{"id":"https://openalex.org/W4312440280","doi":"https://doi.org/10.55730/1300-011x.3033","title":"Artificial intelligence and digital twins in sustainable agriculture and forestry: a survey","display_name":"Artificial intelligence and digital twins in sustainable agriculture and forestry: a survey","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312440280","doi":"https://doi.org/10.55730/1300-011x.3033"},"language":"en","primary_location":{"id":"doi:10.55730/1300-011x.3033","doi":"https://doi.org/10.55730/1300-011x.3033","is_oa":true,"landing_page_url":"https://doi.org/10.55730/1300-011x.3033","pdf_url":"https://journals.tubitak.gov.tr/cgi/viewcontent.cgi?article=3033&context=agriculture","source":{"id":"https://openalex.org/S148591575","display_name":"TURKISH JOURNAL OF AGRICULTURE AND FORESTRY","issn_l":"1300-011X","issn":["1300-011X","1303-6173"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","ddh","dongbi-c","jufo-1","poland-100","russia-white-list-1","tr-dizin"],"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Turkish Journal of Agriculture and Forestry","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journals.tubitak.gov.tr/cgi/viewcontent.cgi?article=3033&context=agriculture","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085321534","display_name":"Jing Nie","orcid":"https://orcid.org/0000-0002-3763-9559","observed_orcids":["https://orcid.org/0000-0002-3763-9559"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]},{"id":"https://openalex.org/I2801312332","display_name":"Xinjiang Production and Construction Corps","ror":"https://ror.org/03hcmxw73","country_code":"CN","type":"nonprofit","lineage":["https://openalex.org/I2801312332"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"JING NIE","raw_affiliation_strings":["College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","Key Laboratory of Modern Agricultural Machinery of Xinjiang Production and Construction Corps , Shihezi , China","of and Electrical Engineering, University , , China","of of and , , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","institution_ids":["https://openalex.org/I102208913"]},{"raw_affiliation_string":"Key Laboratory of Modern Agricultural Machinery of Xinjiang Production and Construction Corps , Shihezi , China","institution_ids":["https://openalex.org/I2801312332"]},{"raw_affiliation_string":"of and Electrical Engineering, University , , China","institution_ids":[]},{"raw_affiliation_string":"of of and , , China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115603790","display_name":"Yi Wang","orcid":"https://orcid.org/0000-0003-2528-5877","observed_orcids":["https://orcid.org/0000-0003-2528-5877"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YI WANG","raw_affiliation_strings":["College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","of and Electrical Engineering, University , , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","institution_ids":["https://openalex.org/I102208913"]},{"raw_affiliation_string":"of and Electrical Engineering, University , , China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018588825","display_name":"Yang Li","orcid":"https://orcid.org/0000-0002-4268-4004","observed_orcids":["https://orcid.org/0000-0002-4268-4004"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"YANG LI","raw_affiliation_strings":["College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","of and Electrical Engineering, University , , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","institution_ids":["https://openalex.org/I102208913"]},{"raw_affiliation_string":"of and Electrical Engineering, University , , China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045186933","display_name":"Xuewei Chao","orcid":"https://orcid.org/0000-0001-7559-0293","observed_orcids":["https://orcid.org/0000-0001-7559-0293"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"XUEWEI CHAO","raw_affiliation_strings":["College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","of and Electrical Engineering, University , , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering , Shihezi University , Shihezi , China","institution_ids":["https://openalex.org/I102208913"]},{"raw_affiliation_string":"of and Electrical Engineering, University , , China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.8584,"has_fulltext":true,"cited_by_count":133,"citation_normalized_percentile":{"value":0.99555309,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":100},"biblio":{"volume":"46","issue":"5","first_page":"642","last_page":"661"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9984999895095825,"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":0.9984999895095825,"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/T10763","display_name":"Digital Transformation in Industry","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12662","display_name":"Digitalization and Economic Development in Agriculture","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-agriculture","display_name":"artificial intelligence in agriculture","score":0.8899999856948853},{"id":"https://openalex.org/keywords/digital-twin","display_name":"digital twin","score":0.9950000047683716},{"id":"https://openalex.org/keywords/sustainable-agriculture","display_name":"sustainable agriculture","score":0.9100000262260437},{"id":"https://openalex.org/keywords/smart-agriculture","display_name":"smart agriculture","score":0.9769999980926514},{"id":"https://openalex.org/keywords/forestry","display_name":"forestry","score":0.6349999904632568},{"id":"https://openalex.org/keywords/agricultural-data","display_name":"agricultural