{"id":"https://openalex.org/W7152723984","doi":"https://doi.org/10.1109/icecet63943.2025.11471886","title":"Prediction of Meander Migration in Deduru Oya; A Machine Learning Approach","display_name":"Prediction of Meander Migration in Deduru Oya; A Machine Learning Approach","publication_year":2025,"publication_date":"2025-07-03","ids":{"openalex":"https://openalex.org/W7152723984","doi":"https://doi.org/10.1109/icecet63943.2025.11471886"},"language":null,"primary_location":{"id":"doi:10.1109/icecet63943.2025.11471886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecet63943.2025.11471886","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET)","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/A5133289553","display_name":"Thaarushi Herath","orcid":null},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":true,"raw_author_name":"Thaarushi Herath","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133239140","display_name":"Ayesh Thilanka","orcid":null},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Ayesh Thilanka","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133297626","display_name":"Sethmini Dharmawardhana","orcid":null},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Sethmini Dharmawardhana","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133251397","display_name":"Rashmi Nathasha","orcid":null},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Rashmi Nathasha","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068242135","display_name":"Vishan Jayasinghearachchi","orcid":"https://orcid.org/0009-0001-4334-3842"},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Vishan Jayasinghearachchi","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088045980","display_name":"Kapila Dissanayake","orcid":null},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Kapila Dissanayake","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Computing,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133249776","display_name":"Lahiru Lindamulla","orcid":null},"institutions":[{"id":"https://openalex.org/I192365124","display_name":"Sri Lanka Institute of Information Technology","ror":"https://ror.org/00fhk4582","country_code":"LK","type":"education","lineage":["https://openalex.org/I192365124"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Lahiru Lindamulla","raw_affiliation_strings":["Sri Lanka Institute of Information Technology,Faculty of Engineering,Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Sri Lanka Institute of Information Technology,Faculty of Engineering,Sri Lanka","institution_ids":["https://openalex.org/I192365124"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5133289553"],"corresponding_institution_ids":["https://openalex.org/I192365124"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.78657391,"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/T10577","display_name":"Hydrology and Sediment Transport Processes","score":0.019899999722838402,"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/T10577","display_name":"Hydrology and Sediment Transport Processes","score":0.019899999722838402,"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/T14450","display_name":"Employee Welfare and Language Studies","score":0.017899999395012856,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13508","display_name":"Agricultural Economics and Practices","score":0.013899999670684338,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/meander","display_name":"Meander (mathematics)","score":0.47909998893737793},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3046000003814697},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.2815999984741211},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.27469998598098755},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.27000001072883606}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5501999855041504},{"id":"https://openalex.org/C73052206","wikidata":"https://www.wikidata.org/wiki/Q724511","display_name":"Meander (mathematics)","level":2,"score":0.47909998893737793},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47110000252723694},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4020000100135803},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2587999999523163},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.2492000013589859}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icecet63943.2025.11471886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icecet63943.2025.11471886","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Electrical, Computer and Energy Technologies (ICECET)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.742698609828949,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1835469004","https://openalex.org/W2607041014","https://openalex.org/W2796943576","https://openalex.org/W3048907709","https://openalex.org/W3152566664","https://openalex.org/W3200564922","https://openalex.org/W4285732567","https://openalex.org/W4309317010","https://openalex.org/W4366262984","https://openalex.org/W4388010377","https://openalex.org/W4403680705"],"related_works":[],"abstract_inverted_index":{"Meandering":[0],"is":[1,10,41],"a":[2,6,79],"natural":[3],"occurrence":[4],"in":[5,63],"sinuous":[7],"river":[8],"that":[9],"caused":[11],"by":[12,22],"erosion":[13],"and":[14,25,34,55,78,94,111],"sedimentation":[15],"of":[16,31,51,92,98,102],"banks.":[17],"This":[18,46],"can":[19],"be":[20,44],"predicted":[21],"various":[23],"hydrological":[24],"mathematical":[26],"methods.":[27],"However,":[28],"the":[29,49,86],"application":[30],"remote":[32],"sensing":[33],"machine":[35,56],"learning":[36,57],"to":[37,43,59,74],"predict":[38,60,75],"meander":[39,61,76],"migration":[40,62],"yet":[42],"explored.":[45],"study":[47],"explores":[48],"possibility":[50],"using":[52,72,106],"satellite":[53],"imagery":[54],"approaches":[58],"lower":[64],"Deduru":[65],"Oya.":[66],"A":[67],"numerical":[68],"dataset":[69],"was":[70,83],"extracted":[71],"images":[73],"migration,":[77],"TCN(Temporal":[80],"Convolutional":[81],"Network)":[82],"trained":[84],"as":[85],"best":[87],"approach,":[88],"yielding":[89],"MSE":[90],"value":[91,97],"0.30":[93],"R":[95],"Squared":[96],"0.59.":[99],"The":[100],"inferences":[101],"TCN":[103],"were":[104],"explained":[105],"saliency":[107],"maps,":[108],"visualizing":[109],"feature,":[110],"timestep":[112],"importance.":[113]},"counts_by_year":[],"updated_date":"2026-04-11T06:13:24.991567","created_date":"2026-04-10T00:00:00"}