{"id":"https://openalex.org/W7124175657","doi":"https://doi.org/10.1109/codit66093.2025.11321380","title":"AI-based algorithm for the management and optimization of smart agricultural IoT system","display_name":"AI-based algorithm for the management and optimization of smart agricultural IoT system","publication_year":2025,"publication_date":"2025-07-15","ids":{"openalex":"https://openalex.org/W7124175657","doi":"https://doi.org/10.1109/codit66093.2025.11321380"},"language":null,"primary_location":{"id":"doi:10.1109/codit66093.2025.11321380","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit66093.2025.11321380","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 11th International Conference on Control, Decision and Information Technologies (CoDIT)","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/A5146705589","display_name":"Aya Saad","orcid":null},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Aya Saad","raw_affiliation_strings":["University of Sousse Higher Institute of Computer Science and Communication Technologies,LASEE Laboratory,Sousse,Tunisia,4011"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sousse Higher Institute of Computer Science and Communication Technologies,LASEE Laboratory,Sousse,Tunisia,4011","institution_ids":["https://openalex.org/I8636806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015840651","display_name":"Ferdaws Ben Naceur","orcid":"https://orcid.org/0009-0003-5949-6055"},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Ferdaws Ben Naceur","raw_affiliation_strings":["University of Sousse,National Engineering School of Sousse, Laboratory of Advanced Technology and Intelligent Systems LATIS,Sousse,Tunisia,4023"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sousse,National Engineering School of Sousse, Laboratory of Advanced Technology and Intelligent Systems LATIS,Sousse,Tunisia,4023","institution_ids":["https://openalex.org/I8636806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051977923","display_name":"Chokri Ben Salah","orcid":"https://orcid.org/0000-0002-3103-7012"},"institutions":[{"id":"https://openalex.org/I166928557","display_name":"University of Monastir","ror":"https://ror.org/00nhtcg76","country_code":"TN","type":"education","lineage":["https://openalex.org/I166928557"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Chokri Ben Salah","raw_affiliation_strings":["University of Monastir 5035,LASEE Laboratory,Department of Electrical Engineering,Tunisia,4003"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Monastir 5035,LASEE Laboratory,Department of Electrical Engineering,Tunisia,4003","institution_ids":["https://openalex.org/I166928557"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":0.67364524,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2982","last_page":"2987"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.358599990606308,"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":0.358599990606308,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.17430000007152557,"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"}},{"id":"https://openalex.org/T11404","display_name":"Irrigation Practices and Water Management","score":0.05350000038743019,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil 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"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6830999851226807},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6019999980926514},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5644999742507935},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5087000131607056},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.49869999289512634},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.46230000257492065},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4142000079154968},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.38530001044273376},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.36660000681877136}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6991000175476074},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6830999851226807},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6019999980926514},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5644999742507935},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5087000131607056},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.49869999289512634},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.46230000257492065},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4142000079154968},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.38530001044273376},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37439998984336853},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.36660000681877136},{"id":"https://openalex.org/C2777589951","wikidata":"https://www.wikidata.org/wiki/Q6073845","display_name":"Irrigation scheduling","level":3,"score":0.3653999865055084},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.36250001192092896},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3578999936580658},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.328000009059906},{"id":"https://openalex.org/C153823671","wikidata":"https://www.wikidata.org/wiki/Q1049799","display_name":"Water resources","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.31459999084472656},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.3050999939441681},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29589998722076416},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2930999994277954},{"id":"https://openalex.org/C176783924","wikidata":"https://www.wikidata.org/wiki/Q828158","display_name":"Evapotranspiration","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.28290000557899475},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C176205827","wikidata":"https://www.wikidata.org/wiki/Q5435593","display_name":"Farm water","level":4,"score":0.2766999900341034},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2757999897003174},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.2597000002861023},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.25870001316070557},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codit66093.2025.11321380","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codit66093.2025.11321380","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 11th International Conference on Control, Decision and Information Technologies (CoDIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.6386628746986389}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2020097894","https://openalex.org/W2150355727","https://openalex.org/W2754663198","https://openalex.org/W2790979755","https://openalex.org/W3006230761","https://openalex.org/W4247703274"],"related_works":[],"abstract_inverted_index":{"Efficient":[0],"management":[1],"of":[2,86,102,107,110,155],"agricultural":[3,28,161],"water":[4,29],"resources":[5],"has":[6],"become":[7],"increasingly":[8],"critical":[9],"due":[10],"to":[11],"climate":[12],"variability":[13],"and":[14,36,47,52,77,104,121,136,146,163],"rising":[15],"global":[16],"food":[17],"demand.":[18],"This":[19],"paper":[20],"presents":[21],"a":[22,60,67,78,96,105],"comprehensive":[23],"IoT-based":[24],"system":[25,42,132],"for":[26,64,73,159],"real-time":[27],"forecasting,":[30],"integrating":[31],"field-deployed":[32],"sensors,":[33],"cloud":[34],"infrastructure,":[35],"advanced":[37],"machine":[38],"learning":[39],"models.":[40,128],"The":[41,88,150],"automates":[43],"data":[44,134],"collection,":[45],"preprocessing,":[46],"model":[48,81,90],"training,":[49],"enabling":[50],"accurate":[51],"scalable":[53],"irrigation":[54,157],"management.":[55],"We":[56],"evaluate":[57],"three":[58],"models:":[59],"lightweight":[61],"XGBoost":[62,115],"regressor":[63],"edge":[65],"deployment,":[66],"Long":[68],"Short-Term":[69],"Memory":[70],"(LSTM)":[71],"network":[72],"capturing":[74],"temporal":[75],"patterns,":[76],"hybrid":[79,89],"LSTM\u2013XGBoost":[80],"that":[82],"combines":[83],"the":[84,92,113,143,153],"strengths":[85],"both.":[87],"achieved":[91],"best":[93],"performance":[94],"with":[95],"Root":[97],"Mean":[98],"Squared":[99],"Error":[100],"(RMSE)":[101],"0.01705":[103],"coefficient":[106],"determination":[108],"(R2)":[109],"0.95,":[111],"outperforming":[112],"standalone":[114],"(RMSE":[116,123],"=":[117,124],"0.0184,":[118],"R2=":[119,126],"0.92)":[120],"LSTM":[122],"0.0704,":[125],"0.86)":[127],"Operational":[129],"insights":[130],"regarding":[131],"latency,":[133],"reliability,":[135],"field":[137],"maintenance":[138],"are":[139],"also":[140],"discussed,":[141],"emphasizing":[142],"model\u2019s":[144],"robustness":[145],"practical":[147],"deployment":[148],"potential.":[149],"results":[151],"underscore":[152],"viability":[154],"data-driven":[156],"forecasting":[158],"improving":[160],"sustainability":[162],"optimizing":[164],"resource":[165],"efficiency.":[166]},"counts_by_year":[],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2026-01-15T00:00:00"}
