{"id":"https://openalex.org/W4398142760","doi":"https://doi.org/10.3390/rs16101815","title":"Integrating Climate and Satellite Data for Multi-Temporal Pre-Harvest Prediction of Head Rice Yield in Australia","display_name":"Integrating Climate and Satellite Data for Multi-Temporal Pre-Harvest Prediction of Head Rice Yield in Australia","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4398142760","doi":"https://doi.org/10.3390/rs16101815"},"language":"en","primary_location":{"id":"doi:10.3390/rs16101815","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16101815","pdf_url":"https://www.mdpi.com/2072-4292/16/10/1815/pdf?version=1716265275","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/16/10/1815/pdf?version=1716265275","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081300318","display_name":"Allister Clarke","orcid":"https://orcid.org/0000-0002-4808-5205"},"institutions":[{"id":"https://openalex.org/I1337719021","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86","country_code":"AU","type":"government","lineage":["https://openalex.org/I1337719021","https://openalex.org/I2801453606","https://openalex.org/I4210132349"]},{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Allister Clarke","raw_affiliation_strings":["Australian Research Council (ARC) Industrial Transformation Training Centre (ITTC) for Functional Grains, Gulbali Institute, Charles Sturt University, Wagga Wagga, NSW 2650, Australia"],"affiliations":[{"raw_affiliation_string":"Australian Research Council (ARC) Industrial Transformation Training Centre (ITTC) for Functional Grains, Gulbali Institute, Charles Sturt University, Wagga Wagga, NSW 2650, Australia","institution_ids":["https://openalex.org/I153230381","https://openalex.org/I1337719021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047320534","display_name":"Darren Yates","orcid":"https://orcid.org/0000-0002-0438-3585"},"institutions":[{"id":"https://openalex.org/I1337719021","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86","country_code":"AU","type":"government","lineage":["https://openalex.org/I1337719021","https://openalex.org/I2801453606","https://openalex.org/I4210132349"]},{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Darren Yates","raw_affiliation_strings":["Australian Research Council (ARC) Industrial Transformation Training Centre (ITTC) for Functional Grains, Gulbali Institute, Charles Sturt University, Wagga Wagga, NSW 2650, Australia"],"affiliations":[{"raw_affiliation_string":"Australian Research Council (ARC) Industrial Transformation Training Centre (ITTC) for Functional Grains, Gulbali Institute, Charles Sturt University, Wagga Wagga, NSW 2650, Australia","institution_ids":["https://openalex.org/I153230381","https://openalex.org/I1337719021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019874103","display_name":"Christopher Blanchard","orcid":"https://orcid.org/0000-0001-5800-4678"},"institutions":[{"id":"https://openalex.org/I1337719021","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86","country_code":"AU","type":"government","lineage":["https://openalex.org/I1337719021","https://openalex.org/I2801453606","https://openalex.org/I4210132349"]},{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Christopher Blanchard","raw_affiliation_strings":["Australian Research Council (ARC) Industrial Transformation Training Centre (ITTC) for Functional Grains, Gulbali Institute, Charles Sturt University, Wagga Wagga, NSW 2650, Australia"],"affiliations":[{"raw_affiliation_string":"Australian Research Council (ARC) Industrial Transformation Training Centre (ITTC) for Functional Grains, Gulbali Institute, Charles Sturt University, Wagga Wagga, NSW 2650, Australia","institution_ids":["https://openalex.org/I153230381","https://openalex.org/I1337719021"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015246388","display_name":"Md Zahidul Islam","orcid":"https://orcid.org/0000-0002-4868-4945"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Md. Zahidul Islam","raw_affiliation_strings":["School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia","institution_ids":["https://openalex.org/I153230381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046077160","display_name":"Russell Ford","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Russell Ford","raw_affiliation_strings":["RLF Agro R&D Consulting, Jerilderie, NSW 2716, Australia"],"affiliations":[{"raw_affiliation_string":"RLF Agro R&D Consulting, Jerilderie, NSW 2716, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041207254","display_name":"Sabih ur Rehman","orcid":"https://orcid.org/0000-0001-7717-2773"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sabih-Ur Rehman","raw_affiliation_strings":["School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia","institution_ids":["https://openalex.org/I153230381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102673008","display_name":"Robert Paul Walsh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124437","display_name":"Canegrowers (Australia)","ror":"https://ror.org/02vz1de40","country_code":"AU","type":"company","lineage":["https://openalex.org/I4210124437"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Robert