{"id":"https://openalex.org/W4408199818","doi":"https://doi.org/10.1109/cisp-bmei64163.2024.10906212","title":"Exploring the Impact of SAR Images on Wave Height Prediction Models: A Study Using XAI","display_name":"Exploring the Impact of SAR Images on Wave Height Prediction Models: A Study Using XAI","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4408199818","doi":"https://doi.org/10.1109/cisp-bmei64163.2024.10906212"},"language":"en","primary_location":{"id":"doi:10.1109/cisp-bmei64163.2024.10906212","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei64163.2024.10906212","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5113202560","display_name":"Shane Smyth","orcid":null},"institutions":[{"id":"https://openalex.org/I168346926","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I168346926"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Shane Smyth","raw_affiliation_strings":["The ADAPT SFI Research Centre,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The ADAPT SFI Research Centre,Dublin,Ireland","institution_ids":["https://openalex.org/I168346926"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005100701","display_name":"Arjun Pakrashi","orcid":"https://orcid.org/0000-0002-9605-6839"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Arjun Pakrashi","raw_affiliation_strings":["School of Computer Science, University College Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin,Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011772990","display_name":"Soumyabrata Dev","orcid":"https://orcid.org/0000-0002-0153-1095"},"institutions":[{"id":"https://openalex.org/I168346926","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I168346926"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Soumyabrata Dev","raw_affiliation_strings":["The ADAPT SFI Research Centre,Dublin,Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The ADAPT SFI Research Centre,Dublin,Ireland","institution_ids":["https://openalex.org/I168346926"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.302,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.91078067,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.9193000197410583,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/T11061","display_name":"Ocean Waves and Remote Sensing","score":0.9193000197410583,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.49673181772232056},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4964297413825989},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4419519305229187},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.37546849250793457},{"id":"https://openalex.org/keywords/geodesy","display_name":"Geodesy","score":0.35044223070144653},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33741438388824463}],"concepts":[{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.49673181772232056},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4964297413825989},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4419519305229187},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.37546849250793457},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.35044223070144653},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33741438388824463}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cisp-bmei64163.2024.10906212","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cisp-bmei64163.2024.10906212","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 17th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.6299999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2791740480","https://openalex.org/W3043321134","https://openalex.org/W4319068977","https://openalex.org/W4395468525","https://openalex.org/W6788222027","https://openalex.org/W6838137152","https://openalex.org/W6852218328","https://openalex.org/W6860788677","https://openalex.org/W6861171082","https://openalex.org/W6864306842","https://openalex.org/W6987522800"],"related_works":["https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W3186982001","https://openalex.org/W1984402782","https://openalex.org/W2137941439","https://openalex.org/W2004200960","https://openalex.org/W1999891779","https://openalex.org/W4252699458"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3],"application":[4],"of":[5,91],"explainable":[6],"AI":[7],"(XAI)":[8],"techniques":[9],"to":[10,69,81],"a":[11],"Convolutional":[12],"Long":[13],"Short-Term":[14],"Memory":[15],"(ConvLSTM)":[16],"wave":[17,53,92],"height":[18,54,93],"prediction":[19],"model":[20,62,110],"based":[21],"on":[22,65],"Synthetic":[23],"Aperture":[24],"Radar":[25],"(SAR)":[26],"imagery":[27],"and":[28,39,46,89,105],"satellite":[29],"altimetry":[30],"data.":[31],"Using":[32],"XAI":[33,57],"methods":[34],"such":[35,101],"as":[36,102],"occlusion":[37],"sensitivity":[38],"integrated":[40],"gradients,":[41],"we":[42],"explore":[43],"the":[44,61,87],"spatial":[45],"temporal":[47],"features":[48],"most":[49],"critical":[50],"for":[51,98,114],"accurate":[52],"predictions.":[55,83,116],"The":[56],"analysis":[58],"reveals":[59],"that":[60],"heavily":[63],"relies":[64],"early":[66],"SAR":[67],"images":[68,78],"capture":[70],"essential":[71,113],"sea":[72],"surface":[73],"roughness":[74],"patterns,":[75],"while":[76],"later":[77],"primarily":[79],"serve":[80],"refine":[82],"These":[84],"findings":[85],"enhance":[86],"transparency":[88],"interpretability":[90],"models,":[94],"providing":[95],"valuable":[96],"insights":[97],"real-world":[99],"applications":[100],"coastal":[103],"management":[104],"disaster":[106],"preparedness,":[107],"where":[108],"understanding":[109],"decision-making":[111],"is":[112],"trustworthy":[115]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}