],"precipitation":[15,90],"nowcasting.":[16,91],"Existing":[17],"methods,":[18,84],"often":[19],"data-driven":[20],"and":[21],"resource-intensive,":[22],"struggle":[23],"to":[24,44,61,64],"capture":[25],"underlying":[27],"physical":[28,47],"laws":[29],"of":[30],"meteorology.":[31],"This":[32],"paper":[33],"introduces":[34],"a":[35,58],"simple":[36],"yet":[37],"model":[39,55,81],"using":[40],"an":[41],"advection":[42],"simulator":[43],"learn":[45],"precipitation\u2019s":[46],"dynamics,":[48],"making":[49],"predictions":[51],"more":[52],"interpretable.":[53],"Our":[54],"also":[56],"incorporates":[57],"physics-guided":[59],"module":[60],"enhance":[62],"sensitivity":[63],"high-intensity":[65],"rainfall,":[66],"improving":[67],"rainfall":[68],"prediction":[69],"accuracy.":[70],"Experiments":[71],"on":[72],"KNMI":[74],"radar":[75],"echo":[76],"dataset":[77],"demonstrate":[78],"that":[79],"our":[80],"outperforms":[82],"state-of-the-art":[83],"offering":[85],"better":[86],"insights":[87],"into":[88],"physics-infused":[89]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}