Paul Walsh","raw_affiliation_strings":["Ricegrowers Ltd., 57 Yanco Avenue, Leeton, NSW 2705, Australia"],"affiliations":[{"raw_affiliation_string":"Ricegrowers Ltd., 57 Yanco Avenue, Leeton, NSW 2705, Australia","institution_ids":["https://openalex.org/I4210124437"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5081300318"],"corresponding_institution_ids":["https://openalex.org/I1337719021","https://openalex.org/I153230381"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.1192,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93089254,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"16","issue":"10","first_page":"1815","last_page":"1815"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12045","display_name":"Rice Cultivation and Yield Improvement","score":0.9986000061035156,"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/T12045","display_name":"Rice Cultivation and Yield Improvement","score":0.9986000061035156,"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/T10439","display_name":"Climate change impacts on agriculture","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9955999851226807,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.6095609068870544},{"id":"https://openalex.org/keywords/yield","display_name":"Yield (engineering)","score":0.532833456993103},{"id":"https://openalex.org/keywords/growing-season","display_name":"Growing season","score":0.5284202694892883},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.47916164994239807},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.466266930103302},{"id":"https://openalex.org/keywords/grain-yield","display_name":"Grain yield","score":0.44996848702430725},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.44882094860076904},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.41381603479385376},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.3788793683052063},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3354169726371765},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2835601270198822},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15470942854881287},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1289486289024353},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.09857025742530823}],"concepts":[{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6095609068870544},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.532833456993103},{"id":"https://openalex.org/C137660486","wikidata":"https://www.wikidata.org/wiki/Q732240","display_name":"Growing season","level":2,"score":0.5284202694892883},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.47916164994239807},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.466266930103302},{"id":"https://openalex.org/C2992211155","wikidata":"https://www.wikidata.org/wiki/Q889514","display_name":"Grain yield","level":2,"score":0.44996848702430725},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.44882094860076904},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.41381603479385376},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.3788793683052063},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3354169726371765},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2835601270198822},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15470942854881287},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1289486289024353},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.09857025742530823},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs16101815","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16101815","pdf_url":"https://www.mdpi.com/2072-4292/16/10/1815/pdf?version=1716265275","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/3fa177bc-c0c0-4224-ac57-d09bdc4157b1","is_oa":true,"landing_page_url":"https://researchoutput.csu.edu.au/en/publications/3fa177bc-c0c0-4224-ac57-d09bdc4157b1","pdf_url":null,"source":{"id":"https://openalex.org/S7407055442","display_name":"Charles Sturt University Research Output (CRO)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Clarke, A, Yates, D, Blanchard, C, Islam, M Z, Ford, R, Rehman, S U & Walsh, R P 2024, 'Integrating climate and satellite data for multi-temporal pre-harvest prediction of head rice yield in Australia', Remote Sensing, vol. 16, no. 10, 1815, pp. 1-20. https://doi.org/10.3390/rs16101815","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:b0b34633de6f4810ac04f9c322c67a4d","is_oa":true,"landing_page_url":"https://doaj.org/article/b0b34633de6f4810ac04f9c322c67a4d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 10, p 1815 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16101815","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16101815","pdf_url":"https://www.mdpi.com/2072-4292/16/10/1815/pdf?version=1716265275","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G2589560861","display_name":null,"funder_award_id":"RM102858 (FA scholarship - R0791)","funder_id":"https://openalex.org/F1262689888","funder_display_name":"Food Agility CRC"},{"id":"https://openalex.org/G5711949049","display_name":null,"funder_award_id":"RM102660 (R0852)","funder_id":"https://openalex.org/F1262689888","funder_display_name":"Food