{"id":"https://openalex.org/W4327747413","doi":"https://doi.org/10.3233/ais-220477","title":"Towards an explainable irrigation scheduling approach by predicting soil moisture and evapotranspiration via multi-target regression","display_name":"Towards an explainable irrigation scheduling approach by predicting soil moisture and evapotranspiration via multi-target regression","publication_year":2023,"publication_date":"2023-03-17","ids":{"openalex":"https://openalex.org/W4327747413","doi":"https://doi.org/10.3233/ais-220477"},"language":"en","primary_location":{"id":"doi:10.3233/ais-220477","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ais-220477","pdf_url":null,"source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-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/A5048062389","display_name":"Emna Ben Abdallah","orcid":"https://orcid.org/0000-0003-0010-4849"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Emna Ben Abdallah","raw_affiliation_strings":["Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia"],"affiliations":[{"raw_affiliation_string":"Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088802690","display_name":"Rima Grati","orcid":"https://orcid.org/0000-0002-6995-465X"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Rima Grati","raw_affiliation_strings":["Zayed University, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Zayed University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I91044093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088802690","display_name":"Rima Grati","orcid":"https://orcid.org/0000-0002-6995-465X"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE","TN"],"is_corresponding":false,"raw_author_name":"Rima Grati","raw_affiliation_strings":["Zayed University, Abu Dhabi, UAE","Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia"],"affiliations":[{"raw_affiliation_string":"Zayed University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I91044093"]},{"raw_affiliation_string":"Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040130171","display_name":"Khouloud Boukadi","orcid":"https://orcid.org/0000-0002-6744-711X"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Khouloud Boukadi","raw_affiliation_strings":["Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia"],"affiliations":[{"raw_affiliation_string":"Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040130171","display_name":"Khouloud Boukadi","orcid":"https://orcid.org/0000-0002-6744-711X"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Khouloud Boukadi","raw_affiliation_strings":["Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia"],"affiliations":[{"raw_affiliation_string":"Miracl Laboratory, Faculty of Economics and Management, University of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5040130171","https://openalex.org/A5048062389","https://openalex.org/A5088802690"],"corresponding_institution_ids":["https://openalex.org/I142899784","https://openalex.org/I91044093"],"apc_list":null,"apc_paid":null,"fwci":1.2212,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.75350858,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"15","issue":"1","first_page":"89","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9984999895095825,"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":0.9984999895095825,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/evapotranspiration","display_name":"Evapotranspiration","score":0.8226579427719116},{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.7516388893127441},{"id":"https://openalex.org/keywords/irrigation-scheduling","display_name":"Irrigation scheduling","score":0.7185136079788208},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.5695052146911621},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5208426117897034},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.500859260559082},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.453311949968338},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.4396218955516815},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.4168865978717804},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.37471094727516174},{"id":"https://openalex.org/keywords/soil-water","display_name":"Soil water","score":0.2706754207611084},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.26431238651275635},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.22961515188217163},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16195139288902283},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.11709657311439514},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.09569454193115234},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07695886492729187},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.06700325012207031}],"concepts":[{"id":"https://openalex.org/C176783924","wikidata":"https://www.wikidata.org/wiki/Q828158","display_name":"Evapotranspiration","level":2,"score":0.8226579427719116},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.7516388893127441},{"id":"https://openalex.org/C2777589951","wikidata":"https://www.wikidata.org/wiki/Q6073845","display_name":"Irrigation