{"id":"https://openalex.org/W7124898661","doi":"https://doi.org/10.1109/seeda-cecnsm68644.2025.11329557","title":"Machine Learning Based Solutions for Salt Marsh Monitoring","display_name":"Machine Learning Based Solutions for Salt Marsh Monitoring","publication_year":2025,"publication_date":"2025-09-19","ids":{"openalex":"https://openalex.org/W7124898661","doi":"https://doi.org/10.1109/seeda-cecnsm68644.2025.11329557"},"language":null,"primary_location":{"id":"doi:10.1109/seeda-cecnsm68644.2025.11329557","is_oa":false,"landing_page_url":"https://doi.org/10.1109/seeda-cecnsm68644.2025.11329557","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 10th South-East Europe Design Automation, Computer Engineering, Computer Networks and Social Media Conference (SEEDA-CECNSM)","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/A5123398947","display_name":"Dimitrios Mitrogiorgos","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105785","display_name":"Intelligent Systems Research (United States)","ror":"https://ror.org/01reevc91","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105785"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitrios Mitrogiorgos","raw_affiliation_strings":["Laboratory of Knowledge and Intelligent Computing,Arta,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Knowledge and Intelligent Computing,Arta,Greece","institution_ids":["https://openalex.org/I4210105785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058278718","display_name":"Petros Karvelis","orcid":"https://orcid.org/0000-0002-0483-4868"},"institutions":[{"id":"https://openalex.org/I4210105785","display_name":"Intelligent Systems Research (United States)","ror":"https://ror.org/01reevc91","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105785"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Petros Karvelis","raw_affiliation_strings":["Laboratory of Knowledge and Intelligent Computing,Arta,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Knowledge and Intelligent Computing,Arta,Greece","institution_ids":["https://openalex.org/I4210105785"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063648132","display_name":"Alice Stocco","orcid":"https://orcid.org/0000-0002-0722-7975"},"institutions":[{"id":"https://openalex.org/I149461666","display_name":"Ca' Foscari University of Venice","ror":"https://ror.org/04yzxz566","country_code":"IT","type":"education","lineage":["https://openalex.org/I149461666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alice Stocco","raw_affiliation_strings":["Ca' Foscari University of Venice,Environmental Sciences Informatics and Statistics Dept.,Venice,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ca' Foscari University of Venice,Environmental Sciences Informatics and Statistics Dept.,Venice,Italy","institution_ids":["https://openalex.org/I149461666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040364094","display_name":"Nikos Koutsias","orcid":"https://orcid.org/0000-0001-8898-9957"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikos Koutsias","raw_affiliation_strings":["University of Patras,Dept. of Sustainable Agriculture,Agrinio,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras,Dept. of Sustainable Agriculture,Agrinio,Greece","institution_ids":["https://openalex.org/I174878644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009967164","display_name":"Chrysostomos Stylios","orcid":"https://orcid.org/0000-0002-2888-6515"},"institutions":[{"id":"https://openalex.org/I4210135709","display_name":"Industrial Systems Institute","ror":"https://ror.org/02sy6k521","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210135709"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Chrysostomos Stylios","raw_affiliation_strings":["Industrial Systems Institute (ISI), Athena Research Center,Patras,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Systems Institute (ISI), Athena Research Center,Patras,Greece","institution_ids":["https://openalex.org/I4210135709"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67930133,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.4226999878883362,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.4226999878883362,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.1899999976158142,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.07050000131130219,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/salt-marsh","display_name":"Salt marsh","score":0.7487999796867371},{"id":"https://openalex.org/keywords/marsh","display_name":"Marsh","score":0.6072999835014343},{"id":"https://openalex.org/keywords/shore","display_name":"Shore","score":0.5322999954223633},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.5087000131607056},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.4138999879360199},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.40959998965263367},{"id":"https://openalex.org/keywords/biodiversity","display_name":"Biodiversity","score":0.4011000096797943}],"concepts":[{"id":"https://openalex.org/C87441765","wikidata":"https://www.wikidata.org/wiki/Q29925","display_name":"Salt marsh","level":2,"score":0.7487999796867371},{"id":"https://openalex.org/C67268981","wikidata":"https://www.wikidata.org/wiki/Q30198","display_name":"Marsh","level":3,"score":0.6072999835014343},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5608000159263611},{"id":"https://openalex.org/C152382732","wikidata":"https://www.wikidata.org/wiki/Q468756","display_name":"Shore","level":2,"score":0.5322999954223633},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.5087000131607056},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43380001187324524},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.4138999879360199},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.40959998965263367},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.4011000096797943},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.3779999911785126},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3345000147819519},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.31850001215934753},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.31310001015663147},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.29789999127388},{"id":"https://openalex.org/C2991991741","wikidata":"https://www.wikidata.org/wiki/Q188025","display_name":"Salt lake","level":3,"score":0.2800999879837036},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/seeda-cecnsm68644.2025.11329557","is_oa":false,"landing_page_url":"https://doi.org/10.1109/seeda-cecnsm68644.2025.11329557","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 10th South-East Europe Design Automation, Computer Engineering, Computer Networks and Social Media Conference (SEEDA-CECNSM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.7246025800704956}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2145087958","https://openalex.org/W2491477437","https://openalex.org/W2911964244","https://openalex.org/W2919649601","https://openalex.org/W4389617126","https://openalex.org/W4396952158","https://openalex.org/W4403829028"],"related_works":[],"abstract_inverted_index":{"Salt":[0],"marshes":[1,71,123],"are":[2,48],"vital":[3],"coastal":[4],"ecosystems":[5],"that":[6],"offer":[7],"biodiversity":[8],"support":[9],"and":[10,23,39,43,63,79,85,93,124,126,138],"ensure":[11,97],"various":[12],"ecosystem":[13],"services,":[14],"such":[15],"as":[16],"nutrient":[17],"retention,":[18],"protection":[19],"from":[20,73],"shoreline":[21],"erosion,":[22],"carbon":[24],"storage,":[25],"thanks":[26],"to":[27,35,61,82,96],"the":[28,40],"processes":[29],"they":[30,45,47],"sustain.":[31],"However,":[32],"exactly":[33],"due":[34],"their":[36],"dynamic":[37],"nature":[38],"anthropogenic":[41],"pressures":[42],"impacts":[44],"undergo,":[46],"rapidly":[49],"declining,":[50],"making":[51,130],"monitoring":[52,137],"crucial.":[53],"This":[54],"study":[55],"introduces":[56],"a":[57,116],"pixel-based":[58],"classification":[59],"framework":[60],"map":[62],"collect":[64],"spatially":[65],"explicit":[66],"time":[67],"series":[68],"of":[69],"salt":[70,122],"extension":[72],"satellite":[74],"imageries,":[75],"using":[76],"spatial":[77],"coordinates":[78],"multi-spectral":[80],"indices":[81],"enhance":[83],"accuracy":[84],"temporal":[86],"generalization.":[87],"The":[88,112],"method":[89],"accounts":[90],"for":[91,121,128,134],"seasonal":[92],"hydrological":[94],"variability":[95],"reliable":[98],"detection.":[99],"Five":[100],"machine":[101],"learning":[102],"models":[103],"were":[104],"tested,":[105],"with":[106],"Histogram-based":[107],"Gradient":[108],"Boosting":[109],"performing":[110],"best.":[111],"final":[113],"model":[114],"achieved":[115],"98%":[117],"true":[118],"positive":[119],"rate":[120],"land,":[125],"99%":[127],"water,":[129],"it":[131],"highly":[132],"effective":[133],"long-term":[135],"ecological":[136],"conservation.":[139]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-01-21T00:00:00"}