{"id":"https://openalex.org/W4402039463","doi":"https://doi.org/10.1109/tcst.2024.3445660","title":"Control-Oriented Forecasting for Soil Moisture","display_name":"Control-Oriented Forecasting for Soil Moisture","publication_year":2024,"publication_date":"2024-08-30","ids":{"openalex":"https://openalex.org/W4402039463","doi":"https://doi.org/10.1109/tcst.2024.3445660"},"language":"en","primary_location":{"id":"doi:10.1109/tcst.2024.3445660","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcst.2024.3445660","pdf_url":null,"source":{"id":"https://openalex.org/S133363738","display_name":"IEEE Transactions on Control Systems Technology","issn_l":"1063-6536","issn":["1063-6536","1558-0865","2374-0159"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control Systems Technology","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/A5029148593","display_name":"Gregory Conde","orcid":null},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]},{"id":"https://openalex.org/I443046","display_name":"Indian River State College","ror":"https://ror.org/05axs7x03","country_code":"US","type":"education","lineage":["https://openalex.org/I443046"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Gregory Conde","raw_affiliation_strings":["University of Florida Smart Irrigation and Hydrology Laboratory, Agricultural and Biological Engineering Department, Indian River Research and Education Center, Fort Pierce, FL, USA","Agricultural and Biological Engineering Department, Indian River Research and Education Center, University of Florida Smart Irrigation and Hydrology Laboratory, Fort Pierce, FL, USA"],"affiliations":[{"raw_affiliation_string":"University of Florida Smart Irrigation and Hydrology Laboratory, Agricultural and Biological Engineering Department, Indian River Research and Education Center, Fort Pierce, FL, USA","institution_ids":["https://openalex.org/I443046"]},{"raw_affiliation_string":"Agricultural and Biological Engineering Department, Indian River Research and Education Center, University of Florida Smart Irrigation and Hydrology Laboratory, Fort Pierce, FL, USA","institution_ids":["https://openalex.org/I443046","https://openalex.org/I33213144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059791822","display_name":"Sandra M. Guzm\u00e1n","orcid":"https://orcid.org/0000-0003-0735-7179"},"institutions":[{"id":"https://openalex.org/I33213144","display_name":"University of Florida","ror":"https://ror.org/02y3ad647","country_code":"US","type":"education","lineage":["https://openalex.org/I33213144"]},{"id":"https://openalex.org/I443046","display_name":"Indian River State College","ror":"https://ror.org/05axs7x03","country_code":"US","type":"education","lineage":["https://openalex.org/I443046"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sandra M. Guzm\u00e1n","raw_affiliation_strings":["University of Florida Smart Irrigation and Hydrology Laboratory, Agricultural and Biological Engineering Department, Indian River Research and Education Center, Fort Pierce, FL, USA","Agricultural and Biological Engineering Department, Indian River Research and Education Center, University of Florida Smart Irrigation and Hydrology Laboratory, Fort Pierce, FL, USA"],"affiliations":[{"raw_affiliation_string":"University of Florida Smart Irrigation and Hydrology Laboratory, Agricultural and Biological Engineering Department, Indian River Research and Education Center, Fort Pierce, FL, USA","institution_ids":["https://openalex.org/I443046"]},{"raw_affiliation_string":"Agricultural and Biological Engineering Department, Indian River Research and Education Center, University of Florida Smart Irrigation and Hydrology Laboratory, Fort Pierce, FL, USA","institution_ids":["https://openalex.org/I443046","https://openalex.org/I33213144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5029148593"],"corresponding_institution_ids":["https://openalex.org/I33213144","https://openalex.org/I443046"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12429027,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":"1","first_page":"106","last_page":"118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.8083000183105469,"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/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.8083000183105469,"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/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.7663999795913696,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10716","display_name":"Soil and Unsaturated Flow","score":0.7627999782562256,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/moisture","display_name":"Moisture","score":0.5607053637504578},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5557323694229126},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5290120244026184},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.5146773457527161},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.3838930130004883},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2758629620075226},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.27435538172721863},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.23719334602355957},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.23710501194000244},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14061477780342102},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09189710021018982}],"concepts":[{"id":"https://openalex.org/C176864760","wikidata":"https://www.wikidata.org/wiki/Q217651","display_name":"Moisture","level":2,"score":0.5607053637504578},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5557323694229126},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5290120244026184},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.5146773457527161},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.3838930130004883},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2758629620075226},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.27435538172721863},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.23719334602355957},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23710501194000244},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14061477780342102},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09189710021018982}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcst.2024.3445660","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcst.2024.3445660","pdf_url":null,"source":{"id":"https://openalex.org/S133363738","display_name":"IEEE