{"id":"https://openalex.org/W4406417511","doi":"https://doi.org/10.1109/ic3i61595.2024.10829248","title":"Support Vector Machines for Soil Quality Assessment in Sustainable Farming","display_name":"Support Vector Machines for Soil Quality Assessment in Sustainable Farming","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4406417511","doi":"https://doi.org/10.1109/ic3i61595.2024.10829248"},"language":"en","primary_location":{"id":"doi:10.1109/ic3i61595.2024.10829248","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829248","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","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/A5004447766","display_name":"Ankita Nainwal","orcid":null},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ankita Nainwal","raw_affiliation_strings":["Graphic Era Deemed to be University,Department of Computer Science &#x0026; Engineering,Dehradun"],"affiliations":[{"raw_affiliation_string":"Graphic Era Deemed to be University,Department of Computer Science &#x0026; Engineering,Dehradun","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094279812","display_name":"Haider Alabdeli","orcid":null},"institutions":[{"id":"https://openalex.org/I3131779051","display_name":"Iraqi University","ror":"https://ror.org/01wfhkb67","country_code":"IQ","type":"education","lineage":["https://openalex.org/I3131779051"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Haider Alabdeli","raw_affiliation_strings":["The Islamic university,College of technical engineering,Department of computers Techniques engineering,Najaf,Iraq"],"affiliations":[{"raw_affiliation_string":"The Islamic university,College of technical engineering,Department of computers Techniques engineering,Najaf,Iraq","institution_ids":["https://openalex.org/I3131779051"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080803147","display_name":"Neeraj Varshney","orcid":"https://orcid.org/0000-0002-6537-7891"},"institutions":[{"id":"https://openalex.org/I82571370","display_name":"GLA University","ror":"https://ror.org/05fnxgv12","country_code":"IN","type":"education","lineage":["https://openalex.org/I82571370"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neeraj Varshney","raw_affiliation_strings":["GLA University,Department of Computer Engineering and Applications,Mathura"],"affiliations":[{"raw_affiliation_string":"GLA University,Department of Computer Engineering and Applications,Mathura","institution_ids":["https://openalex.org/I82571370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042903304","display_name":"Akshay Deepak","orcid":"https://orcid.org/0000-0001-6854-8599"},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. Deepak","raw_affiliation_strings":["Saveetha Institute of Medical and Technical Sciences, Saveetha University,Saveetha School of Engineering,Chennai,Tamilnadu"],"affiliations":[{"raw_affiliation_string":"Saveetha Institute of Medical and Technical Sciences, Saveetha University,Saveetha School of Engineering,Chennai,Tamilnadu","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054622677","display_name":"N V Uma Reddy","orcid":null},"institutions":[{"id":"https://openalex.org/I2800071334","display_name":"Horizon College and Seminary","ror":"https://ror.org/01sjjfh02","country_code":"CA","type":"education","lineage":["https://openalex.org/I2800071334","https://openalex.org/I32625721"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"N V Uma Reddy","raw_affiliation_strings":["New Horizon College of Engineering,Department of Artificial Intelligence &#x0026; Machine Learning,Bangalore"],"affiliations":[{"raw_affiliation_string":"New Horizon College of Engineering,Department of Artificial Intelligence &#x0026; Machine Learning,Bangalore","institution_ids":["https://openalex.org/I2800071334"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111162206","display_name":"K. Jyothsna Reddy","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K. Jyothsna Reddy","raw_affiliation_strings":["MLR Institute of Technology,Department of CSE-AI&#x0026;ML,Hyderabad,Telangana"],"affiliations":[{"raw_affiliation_string":"MLR Institute of Technology,Department of CSE-AI&#x0026;ML,Hyderabad,Telangana","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5004447766"],"corresponding_institution_ids":["https://openalex.org/I60054993"],"apc_list":null,"apc_paid":null,"fwci":1.1769,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84829841,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1733","last_page":"1738"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13058","display_name":"Soil and Land Suitability Analysis","score":0.9660000205039978,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/agriculture","display_name":"Agriculture","score":0.5712969303131104},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5661384463310242},{"id":"https://openalex.org/keywords/sustainable-agriculture","display_name":"Sustainable agriculture","score":0.5090927481651306},{"id":"https://openalex.org/keywords/soil-quality","display_name":"Soil quality","score":0.5068691372871399},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5020437240600586},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4937346875667572},{"id":"https://openalex.org/keywords/quality-assessment","display_name":"Quality assessment","score":0.4884580671787262},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.4228537082672119},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.3470325469970703},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.31192320585250854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18842840194702148},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15466657280921936},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10144534707069397},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.08558300137519836},{"id":"https://openalex.org/keywords/evaluation-methods","display_name":"Evaluation