data","score":0.5910000205039978},{"id":"https://openalex.org/keywords/virtualization","display_name":"virtualization","score":0.6399999856948853},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"precision agriculture","score":0.7870000004768372},{"id":"https://openalex.org/keywords/agricultural-automation","display_name":"agricultural automation","score":0.4740000069141388}],"concepts":[{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.7274731993675232},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.6033627390861511},{"id":"https://openalex.org/C54924851","wikidata":"https://www.wikidata.org/wiki/Q2751054","display_name":"Sustainable agriculture","level":3,"score":0.5323182940483093},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.49756982922554016},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.4955035448074341},{"id":"https://openalex.org/C128383755","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Agricultural productivity","level":3,"score":0.46654272079467773},{"id":"https://openalex.org/C48824518","wikidata":"https://www.wikidata.org/wiki/Q396340","display_name":"Agricultural economics","level":1,"score":0.4487147927284241},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4406653046607971},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.4161067008972168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35040271282196045},{"id":"https://openalex.org/C175605778","wikidata":"https://www.wikidata.org/wiki/Q3299701","display_name":"Natural resource economics","level":1,"score":0.3475942015647888},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2736471891403198},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.23751911520957947},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2262486219406128},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.19526180624961853},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.55730/1300-011x.3033","doi":"https://doi.org/10.55730/1300-011x.3033","is_oa":true,"landing_page_url":"https://doi.org/10.55730/1300-011x.3033","pdf_url":"https://journals.tubitak.gov.tr/cgi/viewcontent.cgi?article=3033&context=agriculture","source":{"id":"https://openalex.org/S148591575","display_name":"TURKISH JOURNAL OF AGRICULTURE AND FORESTRY","issn_l":"1300-011X","issn":["1300-011X","1303-6173"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","ddh","dongbi-c","jufo-1","poland-100","russia-white-list-1","tr-dizin"],"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Turkish Journal of Agriculture and Forestry","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.55730/1300-011x.3033","doi":"https://doi.org/10.55730/1300-011x.3033","is_oa":true,"landing_page_url":"https://doi.org/10.55730/1300-011x.3033","pdf_url":"https://journals.tubitak.gov.tr/cgi/viewcontent.cgi?article=3033&context=agriculture","source":{"id":"https://openalex.org/S148591575","display_name":"TURKISH JOURNAL OF AGRICULTURE AND FORESTRY","issn_l":"1300-011X","issn":["1300-011X","1303-6173"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","ddh","dongbi-c","jufo-1","poland-100","russia-white-list-1","tr-dizin"],"host_organization":"https://openalex.org/P4310318422","host_organization_name":"Scientific and Technological Research Council of Turkey (TUBITAK)","host_organization_lineage":["https://openalex.org/P4310318422"],"host_organization_lineage_names":["Scientific and Technological Research Council of Turkey (TUBITAK)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Turkish Journal of Agriculture and Forestry","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9208999872207642,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"},{"score":0.7207000255584717,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"},{"score":0.685699999332428,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1011292152","display_name":"\u6c34\u80a5\u540c\u65bd\u6761\u4ef6\u4e0b\u68c9\u82b1\u7684\u78c1\u573a\u751f\u7269\u5b66\u6548\u5e94\u7814\u7a76","funder_award_id":"31860333","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G624157397","display_name":null,"funder_award_id":"32101612","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312440280.pdf","grobid_xml":"https://content.openalex.org/works/W4312440280.grobid-xml"},"referenced_works_count":126,"referenced_works":["https://openalex.org/W960495722","https://openalex.org/W1981102257","https://openalex.org/W2057676222","https://openalex.org/W2069368102","https://openalex.org/W2093110956","https://openalex.org/W2252505372","https://openalex.org/W2396098103","https://openalex.org/W2467954037","https://openalex.org/W2528130057","https://openalex.org/W2589683855","https://openalex.org/W2605428484","https://openalex.org/W2608799977","https://openalex.org/W2614850301","https://openalex.org/W2620819300","https://openalex.org/W2758951759","https://openalex.org/W2767807343","https://openalex.org/W2768916288","https://openalex.org/W2769338062","https://openalex.org/W2791048936","https://openalex.org/W2791998005","https://openalex.org/W2794952059","https://openalex.org/W2800429187","https://openalex.org/W2808536038","https://openalex.org/W2890674048","https://openalex.org/W2899067553","https://openalex.org/W2900685530","https://openalex.org/W2900962161","https://openalex.org/W2901708346","https://openalex.org/W2904453310","https://openalex.org/W2904548982","https://openalex.org/W2906425424","https://openalex.org/W2909567700","https://openalex.org/W2910230606","https://openalex.org/W2911388689","https://openalex.org/W2911608675","https://openalex.org/W2914572326","https://openalex.org/W2914941211","https://openalex.org/W2915642906","https://openalex.org/W2919930457","https://openalex.org/W2936307272","https://openalex.org/W2942851257","https://openalex.org/W2943687951","https://openalex.org/W2944403185","https://openalex.org/W2945792041","https://openalex.org/W2947334081","https://openalex.org/W2955412954","https://openalex.org/W2963392013","https://openalex.org/W2963613516","https://openalex.org/W2968136791","https://openalex.org/W2969044041","https://openalex.org/W2969237997","https://openalex.org/W2970809831","https://openalex.org/W2971282738","https://openalex.org/W2972360183","https://openalex.org/W2979490443","https://openalex.org/W2982689699","https://openalex.org/W2984249216","https://openalex.org/W2984531413","https://openalex.org/W2989879853","https://openalex.org/W2990850744","https://openalex.org/W2998261064","https://openalex.org/W3001576889","https://openalex.org/W3005122265","https://openalex.org/W3005869782","https://openalex.org/W3006414212","https://openalex.org/W3010345596","https://openalex.org/W3011133294","https://openalex.org/W3011744717","https://openalex.org/W3013883244","https://openalex.org/W3017126935","https://openalex.org/W3022903766","https://openalex.org/W3024764818","https://openalex.org/W3033828772","https://openalex.org/W3033971127","https://openalex.org/W3036135061","https://openalex.org/W3037017086","https://openalex.org/W3045247864","https://openalex.org/W3045268437","https://openalex.org/W3047485301","https://openalex.org/W3047572738","https://openalex.org/W3079760979","https://openalex.org/W3081241543","https://openalex.org/W3083696029","https://openalex.org/W3087879900","https://openalex.org/W3090367998","https://openalex.org/W3090569126","https://openalex.org/W3091488873","https://openalex.org/W3091970714","https://openalex.org/W3094093743","https://openalex.org/W3096752447","https://openalex.org/W3097251879","https://openalex.org/W3104238111","https://openalex.org/W3105432036","https://openalex.org/W3109024583","https://openalex.org/W3111017134","https://openalex.org/W3112881537","https://openalex.org/W3122338430","https://openalex.org/W3129419346","https://openalex.org/W3131151895","https://openalex.org/W3132666581","https://openalex.org/W3142526242","https://openalex.org/W3153728174","https://openalex.org/W3157265704","https://openalex.org/W3160210954","https://openalex.org/W3161066402","https://openalex.org/W3163537351","https://openalex.org/W3171019536","https://openalex.org/W3175496851","https://openalex.org/W3184467142","https://openalex.org/W3187030596","https://openalex.org/W3201025514","https://openalex.org/W3209674990","https://openalex.org/W4200113878","https://openalex.org/W4200123424","https://openalex.org/W4200319368","https://openalex.org/W4200322067","https://openalex.org/W4200499937","https://openalex.org/W4205534638","https://openalex.org/W4205680164","https://openalex.org/W4207065499","https://openalex.org/W4207073694","https://openalex.org/W4210735453","https://openalex.org/W4211231214","https://openalex.org/W4221086122","https://openalex.org/W4254174296","https://openalex.org/W6893199149"],"related_works":["https://openalex.org/W7221630111","https://openalex.org/W7126200647","https://openalex.org/W7124747632","https://openalex.org/W6884737085","https://openalex.org/W4410079457","https://openalex.org/W4403982746","https://openalex.org/W7126221055","https://openalex.org/W6908903864","https://openalex.org/W4406260394","https://openalex.org/W7126269712"],"abstract_inverted_index":{"Affected":[0],"by":[1,71],"global":[2],"economic":[3],"pressure":[4],"and":[5,15,29,32,40,57,74,113,123,125,131,164],"epidemics,":[6],"sustainable":[7,62,148],"agriculture":[8,56,119],"has":[9,22,33,89],"received":[10],"widespread":[11],"attention":[12],"from":[13,175],"farmers":[14,176],"agricultural":[16,20,158],"engineers.":[17],"Throughout":[18],"history,":[19],"technology":[21,73,88,112,116],"closely":[23],"followed":[24,34],"the":[25,35,53,59,65,75,83,96,107,127,132,169,178],"pace":[26],"of":[27,37,55,61,68,78,86,98,109,135,152],"scientific":[28],"technological":[30],"development":[31,85],"footsteps":[36],"mechanization,":[38],"automation,":[39],"intelligence":[41,49,111],"to":[42,94,155,167],"progress":[43,60],"continuously.":[44],"At":[45],"this":[46],"stage,":[47],"artificial":[48,110],"(AI)":[50],"is":[51,151],"dominating":[52],"field":[54],"advancing":[58,156],"agriculture.":[63,103],"However,":[64],"large":[66],"amount":[67],"data":[69,79],"required":[70],"AI":[72],"high":[76,165],"cost":[77,163],"have":[80,142],"ensued,":[81],"while":[82],"rapid":[84],"virtualization":[87],"made":[90],"people":[91],"gradually":[92],"begin":[93],"consider":[95],"application":[97,108],"digital":[99,114,140],"twins":[100,141],"(DT)":[101],"in":[102,117,120,147],"This":[104],"paper":[105],"examines":[106],"twin":[115],"smart":[118,157],"recent":[121],"years":[122],"discusses":[124],"analyzes":[126],"challenges":[128],"they":[129],"face":[130],"future":[133],"directions":[134],"development.":[136],"We":[137],"find":[138],"that":[139,160],"great":[143,153],"potential":[144],"for":[145,172],"success":[146],"agriculture,":[149],"which":[150],"significance":[154],"solutions":[159],"achieve":[161],"low":[162],"precision":[166],"meet":[168],"growing":[170],"demand":[171],"high-yield":[173],"production":[174],"around":[177],"world.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":38},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":44},{"year":2023,"cited_by_count":29},{"year":2022,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-01-04T00:00:00"}