scheduling","level":3,"score":0.7185136079788208},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.5695052146911621},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5208426117897034},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.500859260559082},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.453311949968338},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.4396218955516815},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.4168865978717804},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.37471094727516174},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.2706754207611084},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.26431238651275635},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.22961515188217163},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16195139288902283},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.11709657311439514},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.09569454193115234},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07695886492729187},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.06700325012207031},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/ais-220477","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ais-220477","pdf_url":null,"source":{"id":"https://openalex.org/S2492266406","display_name":"Journal of Ambient Intelligence and Smart Environments","issn_l":"1876-1364","issn":["1876-1364","1876-1372"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Ambient Intelligence and Smart Environments","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.7900000214576721,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1524416683","https://openalex.org/W1550629956","https://openalex.org/W1812453514","https://openalex.org/W1972564314","https://openalex.org/W1977886272","https://openalex.org/W2122347864","https://openalex.org/W2145827727","https://openalex.org/W2282821441","https://openalex.org/W2325879942","https://openalex.org/W2461098375","https://openalex.org/W2887476216","https://openalex.org/W2890354667","https://openalex.org/W2896715775","https://openalex.org/W2908043352","https://openalex.org/W2911964244","https://openalex.org/W2913080329","https://openalex.org/W2980395987","https://openalex.org/W2998301895","https://openalex.org/W3010977907","https://openalex.org/W3021046385","https://openalex.org/W3098357169","https://openalex.org/W3112409325","https://openalex.org/W3159326073","https://openalex.org/W3195326532","https://openalex.org/W3200793697","https://openalex.org/W4205556018","https://openalex.org/W4239964029","https://openalex.org/W4281785073","https://openalex.org/W4283020642","https://openalex.org/W4285502578","https://openalex.org/W6678152483","https://openalex.org/W6839314441"],"related_works":["https://openalex.org/W2015616846","https://openalex.org/W1550631708","https://openalex.org/W2033135935","https://openalex.org/W4384949092","https://openalex.org/W3141729353","https://openalex.org/W2207671162","https://openalex.org/W2051292661","https://openalex.org/W2987770397","https://openalex.org/W2942240966","https://openalex.org/W2124178367"],"abstract_inverted_index":{"Significant":[0],"population":[1],"growth":[2],"and":[3,13,35,54,61,71,85,88,108,116,130,134,172,208],"ongoing":[4],"socioeconomic":[5],"development":[6],"have":[7,40],"increased":[8],"reliance":[9],"on":[10,48,128],"irrigated":[11],"agriculture":[12],"agricultural":[14],"intensification.":[15],"However,":[16],"accurately":[17],"predicting":[18],"crop":[19],"water":[20,36,125],"demand":[21],"is":[22,26,166],"problematic":[23],"since":[24],"it":[25],"affected":[27],"by":[28],"several":[29,153],"factors":[30],"such":[31,76],"as":[32,77],"weather,":[33],"soil,":[34],"properties.":[37],"Many":[38],"studies":[39],"shown":[41],"that":[42,144,170,189],"a":[43,59,180],"hybrid":[44],"irrigation":[45,50,63,97,148,183],"system":[46],"based":[47,127],"two":[49,96],"strategies":[51,98],"(i.e.,":[52,198,213],"evapotranspiration":[53,109],"soil-based":[55,135],"irrigation)":[56],"can":[57,67],"provide":[58,157],"credible":[60],"reliable":[62],"system.":[64],"The":[65,185],"latter":[66],"also":[68],"alert":[69],"farmers":[70],"other":[72],"experts":[73],"to":[74,123,149,156],"phenomena":[75],"noise,":[78],"erroneous":[79],"sensor":[80],"signals,":[81],"numerous":[82],"correlated":[83],"input":[84],"target":[86],"variables,":[87],"incomplete":[89],"or":[90],"missing":[91],"data,":[92],"especially":[93],"when":[94],"the":[95,146,150,162,167,177,190],"produce":[99],"inconsistent":[100],"results.":[101],"Hence,":[102],"we":[103,138],"propose":[104,139],"Multi-Target":[105],"soil":[106,114],"moisture":[107,115],"prediction":[110],"(MTR-SMET)":[111],"for":[112,161],"estimating":[113],"evapotranspiration.":[117],"These":[118],"predictions":[119],"are":[120],"then":[121],"used":[122],"compute":[124],"needs":[126],"Food":[129],"Agriculture":[131],"Organization":[132],"(FAO)":[133],"methods.":[136],"Besides,":[137],"an":[140],"explainable":[141,154],"MTR-SMET":[142,192],"(xMTR-SMET)":[143],"explains":[145,171],"ML-based":[147],"farmers/users":[151],"using":[152],"AI":[155],"simple":[158],"visual":[159],"explanations":[160],"given":[163],"predictions.":[164],"It":[165],"first":[168],"attempt":[169],"offers":[173],"meaningful":[174],"insights":[175],"into":[176],"output":[178],"of":[179],"machine":[181],"learning-based":[182],"approach.":[184],"conducted":[186],"experiments":[187],"showed":[188],"proposed":[191],"model":[193],"achieves":[194],"low":[195],"error":[196],"rates":[197],"MSE":[199],"=":[200,203,206],"0.00015,":[201],"RMSE":[202],"0.0039,":[204],"MAE":[205],"0.002)":[207],"high":[209],"R":[210],"2":[211],"score":[212],"0.9676).":[214]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-02T13:48:15.688549","created_date":"2025-10-10T00:00:00"}