methods","score":0.08140575885772705}],"concepts":[{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5712969303131104},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5661384463310242},{"id":"https://openalex.org/C54924851","wikidata":"https://www.wikidata.org/wiki/Q2751054","display_name":"Sustainable agriculture","level":3,"score":0.5090927481651306},{"id":"https://openalex.org/C2776475172","wikidata":"https://www.wikidata.org/wiki/Q2034420","display_name":"Soil quality","level":3,"score":0.5068691372871399},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5020437240600586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4937346875667572},{"id":"https://openalex.org/C3020001037","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assessment","level":3,"score":0.4884580671787262},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.4228537082672119},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.3470325469970703},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.31192320585250854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18842840194702148},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15466657280921936},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10144534707069397},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.08558300137519836},{"id":"https://openalex.org/C3018395757","wikidata":"https://www.wikidata.org/wiki/Q1379672","display_name":"Evaluation methods","level":2,"score":0.08140575885772705},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3i61595.2024.10829248","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829248","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1556283626","https://openalex.org/W1587559447","https://openalex.org/W2065800647","https://openalex.org/W2087347434","https://openalex.org/W2119821739","https://openalex.org/W2153635508","https://openalex.org/W2604086375","https://openalex.org/W2885770726","https://openalex.org/W3153402191","https://openalex.org/W3164143584","https://openalex.org/W3169552053","https://openalex.org/W3176336489","https://openalex.org/W4225529259","https://openalex.org/W4300042428","https://openalex.org/W4300955071","https://openalex.org/W4302064347","https://openalex.org/W4313169793","https://openalex.org/W4360585202","https://openalex.org/W4390046749","https://openalex.org/W4391248844","https://openalex.org/W4391248916","https://openalex.org/W4391267062","https://openalex.org/W4392450956","https://openalex.org/W4392450972","https://openalex.org/W4392478183","https://openalex.org/W4392524542","https://openalex.org/W4400911029","https://openalex.org/W4400911052","https://openalex.org/W4400911154","https://openalex.org/W4400911440","https://openalex.org/W4401070111","https://openalex.org/W4402265082","https://openalex.org/W4405359462","https://openalex.org/W6859313259"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969","https://openalex.org/W2051187167","https://openalex.org/W1980100242"],"abstract_inverted_index":{"In":[0,162],"order":[1],"to":[2,59,176,197],"understand":[3],"the":[4,111,128,167,177,195],"soil\u2019s":[5],"health,":[6],"fertility,":[7],"and":[8,25,69,84,93,102,124,136,152,157,193,203],"crop":[9],"appropriateness,":[10],"soil":[11,47,61,78,106,172,201],"quality":[12,48,173],"assessments":[13],"are":[14,37],"an":[15],"important":[16],"part":[17],"of":[18,113,130,134,169,179],"sustainable":[19,159],"agricultural":[20,160],"techniques.":[21],"Using":[22],"their":[23],"accuracy":[24,101],"resilience":[26],"in":[27,39,104,132,171],"dealing":[28],"with":[29,115,189],"complicated,":[30],"nonlinear":[31],"datasets,":[32],"Support":[33],"Vector":[34],"Machines":[35],"(SVMs)":[36],"investigated":[38],"this":[40,96,164],"research":[41,165],"as":[42,121,146],"a":[43,53,74,147],"potential":[44,168],"tool":[45,149],"for":[46,56,150],"evaluation.":[49],"Our":[50],"study":[51],"presents":[52],"comprehensive":[54],"methodology":[55],"using":[57,95],"SVM":[58,114,131,143,170,188],"analyze":[60],"properties,":[62],"including":[63],"pH,":[64],"nutrient":[65],"content,":[66],"moisture":[67],"levels,":[68],"organic":[70],"matter.":[71],"We":[72],"employ":[73],"dataset":[75,196],"encompassing":[76],"diverse":[77,200],"samples":[79],"from":[80],"different":[81],"geographical":[82],"regions":[83],"farming":[85],"conditions.":[86,205],"The":[87,139],"proposed":[88],"SVM-based":[89],"model":[90],"is":[91],"trained":[92],"validated":[94],"dataset,":[97],"demonstrating":[98],"high":[99],"predictive":[100],"reliability":[103],"classifying":[105],"quality.":[107],"Additionally,":[108],"we":[109],"compare":[110],"performance":[112],"other":[116],"machine":[117],"learning":[118],"techniques":[119],"such":[120],"Random":[122],"Forest":[123],"k-Nearest":[125],"Neighbors,":[126],"highlighting":[127],"advantages":[129],"terms":[133],"precision":[135,180],"computational":[137],"efficiency.":[138],"results":[140],"indicate":[141],"that":[142],"can":[144],"serve":[145],"powerful":[148],"farmers":[151],"agronomists,":[153],"facilitating":[154],"informed":[155],"decision-making":[156],"promoting":[158],"practices.":[161],"conclusion,":[163],"underscores":[166],"assessment,":[174],"contributing":[175],"advancement":[178],"agriculture.":[181],"Future":[182],"work":[183],"will":[184],"focus":[185],"on":[186],"integrating":[187],"remote":[190],"sensing":[191],"technologies":[192],"expanding":[194],"include":[198],"more":[199],"types":[202],"environmental":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
