{"id":"https://openalex.org/W7140159014","doi":"https://doi.org/10.1201/9781003637264-11","title":"Employing Integrated Data to Study the Impact of Climate Change on Agriculture","display_name":"Employing Integrated Data to Study the Impact of Climate Change on Agriculture","publication_year":2026,"publication_date":"2026-03-24","ids":{"openalex":"https://openalex.org/W7140159014","doi":"https://doi.org/10.1201/9781003637264-11"},"language":"en","primary_location":{"id":"doi:10.1201/9781003637264-11","doi":"https://doi.org/10.1201/9781003637264-11","is_oa":false,"landing_page_url":"https://doi.org/10.1201/9781003637264-11","pdf_url":null,"source":{"id":"https://openalex.org/S4306463075","display_name":"CRC Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320584","host_organization_name":"CRC Press","host_organization_lineage":["https://openalex.org/P4310320584","https://openalex.org/P4310320547"],"host_organization_lineage_names":["CRC Press","Taylor & Francis"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimodal Artificial Intelligence in Precision Agriculture","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W7140164544","display_name":"Multimodal Artificial Intelligence in Precision Agriculture"},"type":"book-chapter","is_traditional":true,"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/A5141636732","display_name":"Prateek Gupta","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prateek Gupta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103230373","display_name":"Priyanka Gupta","orcid":"https://orcid.org/0000-0001-9780-8759","observed_orcids":["https://orcid.org/0000-0001-9780-8759"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Priyanka Gupta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004252155","display_name":"Gitika Sharma","orcid":"https://orcid.org/0000-0002-6390-327X","observed_orcids":["https://orcid.org/0000-0002-6390-327X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gitika Sharma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5141381641","display_name":"Thakur Bhavna","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thakur Bhavna","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5067730995","display_name":"Prakash Vijay","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Prakash Vijay","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"163","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10439","display_name":"Climate change impacts on agriculture","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1102","display_name":"Agronomy and Crop 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/T10439","display_name":"Climate change impacts on agriculture","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1102","display_name":"Agronomy and Crop 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/T10111","display_name":"Remote Sensing in Agriculture","score":0.0,"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"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/climate-change-impacts-on-agriculture","display_name":"climate change impacts on agriculture","score":0.9980000257492065},{"id":"https://openalex.org/keywords/integrated-data","display_name":"integrated data","score":0.7210000157356262},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.6710000038146973},{"id":"https://openalex.org/keywords/climate-change-adaptation","display_name":"climate change adaptation","score":0.5789999961853027},{"id":"https://openalex.org/keywords/crop-vulnerability","display_name":"crop vulnerability","score":0.890999972820282},{"id":"https://openalex.org/keywords/crop-growth-model","display_name":"crop growth simulation","score":0.6629999876022339},{"id":"https://openalex.org/keywords/satellite-imagery","display_name":"satellite imagery","score":0.8799999952316284},{"id":"https://openalex.org/keywords/climate-change-projections","display_name":"climate change projections","score":0.8849999904632568},{"id":"https://openalex.org/keywords/water-resources-management","display_name":"water resources management","score":0.7089999914169312},{"id":"https://openalex.org/keywords/soil-resource-management","display_name":"soil resource management","score":0.949999988079071},{"id":"https://openalex.org/keywords/geospatial-modeling","display_name":"geospatial modeling","score":0.8199999928474426},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.9660000205039978},{"id":"https://openalex.org/keywords/ensemble-simulation","display_name":"ensemble simulation","score":0.8379999995231628},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"uncertainty quantification","score":0.9160000085830688},{"id":"https://openalex.org/keywords/food-security","display_name":"food security","score":0.6819999814033508},{"id":"https://openalex.org/keywords/climate-resilient-agriculture","display_name":"climate-resilient agriculture","score":0.7839999794960022},{"id":"https://openalex.org/keywords/data-standardization","display_name":"data standardization","score":0.5619999766349792}],"concepts":[{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.7318000197410583},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.6685000061988831},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6549999713897705},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.5437999963760376},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.46889999508857727},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.45509999990463257},{"id":"https://openalex.org/C128383755","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Agricultural productivity","level":3,"score":0.4262999892234802},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.42089998722076416},{"id":"https://openalex.org/C114990195","wikidata":"https://www.wikidata.org/wiki/Q1430548","display_name":"Effects