Journal Press India®

Prediction of Crops According to the Climate Change using Statistical Machine Learning Methods

Vol 8 , Issue 4 , October - December 2020 | Pages: 42-47 | Research Paper  

https://doi.org/10.51976/ijari.842008

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Author Details ( * ) denotes Corresponding author

1. * Manasi Bandal, Department of Computer Science, Avantika University, Ujjain, Madhya Pradesh, India (manasi27bandal@gmail.com)

Climate change and agriculture are related to each other, both of which take place on a worldwide scale. Global warming would have significant impacts on conditions affecting agriculture, including temperature and precipitation. Thus climatic conditions are drastically changing. Hence the farmers cultivate the crop and sometimes due to changing climatic conditions, the crop fails and farmers are unable to earn from it. Excessive rains, water scarcity, drought are many of those things which are known in prior, preventions can be taken. Since this is not the case here in our country, the sudden climatic change affects a very important community of India, the farmers. The paper gives a brief study of important climatic features and its impact on crops. Machine Learning algorithms are applied to the data that has been collected from the India Water Portal (Karnataka State, India).Various classification machine learning algorithms are tested on the available data to get the best results.

Keywords

Climate, agriculture, crop cultivation analysis,crop prediction, machine learning, classification


  1. Parry, Martin. Impacts, Adaptation and Vulnerability: Part of the Working Group II Contribution to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Summary for Policymakers-A Report of Working Group II of the Intergovernmental Panel on Climate Change and Technical Summary-a Report Accepted by Working Group II of the IPCC But Not Approved in Detail, Cambridge University Press for the Intergovernmental Panel on Climate Change, 2007.

  2. PK Nath, B Behera. A critical review of impact of and adaptation to climate change in developed and developing economies, Environment, Development and Sustainability, 13(1), 2011, 141–162.

  3. EH Allison, AL Perry, MC Badjeck. Vulnerability of national economies to the impacts of climate change on fisheries, Fish and Fisheries, 10(2), 2009, 173–196.

  4. WK Dumenu, EA Obeng. Climate change and rural communities in Ghana: Social vulnerability, impacts, adaptations and policy implications, Environmental Science & Policy, 55, 2016, 208–217.

  5. KR Hope. Climate change and poverty in Africa, International Journal of Sustainable Development & World Ecology, 16(6), 2009, 451–461.

  6. JJ Kashaigili, P Levira, E Liwenga, MV Mdemu. Analysis of climate variability, perceptions and coping strategies of Tanzanian coastal forest-dependent communities, American Journal of Climate Change, 3(2), 2014, 212–222.

  7. JE Olesen, M Trnka, KC Kersebaum. Impacts and adaptation of European crop production systems to climate change, European Journal of Agronomy, 34(2), 2011, 96– 112.

  8. P Kurukulasuriya, S Rosenthal. Climate Change and Agriculture: A Review of Impacts and Adaptations, 2013.

  9. C Kyei-Mensah, Adoption of an Ecosystem-Based Adaptation (EbA) Approach in the face of Climate Change: Improving livelihoods in fringe communities around the Worobong South Forest Reserve [Doctoral thesis], University of Ghana, 2017.

  10. R Kumar, V Shankar. Department of Civil Engineering, National Institute of Technology, Hamirpur (HP), India MK Jat Department of Civil Engineering, MNIT, Jaipur (Raj), India

  11. AYM Yao. Agricultural potential estimated from the ratio of actual to potential evapotranspiration. Agricultural Meteorology, doi:10.1016/0002-1571(74)90081, 13(3), 1974, 405–417. 8

  12. E Wang, CJ Smith, WJ Bond, K Verburg. Estimations of vapour pressure deficit and crop water demand in APSIM and their implications for prediction of crop yield, water use, and deep drainage. Australian Journal of Agricultural Research, 55(12), 2004, 1227. doi:10.1071/ar03216.

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