Agility CRC"}],"funders":[{"id":"https://openalex.org/F1262689888","display_name":"Food Agility CRC","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4398142760.pdf"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W1971515366","https://openalex.org/W1974355720","https://openalex.org/W1981561767","https://openalex.org/W1995850107","https://openalex.org/W2032356413","https://openalex.org/W2036123899","https://openalex.org/W2038466965","https://openalex.org/W2041894319","https://openalex.org/W2052593033","https://openalex.org/W2086280875","https://openalex.org/W2093275097","https://openalex.org/W2113410727","https://openalex.org/W2134612450","https://openalex.org/W2158983649","https://openalex.org/W2174238777","https://openalex.org/W2292773801","https://openalex.org/W2295598076","https://openalex.org/W2313339984","https://openalex.org/W2341709566","https://openalex.org/W2508288402","https://openalex.org/W2513839347","https://openalex.org/W2590801341","https://openalex.org/W2885573894","https://openalex.org/W2900560344","https://openalex.org/W2910729503","https://openalex.org/W2944794516","https://openalex.org/W2969787183","https://openalex.org/W3005029250","https://openalex.org/W3024741326","https://openalex.org/W3039861142","https://openalex.org/W3085720755","https://openalex.org/W3105758293","https://openalex.org/W3127166311","https://openalex.org/W3129365384","https://openalex.org/W3161294357","https://openalex.org/W3184850568","https://openalex.org/W3189330863","https://openalex.org/W4200397128","https://openalex.org/W4200622565","https://openalex.org/W4220677561","https://openalex.org/W4220823118","https://openalex.org/W4282971355","https://openalex.org/W4285216014","https://openalex.org/W4288942164","https://openalex.org/W4293086963","https://openalex.org/W4293490599","https://openalex.org/W4312567254","https://openalex.org/W4361026558","https://openalex.org/W4380625086","https://openalex.org/W4392077012","https://openalex.org/W4397030617","https://openalex.org/W6790587931","https://openalex.org/W6851173946"],"related_works":["https://openalex.org/W3096121261","https://openalex.org/W3190643595","https://openalex.org/W4225788860","https://openalex.org/W4205311831","https://openalex.org/W4376872516","https://openalex.org/W1968810339","https://openalex.org/W1991192109","https://openalex.org/W2895122413","https://openalex.org/W2074882370","https://openalex.org/W2359864419"],"abstract_inverted_index":{"Precise":[0],"and":[1,15,99,118,175,205,211],"prompt":[2],"predictions":[3],"of":[4,83,161,173],"crop":[5,32,174],"yields":[6],"are":[7],"crucial":[8],"for":[9],"optimising":[10],"farm":[11],"management,":[12],"post-harvest":[13],"operations,":[14],"marketing":[16],"strategies":[17],"within":[18],"the":[19,65,81,110,130,133,159,167],"agricultural":[20],"sector.":[21],"While":[22],"various":[23],"machine":[24],"learning":[25],"approaches":[26],"have":[27],"been":[28],"employed":[29],"to":[30,36,74,199],"forecast":[31],"yield,":[33],"their":[34],"application":[35],"grain":[37,176,192],"quality,":[38],"particularly":[39],"head":[40],"rice":[41],"yield":[42],"(HRY),":[43],"is":[44],"less":[45],"explored.":[46],"This":[47,186],"research":[48],"collated":[49],"crop-level":[50],"HRY":[51,150],"data":[52,90],"across":[53],"four":[54],"seasons":[55],"(2017/18\u20132020/21)":[56],"from":[57],"Australia\u2019s":[58],"rice-growing":[59],"region.":[60],"Models":[61],"were":[62],"developed":[63],"using":[64,97],"XGBoost":[66],"algorithm":[67],"trained":[68,85],"at":[69],"varying":[70],"time":[71],"steps":[72],"up":[73],"16":[75],"weeks":[76,124,137],"pre-harvest.":[77],"The":[78,102,114,146],"study":[79],"compared":[80],"accuracy":[82,107,135],"models":[84],"on":[86],"datasets":[87],"with":[88,94,153,158,202],"climate":[89,117,204],"alone":[91],"or":[92],"paired":[93],"vegetative":[95,119,162],"indices":[96,120],"two-":[98],"four-week":[100],"aggregations.":[101],"results":[103],"suggest":[104],"that":[105,149],"model":[106,197],"increases":[108],"as":[109,166],"harvest":[111,139,184],"date":[112],"approaches.":[113],"dataset":[115],"combining":[116],"aggregated":[121],"over":[122],"two":[123,136],"surpassed":[125],"industry":[126],"benchmarks":[127],"early":[128],"in":[129,181],"season,":[131],"achieving":[132],"highest":[134],"before":[138],"(LCCC":[140],"=":[141,144],"0.65;":[142],"RMSE":[143],"6.43).":[145],"analysis":[147],"revealed":[148],"correlates":[151],"strongly":[152],"agroclimatic":[154],"conditions":[155],"nearer":[156],"harvest,":[157],"significance":[160],"indices-based":[163],"features":[164],"increasing":[165],"season":[168],"progresses.":[169],"These":[170],"features,":[171],"indicative":[172],"maturity,":[177],"could":[178],"aid":[179],"growers":[180],"determining":[182],"optimal":[183],"timing.":[185],"investigation":[187],"offers":[188],"valuable":[189],"insights":[190],"into":[191],"quality":[193],"forecasting,":[194],"presenting":[195],"a":[196],"adaptable":[198],"other":[200],"regions":[201],"accessible":[203],"satellite":[206],"data,":[207],"consequently":[208],"enhancing":[209],"farm-":[210],"industry-level":[212],"decision-making.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}