{"id":"https://openalex.org/W2031490914","doi":"https://doi.org/10.1117/12.2067262","title":"Prediction of water quality parameters from SAR images by using multivariate and texture analysis models","display_name":"Prediction of water quality parameters from SAR images by using multivariate and texture analysis models","publication_year":2014,"publication_date":"2014-10-21","ids":{"openalex":"https://openalex.org/W2031490914","doi":"https://doi.org/10.1117/12.2067262","mag":"2031490914"},"language":"en","primary_location":{"id":"doi:10.1117/12.2067262","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2067262","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","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/A5086206491","display_name":"Muntadher Aidi Shareef","orcid":"https://orcid.org/0000-0002-9089-652X"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210123702","display_name":"Laboratoire des Sciences et Techniques de l\u2019Information de la Communication et de la Connaissance","ror":"https://ror.org/0266kfd37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I4210123702","https://openalex.org/I4210127572","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4210159245","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I4210148559","display_name":"\u00c9cole nationale sup\u00e9rieure de techniques avanc\u00e9es Bretagne","ror":"https://ror.org/059n54003","country_code":"FR","type":"education","lineage":["https://openalex.org/I201181511","https://openalex.org/I4210145102","https://openalex.org/I4210148559"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Muntadher A. Shareef","raw_affiliation_strings":["Lab. STICC, CNRS, ENSTA Bretagne (France)","Lab-STICC, CNRS, ENSTA Bretagne (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lab. STICC, CNRS, ENSTA Bretagne (France)","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210148559"]},{"raw_affiliation_string":"Lab-STICC, CNRS, ENSTA Bretagne (France)","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210148559"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076027614","display_name":"Abdelmalek Toumi","orcid":"https://orcid.org/0000-0001-8415-0871"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210123702","display_name":"Laboratoire des Sciences et Techniques de l\u2019Information de la Communication et de la Connaissance","ror":"https://ror.org/0266kfd37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I4210123702","https://openalex.org/I4210127572","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4210159245","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I4210148559","display_name":"\u00c9cole nationale sup\u00e9rieure de techniques avanc\u00e9es Bretagne","ror":"https://ror.org/059n54003","country_code":"FR","type":"education","lineage":["https://openalex.org/I201181511","https://openalex.org/I4210145102","https://openalex.org/I4210148559"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Abdelmalek Toumi","raw_affiliation_strings":["ENSTA Bretagne (France)","Lab-STICC, CNRS, ENSTA Bretagne (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ENSTA Bretagne (France)","institution_ids":["https://openalex.org/I4210148559"]},{"raw_affiliation_string":"Lab-STICC, CNRS, ENSTA Bretagne (France)","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210148559"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081231257","display_name":"Ali Khenchaf","orcid":"https://orcid.org/0000-0001-8791-0768"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I161929037","display_name":"Universit\u00e9 de Bretagne Occidentale","ror":"https://ror.org/01b8h3982","country_code":"FR","type":"education","lineage":["https://openalex.org/I161929037"]},{"id":"https://openalex.org/I4210123702","display_name":"Laboratoire des Sciences et Techniques de l\u2019Information de la Communication et de la Connaissance","ror":"https://ror.org/0266kfd37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I180375564","https://openalex.org/I201181511","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I4210123702","https://openalex.org/I4210127572","https://openalex.org/I4210145102","https://openalex.org/I4210148559","https://openalex.org/I4210159245","https://openalex.org/I4405260085"]},{"id":"https://openalex.org/I4210148559","display_name":"\u00c9cole nationale sup\u00e9rieure de techniques avanc\u00e9es Bretagne","ror":"https://ror.org/059n54003","country_code":"FR","type":"education","lineage":["https://openalex.org/I201181511","https://openalex.org/I4210145102","https://openalex.org/I4210148559"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ali Khenchaf","raw_affiliation_strings":["Lab. STICC, CNRS, ENSTA Bretagne (France)","Lab-STICC, CNRS, ENSTA Bretagne (France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lab. STICC, CNRS, ENSTA Bretagne (France)","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210148559"]},{"raw_affiliation_string":"Lab-STICC, CNRS, ENSTA Bretagne (France)","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I161929037","https://openalex.org/I4210123702","https://openalex.org/I4210148559"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"9243","issue":null,"first_page":"924319","last_page":"924319"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9853000044822693,"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"}},"topics":[{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9853000044822693,"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9725000262260437,"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"}},{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9706000089645386,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/computer-science","display_name":"Computer