Transactions on Control Systems Technology","issn_l":"1063-6536","issn":["1063-6536","1558-0865","2374-0159"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control Systems Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[{"id":"https://openalex.org/G7985432386","display_name":null,"funder_award_id":"NR21-13G018","funder_id":"https://openalex.org/F4320332782","funder_display_name":"Natural Resources Conservation Service"}],"funders":[{"id":"https://openalex.org/F4320332782","display_name":"Natural Resources Conservation Service","ror":"https://ror.org/03j7rgg33"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W585133165","https://openalex.org/W2005348293","https://openalex.org/W2032600630","https://openalex.org/W2050487831","https://openalex.org/W2067037356","https://openalex.org/W2129276668","https://openalex.org/W2143558629","https://openalex.org/W2147428031","https://openalex.org/W2162604832","https://openalex.org/W2218314461","https://openalex.org/W2491781225","https://openalex.org/W2502276222","https://openalex.org/W2791544064","https://openalex.org/W2806576037","https://openalex.org/W2808390209","https://openalex.org/W2889954714","https://openalex.org/W2891391371","https://openalex.org/W2896250689","https://openalex.org/W2988513981","https://openalex.org/W2996443800","https://openalex.org/W3015624198","https://openalex.org/W3016123578","https://openalex.org/W3032117235","https://openalex.org/W3041846944","https://openalex.org/W3088459391","https://openalex.org/W3094851252","https://openalex.org/W3097251879","https://openalex.org/W3107902902","https://openalex.org/W3135699331","https://openalex.org/W3187170057","https://openalex.org/W3212846049","https://openalex.org/W3213584879","https://openalex.org/W4206740599","https://openalex.org/W4220688999","https://openalex.org/W4229556283","https://openalex.org/W4242433770","https://openalex.org/W4283787395","https://openalex.org/W4312186858","https://openalex.org/W4316660895"],"related_works":["https://openalex.org/W1885452192","https://openalex.org/W2108512031","https://openalex.org/W2063755384","https://openalex.org/W2048409327","https://openalex.org/W2153306223","https://openalex.org/W2997015357","https://openalex.org/W2390117385","https://openalex.org/W2123825282","https://openalex.org/W1977273908","https://openalex.org/W2079990215"],"abstract_inverted_index":{"The":[0,144,172,216,281],"challenge":[1],"of":[2,10,21,59,66,77,169,185],"increasing":[3],"irrigation":[4,41,53,89,212,297,301],"efficiency":[5,58],"to":[6,107],"meet":[7],"the":[8,19,57,64,67,75,163,170,179,193,224,246,265,268,271,277,285,296],"demands":[9],"a":[11,36,131,141,150,183,200,206,240],"growing":[12],"population":[13],"while":[14],"protecting":[15],"natural":[16],"resources":[17],"requires":[18],"contributions":[20],"multiple":[22],"disciplines,":[23],"including":[24],"engineering,":[25],"agronomical,":[26],"horticultural,":[27],"and":[28,79,95,124,161,167,188,195,239,259,276],"environmental":[29],"sciences.":[30],"Specifically,":[31],"automatic":[32],"control":[33,292],"can":[34,54,101,226],"play":[35],"pivotal":[37],"role":[38],"in":[39,52,86,105,213,231,289],"improving":[40],"scheduling.":[42],"In":[43],"this":[44,222],"context,":[45],"incorporating":[46],"real-time":[47],"soil":[48],"moisture":[49],"(SM)":[50],"forecasting":[51,85,112,174],"potentially":[55],"improve":[56],"crop":[60],"water":[61,164],"management.":[62],"However,":[63],"complexity":[65],"analytical":[68],"models":[69],"that":[70,82,139,219,242],"describe":[71],"soil-water":[72,142],"dynamics":[73],"limits":[74],"development":[76],"practical":[78],"accurate":[80],"solutions":[81],"include":[83],"SM":[84,97,111,118,134,173,225,236,278],"decision-making.":[87],"Currently,":[88],"decisions":[90],"are":[91],"based":[92],"on":[93],"present":[94],"past":[96],"data.":[98],"This":[99],"approach":[100],"be":[102,227],"enhanced":[103],"if,":[104],"addition":[106],"those,":[108],"future":[109],"or":[110,299],"is":[113,146,175],"incorporated.":[114],"We":[115,191],"formulated":[116],"an":[117,234,254],"model-based":[119],"moving":[120],"horizon":[121],"estimation":[122,273],"(MHE)":[123],"prediction":[125,136,196,237],"strategy.":[126],"For":[127],"this,":[128],"we":[129],"propose":[130],"parametrizable":[132],"blue":[133],"control-oriented":[135],"model":[137],"(SMCOPM)":[138],"obeys":[140],"balance.":[143],"SMCOPM":[145,181,247,269],"periodically":[147],"parametrized":[148,180],"using":[149,210,221],"proposed":[151,272,282],"MHE":[152,194],"approach,":[153],"which":[154],"provides":[155],"adaptability,":[156],"guarantees":[157],"optimality,":[158],"prevents":[159],"overfitting,":[160],"ensures":[162],"balance":[165],"fulfillment":[166],"stability":[168],"SMCOPM.":[171],"performed":[176],"by":[177,220],"solving":[178],"as":[182,199,245],"function":[184],"rain,":[186],"irrigation,":[187],"temperature":[189],"forecasts.":[190],"evaluated":[192],"strategy":[197,283],"using,":[198],"case":[201],"study,":[202],"observed":[203],"data":[204],"from":[205],"commercial":[207],"sweetcorn":[208],"field":[209],"subsurface":[211],"South":[214],"Florida.":[215],"results":[217,266],"show":[218],"strategy,":[223],"predicted":[228],"three":[229],"days":[230],"advance":[232],"with":[233],"average":[235],"error":[238,255],"dispersion":[241,260],"significantly":[243],"improves":[244],"adapts":[248],"over":[249],"time,":[250],"demonstrating":[251],"convergence":[252],"toward":[253,294],"less":[256,261],"than":[257,262],"2%":[258],"3%.":[263],"Consequently,":[264],"corroborate":[267],"suitability,":[270],"strategy\u2019s":[274],"quality,":[275],"behavior\u2019s":[279],"predictability.":[280],"has":[284],"potential":[286],"for":[287],"use":[288],"formulating":[290],"predictive":[291],"approaches":[293],"automating":[295],"process":[298],"scheduling":[300],"actions.":[302]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}