Analysis and Estimation of Crop Yield Using DBSCAN Algorithm

Authors

  • Latha G  B.E Students, Department of ISE, New Horizon College of Engineering, Bangalore, Karnataka, India
  • Anusha S  B.E Students, Department of ISE, New Horizon College of Engineering, Bangalore, Karnataka, India
  • Vikas B O  Assistant Professor, Department of ISE, New Horizon College of Engineering, Bangalore, Karnataka, India

Keywords:

Clustering, DBSCAN, Linear Regression, Agricultural data

Abstract

Agriculture field requires farmers and agriculture businesses to take critical decisions every day and also overcome the complexity and factors that they influence. Approach for accomplishing practical and effective solutions for this problem. Agriculture has been an significant target for big data. The various factors such as production, rainfall, temperature, soil type, fertilizer used, influence the farmer to access information and to make critical farming decision. This paper focuses on the analysis of the agriculture data and finding optimal parameters to maximize the crop production using data mining techniques like DBSCAN and Multiple Linear Regression. The result is the yield estimation and this helps agribusinesses to make future business decisions.

References

  1. "A survey on pre-processing and post processing techniques in data mining." Tomar, Divya, and Sonali Al1;arwal International Journal of Database Theory & Application 7.4 (2014).
  2. "Enhancing data analysis with noise removal." Xiong, Hui, et al, IEEE Transactions on Knowledge and Data Engineering 18.3 (2006): 304- 319.
  3. "Survey of Pre-processing Techniques for Mining Big Data" JayaramHariharakrishnan*, Mohanavalli.S*, Srividya*, Sundhara Kumar K.B** Department of Information Technology, SSN College of Engineering Kalavakkam, Tamil Nadu, India.IEEE[2017].
  4. "Analysis of agriculture data using data mining techniques: application of big data" Jharna Majumdar* , Sneha Naraseeyappa and Shilpa Ankalaki [2017]
  5. "Demand Based Crop Recommender system for Farmers" S.Kanaga Suba Raja, Rishi .R, Sundarsan.E,Srijit .V Department of Information Technology , Easwari Engineering College, Chennai, India.[2017]
  6. "Convex-Hull & DBSCAN Clustering to Predict Future Weather" Ratul Dey , Sanjay Chakraborty Computer Science & Engineering ,Institute of Engineering & Management[2015]
  7. https://sites.google.com/site/dataclusteringalgorithms/density-based-clustering-algorithm
  8. https://newonlinecourses.science.psu.edu/stat501/node/283/

International Journal of Scientific Research in Science, Engineering and Technology

Downloads

Published

2018-06-30

Issue

Volume 4, Issue 8, May-June-2018

Section

Research Articles

License

Copyright (c) IJSRSET

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Latha G, Anusha S, Vikas B O, " Analysis and Estimation of Crop Yield Using DBSCAN Algorithm, International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 4, Issue 8, pp.265-269, May-June-2018.