Impact of Climate Change on Crop Production and Its Consequences on Human Health

cg.contactG.Krishna@cgiar.orgen_US
cg.contributor.centerInternational Center for Agricultural Research in the Dry Areas - ICARDAen_US
cg.contributor.centerIndian Council of Agricultural Research, Indian Agricultural Research Institute - ICAR-IARIen_US
cg.contributor.centerKumaun Universityen_US
cg.contributor.funderInternational Center for Agricultural Research in the Dry Areas - ICARDAen_US
cg.contributor.projectGeoinformatics and Data Management for integrated agroecosystem research, development and outreachen_US
cg.contributor.project-lead-instituteInternational Center for Agricultural Research in the Dry Areas - ICARDAen_US
cg.coverage.end-date2018-04-10en_US
cg.coverage.start-date2017-01-01en_US
cg.creator.idKrishna, Gopal: 0000-0002-1070-9916en_US
cg.creator.idBiradar, Chandrashekhar: 0000-0002-9532-9452en_US
cg.date.embargo-end-dateTimelessen_US
cg.identifier.doihttps://dx.doi.org/10.1007/978-3-030-76116-5_15en_US
cg.isbn978-3-030-76116-5en_US
cg.subject.agrovocclimate changeen_US
cg.subject.agrovoccrop productionen_US
cg.subject.agrovochuman healthen_US
cg.subject.agrovocmachine learningen_US
dc.contributorAlam, Mahfoozen_US
dc.contributorSahoo, Rabien_US
dc.contributorBiradar, Chandrashekharen_US
dc.creatorKrishna, Gopalen_US
dc.date.accessioned2021-09-30T21:56:04Z
dc.date.available2021-09-30T21:56:04Z
dc.description.abstractClimate change and water availability directly impact the agricultural practices around the globe. Humans are dependent on agriculture for their food needs. Changing climatic conditions like the delayed onset of monsoon, less rainfall, and increasing temperature are profoundly impacting agriculture practices. Therefore, this has a direct or indirect impact on human health. According to FAO, only 12% of global land is available for crop production and that too is not increasing proportionately with the continuously increasing world population. Climatic stresses may cause insufficiency to food security. Hence, this type of study is quite significant for decision making. In the Indian scenario, approximately 61% of the total net sown area is rainfed. In this huge proportion of rainfed areas, there are many types of changing climatic conditions that impact crop productivity. Geoinformation science-based big data encompasses enormous opportunities for addressing issues like climate modeling, its impact on crops, and production alteration. This chapter discusses the real-world problems, their impacts as well as the way forward for sustainable solutions by utilizing the strength of remote sensing big data. Here, time series analysis, machine learning-based predictive multivariate modeling approaches have been exploited to detect the climatic impact on crop production for rice and cotton crops of the highest productive districts of Maharashtra state. After delineation of climatic implications on agriculture, its consequences on human health issues have been discussed. The ML-driven partial least squares regression (PLSR) technique was proved better over other investigated techniques. The results of this study illustrate that with the rise in temperature and rainfall during 2050, cotton production is projected to decline by 1–35%, whereas rice production looks to be increased by 0.4–20% by nullifying high temperature with excess rainfall except for one district.en_US
dc.identifierhttps://mel.cgiar.org/dspace/limiteden_US
dc.identifier.citationGopal Krishna, Mahfooz Alam, Rabi Sahoo, Chandrashekhar Biradar. (22/8/2021). Impact of Climate Change on Crop Production and Its Consequences on Human Health, in "Recent Technologies for Disaster Management and Risk Reduction". Germany: Springer.en_US
dc.identifier.statusTimeless limited accessen_US
dc.identifier.urihttps://hdl.handle.net/20.500.11766/66178
dc.languageenen_US
dc.publisherSpringeren_US
dc.subjectgeospatial big dataen_US
dc.subjectclimate–agriculture relationshipen_US
dc.titleImpact of Climate Change on Crop Production and Its Consequences on Human Healthen_US
dc.typeBook Chapteren_US
dcterms.available2021-08-22en_US
mel.project.openhttp://www.icarda.org/en_US

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