of global warming","level":4,"score":0.40560001134872437},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3903000056743622},{"id":"https://openalex.org/C2779507241","wikidata":"https://www.wikidata.org/wiki/Q17072637","display_name":"Climate resilience","level":3,"score":0.3483000099658966},{"id":"https://openalex.org/C39820584","wikidata":"https://www.wikidata.org/wiki/Q125928","display_name":"Climate pattern","level":3,"score":0.34279999136924744},{"id":"https://openalex.org/C168754636","wikidata":"https://www.wikidata.org/wiki/Q620920","display_name":"Climate model","level":3,"score":0.3240000009536743},{"id":"https://openalex.org/C203663800","wikidata":"https://www.wikidata.org/wiki/Q848979","display_name":"Citizen journalism","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.29820001125335693},{"id":"https://openalex.org/C125370674","wikidata":"https://www.wikidata.org/wiki/Q1527480","display_name":"Stressor","level":2,"score":0.2955999970436096},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C140988679","wikidata":"https://www.wikidata.org/wiki/Q7140444","display_name":"Participatory action research","level":2,"score":0.27799999713897705},{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.26829999685287476},{"id":"https://openalex.org/C175605778","wikidata":"https://www.wikidata.org/wiki/Q3299701","display_name":"Natural resource economics","level":1,"score":0.26269999146461487}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1201/9781003637264-11","doi":"https://doi.org/10.1201/9781003637264-11","is_oa":false,"landing_page_url":"https://doi.org/10.1201/9781003637264-11","pdf_url":null,"source":{"id":"https://openalex.org/S4306463075","display_name":"CRC Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320584","host_organization_name":"CRC Press","host_organization_lineage":["https://openalex.org/P4310320584","https://openalex.org/P4310320547"],"host_organization_lineage_names":["CRC Press","Taylor & Francis"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimodal Artificial Intelligence in Precision Agriculture","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":1.0,"display_name":"Climate action"},{"id":"https://metadata.un.org/sdg/2","score":0.958299994468689,"display_name":"Zero hunger"}],"study_designs":[{"id":"https://openalex.org/study-designs/systematic-review","display_name":"Systematic Review"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4283688405","https://openalex.org/W6912006656","https://openalex.org/W7126155375","https://openalex.org/W7164336998","https://openalex.org/W7104254571","https://openalex.org/W7220211744","https://openalex.org/W7160629766","https://openalex.org/W7142345292","https://openalex.org/W6893085855","https://openalex.org/W7164023733"],"abstract_inverted_index":{"Climate":[0],"change":[1,72],"poses":[2],"a":[3,77],"growing":[4,16],"threat":[5],"to":[6,67,91,104,131],"global":[7],"agriculture,":[8],"with":[9],"increasing":[10],"temperatures,":[11],"changed":[12],"precipitation":[13],"patterns,":[14],"and":[15,23,35,60,65,96,115,125,138,142,157,163,177,192,200],"environmental":[17],"stressors":[18],"significantly":[19],"affecting":[20],"crop":[21,57,135],"efficiency":[22],"food":[24],"security.":[25],"Traditional":[26],"approaches":[27],"often":[28],"fall":[29],"short":[30],"in":[31,98,169],"capturing":[32],"the":[33,45,68,83,99,149],"dynamic":[34],"multifaceted":[36],"nature":[37],"of":[38,47,70,101,134,151],"these":[39],"climate-agriculture":[40],"interactions.":[41],"This":[42],"study":[43,87,185],"examines":[44,88],"potential":[46],"employing":[48],"integrated":[49,113],"data\u2014encompassing":[50],"satellite":[51],"imagery,":[52],"climate":[53,71,106],"projections,":[54],"soil":[55,139],"features,":[56],"simulation":[58],"productions,":[59],"socio-economic":[61,164],"indicators\u2014to":[62],"analyse,":[63],"model,":[64],"respond":[66],"effects":[69],"on":[73,82,111],"agricultural":[74,105,198],"systems.":[75],"Using":[76],"systematic":[78],"literature":[79],"review":[80],"based":[81],"PRISMA":[84],"procedure,":[85],"this":[86],"selected":[89],"publications":[90],"find":[92],"current":[93],"trends,":[94],"technologies,":[95],"challenges":[97,167],"application":[100],"big":[102],"data":[103,171,175,194],"adaptation.":[107],"Emphasis":[108],"is":[109],"placed":[110],"how":[112],"datasets":[114],"advanced":[116],"analytical":[117],"techniques,":[118],"such":[119],"as":[120],"geospatial":[121],"modelling,":[122],"machine":[123],"learning,":[124],"ensemble":[126],"simulations,":[127],"are":[128],"being":[129],"used":[130],"improve":[132],"understanding":[133],"vulnerability,":[136],"water":[137],"resource":[140],"management,":[141],"regional":[143],"adaptation":[144],"planning.":[145],"The":[146,184],"conclusions":[147],"highlight":[148],"importance":[150],"context-specific":[152],"model":[153,179],"calibration,":[154],"uncertainty":[155],"quantification,":[156],"interdisciplinary":[158],"methods":[159],"that":[160],"combine":[161],"biophysical":[162],"dimensions.":[165],"Persistent":[166],"remain":[168],"standardizing":[170],"architectures,":[172],"ensuring":[173],"real-time":[174],"integration,":[176],"translating":[178],"outputs":[180],"into":[181],"actionable":[182],"insights.":[183],"concludes":[186],"by":[187],"advocating":[188],"for":[189],"robust,":[190],"adaptive,":[191],"participatory":[193],"outlines":[195],"supporting":[196],"evidence-based":[197],"plans":[199],"climate-resilient":[201],"farming":[202],"practices.":[203]},"counts_by_year":[],"updated_date":"2026-10-10T09:11:00.788812","created_date":"2026-03-25T00:00:00"}