{"id":"https://openalex.org/W4411358607","doi":"https://doi.org/10.1109/lgrs.2025.3580648","title":"Unsupervised Seismic Erratic Noise Suppression Using Implicit Neural Representation","display_name":"Unsupervised Seismic Erratic Noise Suppression Using Implicit Neural Representation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411358607","doi":"https://doi.org/10.1109/lgrs.2025.3580648"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2025.3580648","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2025.3580648","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","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/A5085240908","display_name":"Qianzong Bao","orcid":"https://orcid.org/0000-0003-3916-9025"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Qianzong Bao","raw_affiliation_strings":["School of Geological Engineering and Geomatics, Chang&#x2019;an University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-3916-9025","affiliations":[{"raw_affiliation_string":"School of Geological Engineering and Geomatics, Chang&#x2019;an University, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115595251","display_name":"Weiwei Xu","orcid":"https://orcid.org/0000-0002-2044-2143"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Weiwei Xu","raw_affiliation_strings":["School of Geological Engineering and Geomatics, Chang&#x2019;an University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-2044-2143","affiliations":[{"raw_affiliation_string":"School of Geological Engineering and Geomatics, Chang&#x2019;an University, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103837251","display_name":"Wei Shi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei Shi","raw_affiliation_strings":["Shaanxi Engineering Technology Research Center for Urban Geology and Underground Space, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shaanxi Engineering Technology Research Center for Urban Geology and Underground Space, Xi&#x2019;an, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100421156","display_name":"Ji Li","orcid":"https://orcid.org/0000-0002-6151-8941"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ji Li","raw_affiliation_strings":["Department of Geoscience, University of Calgary, Calgary, AB, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6151-8941","affiliations":[{"raw_affiliation_string":"Department of Geoscience, University of Calgary, Calgary, AB, Canada","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100666814","display_name":"Xiaokai Wang","orcid":"https://orcid.org/0000-0001-5396-985X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaokai Wang","raw_affiliation_strings":["School of Information and Communications Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-5396-985X","affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100651084","display_name":"Wenchao Chen","orcid":"https://orcid.org/0000-0003-0696-337X"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenchao Chen","raw_affiliation_strings":["School of Information and Communications Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-0696-337X","affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5085240908"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1519811,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"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/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"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/T13018","display_name":"Seismology and Earthquake Studies","score":0.9943000078201294,"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"}},{"id":"https://openalex.org/T11757","display_name":"Seismic Waves and Analysis","score":0.9890999794006348,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6547080278396606},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5952738523483276},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5128676891326904},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4543655216693878},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43442803621292114},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.37996554374694824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37854501605033875}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6547080278396606},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5952738523483276},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5128676891326904},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4543655216693878},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43442803621292114},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.37996554374694824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37854501605033875},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2025.3580648","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2025.3580648","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.7599999904632568}],"awards":[{"id":"https://openalex.org/G3753120278","display_name":null,"funder_award_id":"2022YFC3003402","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6137552301","display_name":null,"funder_award_id":"42474160","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8908698985","display_name":null,"funder_award_id":"2021JM-156","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1973540739","https://openalex.org/W2071519141","https://openalex.org/W2086288874","https://openalex.org/W2142828353","https://openalex.org/W2165412225","https://openalex.org/W2328740995","https://openalex.org/W2518468762","https://openalex.org/W2796445688","https://openalex.org/W2964013315","https://openalex.org/W3023371261","https://openalex.org/W3087783885","https://openalex.org/W3088102248","https://openalex.org/W3168928451","https://openalex.org/W4221151978","https://openalex.org/W4226266787","https://openalex.org/W4249736682","https://openalex.org/W4291751971","https://openalex.org/W4292674757","https://openalex.org/W4321327328","https://openalex.org/W4386076276","https://openalex.org/W4387789689","https://openalex.org/W4394627417","https://openalex.org/W4398237000","https://openalex.org/W4400772107","https://openalex.org/W4400810668","https://openalex.org/W4404317074","https://openalex.org/W4404694762","https://openalex.org/W4407450391","https://openalex.org/W6779753539","https://openalex.org/W6780179280","https://openalex.org/W6871023956"],"related_works":["https://openalex.org/W2062195135","https://openalex.org/W2795079307","https://openalex.org/W2391251536","https://openalex.org/W2793058541","https://openalex.org/W2362198218","https://openalex.org/W1983629434","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W1982750869"],"abstract_inverted_index":{"Seismic":[0],"erratic":[1,86,140],"noise,":[2],"characterized":[3],"by":[4,16,47,112],"large":[5],"isolated":[6],"events":[7],"following":[8],"non-Gaussian":[9],"distributions,":[10],"significantly":[11],"degrades":[12],"seismic":[13,90,106,136],"data":[14],"quality":[15],"masking":[17],"useful":[18],"signals.":[19],"Methods":[20],"based":[21,79,167],"on":[22,80,168,176],"conventional":[23],"priors":[24],"remain":[25],"essential":[26],"but":[27],"face":[28],"inherent":[29],"challenges":[30],"as":[31],"they":[32],"struggle":[33],"to":[34,99,128,155],"balance":[35],"noise":[36,87,141,172,187],"attenuation":[37],"and":[38,64,178],"signal":[39,145,158,190],"preservation.":[40],"Supervised":[41],"deep":[42,76],"learning":[43,77],"approaches":[44],"are":[45,109],"constrained":[46],"the":[48,101,134,152,161],"scarcity":[49],"of":[50,104,133],"high-quality":[51],"labeled":[52],"training":[53],"pairs,":[54],"while":[55,142,160,188],"existing":[56],"unsupervised":[57,75],"techniques":[58],"often":[59],"suffer":[60],"from":[61],"suboptimal":[62],"accuracy":[63],"high":[65],"computational":[66],"cost.":[67],"To":[68],"address":[69],"these":[70],"limitations,":[71],"we":[72],"propose":[73],"an":[74],"framework":[78],"implicit":[81],"neural":[82],"representation":[83,132],"(INR)":[84],"for":[85],"suppression":[88],"in":[89,185],"data.":[91],"The":[92,118,147],"proposed":[93],"method":[94],"employs":[95],"Fourier":[96,148],"feature":[97,149],"mapping":[98,150],"encode":[100],"spatial":[102],"coordinates":[103],"noisy":[105],"data,":[107],"which":[108],"then":[110],"processed":[111],"a":[113,123,130],"lightweight":[114],"multilayer":[115],"perceptron":[116],"(MLP).":[117],"MLP":[119],"is":[120],"optimized":[121],"using":[122],"robust":[124],"Huber":[125,162],"loss":[126,163],"function":[127],"learn":[129],"continuous":[131],"underlying":[135],"wavefield,":[137],"effectively":[138],"attenuating":[139],"preserving":[143,189],"valuable":[144],"components.":[146],"enhances":[151],"MLP\u2019s":[153],"ability":[154],"capture":[156],"high-frequency":[157],"details,":[159],"adaptively":[164],"weights":[165],"residuals":[166],"amplitude,":[169],"enabling":[170],"precise":[171],"suppression.":[173],"Experimental":[174],"results":[175],"synthetic":[177],"field":[179],"datasets":[180],"demonstrate":[181],"its":[182],"superior":[183],"performance":[184],"suppressing":[186],"fidelity.":[191]},"counts_by_year":[],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