science","score":0.702362596988678},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.6748312711715698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5489583015441895},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5068574547767639},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.45686858892440796},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4335462749004364},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.42924267053604126},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3686014413833618},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.36306053400039673},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2570510506629944},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18369686603546143},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09921446442604065}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.702362596988678},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.6748312711715698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5489583015441895},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5068574547767639},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.45686858892440796},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4335462749004364},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.42924267053604126},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3686014413833618},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.36306053400039673},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2570510506629944},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18369686603546143},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09921446442604065},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2067262","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2067262","pdf_url":null,"source":{"id":"https://openalex.org/S183492911","display_name":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","issn_l":"0277-786X","issn":["0277-786X","1996-756X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315543","host_organization_name":"SPIE","host_organization_lineage":["https://openalex.org/P4310315543"],"host_organization_lineage_names":["SPIE"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SPIE Proceedings","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.8299999833106995}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2804364458","https://openalex.org/W4298130764","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2083665254","https://openalex.org/W2393816671","https://openalex.org/W1534720161","https://openalex.org/W2804957450","https://openalex.org/W2942177010","https://openalex.org/W4387698255"],"abstract_inverted_index":{"Remote":[0],"sensing":[1],"is":[2,72,110,137],"one":[3],"of":[4,57,149,163,204,253],"the":[5,44,55,62,69,76,104,140,145,175,182,186,191,197,202,214,226,239,251],"most":[6],"important":[7],"tools":[8],"for":[9,25,166],"monitoring":[10,26],"and":[11,15,59,83,128,168,173,231,235,249],"assisting":[12],"to":[13,53,60,74,85,112,154,195,247],"estimate":[14,61,86,113],"predict":[16],"Water":[17],"Quality":[18],"parameters":[19,92,95,120],"(WQPs).":[20],"The":[21],"traditional":[22],"methods":[23],"used":[24,52,111,160,190],"pollutants":[27],"are":[28,81,220,245],"generally":[29],"relied":[30],"on":[31,43,181,201],"optical":[32],"images.":[33],"In":[34,101,152,185],"this":[35,66,102],"paper,":[36],"we":[37,51,158,178,189],"present":[38],"a":[39,221],"new":[40],"approach":[41],"based":[42],"Synthetic":[45],"Aperture":[46],"Radar":[47],"(SAR)":[48],"images":[49],"which":[50],"map":[54],"region":[56,165,206],"interest":[58],"WQPs.":[63],"To":[64,171],"achieve":[65],"estimation":[67,200],"quality,":[68],"texture":[70,94,119,243],"analysis":[71,147,244],"exploited":[73],"improve":[75],"regression":[77,115,146],"models.":[78],"These":[79],"models":[80,116],"established":[82],"developed":[84],"six":[87,118],"common":[88],"concerned":[89],"water":[90,164,198,205,229],"quality":[91,199,230],"from":[93,97,139,208],"extracted":[96,207],"Terra":[98,210,232],"SAR-X":[99,211,233],"data.":[100],"purpose,":[103],"Gray":[105],"Level":[106],"Cooccurrence":[107],"Matrix":[108],"(GLCM)":[109],"several":[114],"using":[117],"such":[121],"as":[122],"contrast,":[123],"correlation,":[124],"energy,":[125],"homogeneity,":[126],"entropy":[127],"variance.":[129],"For":[130],"each":[131,150],"predicted":[132],"model,":[133,177],"an":[134],"accuracy":[135],"value":[136,142],"computed":[138],"probability":[141],"given":[143],"by":[144,242],"model":[148],"parameter.":[151],"order":[153],"validate":[155,174],"our":[156],"approach,":[157],"have":[159],"tow":[161],"dataset":[162],"training":[167,183],"test":[169],"process.":[170],"evaluate":[172],"proposed":[176],"applied":[179],"it":[180],"set.":[184],"last":[187],"stage,":[188],"fuzzy":[192],"K-means":[193],"clustering":[194],"generalize":[196],"whole":[203],"segmented":[209],"image.":[212],"Also,":[213],"obtained":[215,241],"results":[216],"showed":[217],"that":[218,238],"there":[219],"good":[222],"statistical":[223],"correlation":[224],"between":[225],"in":[227,255],"situ":[228],"data,":[234],"also":[236],"demonstrated":[237],"characteristics":[240],"able":[246],"monitor":[248],"predicate":[250],"distribution":[252],"WQPs":[254],"large":[256],"rivers":[257],"with":[258],"high":[259],"accuracy.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
