Impact Factor:6.549
 Scopus Suggested Journal: UNDER REVIEW for TITLE INCLUSSION

International Journal
of Computer Engineering in Research Trends (IJCERT)

Scholarly, Peer-Reviewed, Open Access and Multidisciplinary


Welcome to IJCERT

International Journal of Computer Engineering in Research Trends. Scholarly, Peer-Reviewed,Open Access and Multidisciplinary

ISSN(Online):2349-7084                 Submit Paper    Check Paper Status    Conference Proposal

Back to Current Issues

Dynamic Crop-yield and Price Forecasting using Machine Learning

Chaitra Kotnikall, Jayateerth Vadavi, , ,
Affiliations
1*Student, Dept. Of CSE, Shri Dharmasthala Manjunatheshwara College of Engineering, Dharwad, India. 2: Associate Professor, Dept. Of CSE, Shri Dharmasthala Manjunatheshwara College of Engineering, Dharwad, India.
:10.22362/ijcert/2020/v7/i06/v7i0607


Abstract
Background: Guaranteeing food profitability is a significant issue for creating nations like India, where more than 33% of the individuals is live in neediness. To estimate cost, there is no system in place to advise farmers what crops to grow. Hence, this paper explains the attempt to predict crop price that a farmer can obtain from his land by analyzing patterns in past data. Methods/Statistical analysis: This method makes use of several data such as rainfall, temperature, market prices, and past yield of a crop. The supervised machine learning algorithm, namely, the Decision tree algorithm and analyse the data and predict for the new set of data, is implemented. It also predicts the price and the gain for the next twelve months over the past twelve months and gives the time series analysis of the same. Findings: The proposed model is developed to help farmers make better decisions concerning which crop is most suitable during his desired time of sowing and the location. This System predicts the yield and price of the crop of choice, giving the farmer useful information well before starting the process of cultivation. Improvements: The System can introduce and make available climate-aware cognitive farming techniques and identifying systems of crop monitoring, early warning on pest/disease outbreak based on advanced AI innovation.


Citation
Chaitra Kotnikall, Jayateerth Vadavi."Dynamic Crop-yield and Price Forecasting using Machine Learning ". International Journal of Computer Engineering In Research Trends (IJCERT) , ISSN:2349-7084, Vol.7, Issue 06,pp.46-51, June - 2020, URL:http://ijcert.org/ems/ijcert_papers/V7I607.pdf,


Keywords : Crop-yield, Supervised Machine learning in Agriculture, Decision tree, Forecasting, Analysis.

References
[1] S. Kulkarni, S. N. Mandal, G. S. Sharma, M. R. Mundada and Meeradevi, "Predictive Analysis to Improve Crop Yield Using a Neural Network Model," 2018 International Conference on Advances in Computing, Communications and Informatics (ICACCI), Bangalore, 2018, pp. 74-79.
[2] S. V. Bhosale, R. A. Thombare, P. G. Dhemey and A. N. Chaudhari, "Crop Yield Prediction Using Data Analytics and Hybrid Approach," 2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA), Pune, India, 2018, pp. 1-5.
[3] T. Siddique, D. Barua, Z. Ferdous and A. Chakrabarty, "Automated farming prediction," 2017 Intelligent Systems Conference (IntelliSys), London, 2017, pp. 757-763.
[4] S. Bhanumathi, M. Vineeth and N. Rohit, "Crop Yield Prediction and Efficient use of Fertilizers," 2019 International Conference on Communication and Signal Processing (ICCSP), Chennai, India, 2019, pp. 0769-0773.
[5] P. Bose, N. K. Kasabov, L. Bruzzone and R. N. Hartono, "Spiking Neural Networks for Crop Yield Estimation Based on Spatiotemporal Analysis of Image Time Series," in IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 11, pp. 6563-6573, Nov. 2016.
[6] N. Hemageetha and G. M. Nasira, "Radial Basis Function Model for Vegetable Price Prediction", International Conference on Pattern Recognition, Informatics and Mobile Engineering, pp. 424-428, 2013
[7] Yung-Hsing Peng, Chin-shun Hsu, and Po-Chuang Huang, "An investigation of Spatial approaches for crop price forecasting in different Taiwan markets",2015.
[8] Prof A K Mariappah and J Austin Ben Das, "A Paradigm for rice yield prediction in Tamil Nadu", IEEE International Conference on Technological Innovations in ICT For Agriculture and Rural Development (TIAR), pp. 18-21, 2017.
[9] J. Hartigan, Clustering Algorithms, John Wiles & Sons, New York, 1975. 
[10] Fagerlund S Bird species recognition using Support Vector Machines. EURASIP J Adv Signal Processing, Article ID 38637, p 8, 2007. 
[11] Holmgren P, Thuresson T Satellite remote sensing for forestry planning: a review. Scand J for Res 13(1):90– 110, 1998. 
[12] Das KC, Evans MD Detecting fertility of hatching eggs using machine vision II: Neural Network classifiers. Trans ASAE 35(6):2035–2041, 1992.


DOI Link : https://doi.org/10.22362/ijcert/2020/v7/i06/v7i0607

Download :
  V7I607.pdf


Refbacks : Currently there are no Refbacks

Announcements


Authors are not required to pay any article-processing charges (APC) for their article to be published open access in Journal IJCERT. No charge is involved in any stage of the publication process, from administrating peer review to copy editing and hosting the final article on dedicated servers. This is free for all authors. 

News & Events


Latest issue :Volume 9 Issue 11 Articles In press

A plagiarism check will be implemented for all the articles using world-renowned software. Turnitin.


Digital Object Identifier will be assigned for all the articles being published in the Journal from September 2016 issue, i.e. Volume 3, Issue 9, 2016.


IJCERT is a member of the prestigious.Each of the IJCERT articles has its unique DOI reference.
DOI Prefix : 10.22362/ijcert


IJCERT is member of The Publishers International Linking Association, Inc. (“PILA”)


Emerging Sources Citation Index (in process)


IJCERT title is under evaluation by Scopus.


Key Dates


☞   INVITING SUBMISSIONS FOR THE NEXT ISSUE :
☞   LAST DATE OF SUBMISSION : 28th February 2023
☞  SUBMISSION TO FIRST DECISION :
In 7 Days
☞  FINAL DECISION :
IN 4 WEEKS FROM THE DAY OF SUBMISSION

Important Announcements


All the authors, conference coordinators, conveners, and guest editors kindly check their articles' originality before submitting them to IJCERT. If any material is found to be duplicate submission or sent to other journals when the content is in the process with IJCERT, fabricated data, cut and paste (plagiarized), at any stage of processing of material, IJCERT is bound to take the following actions.
1. Rejection of the article.
2. The author will be blocked for future communication with IJCERT if duplicate articles are submitted.
3. A letter regarding this will be posted to the Principal/Director of the Institution where the study was conducted.
4. A List of blacklisted authors will be shared among the Chief Editors of other prestigious Journals
We have been screening articles for plagiarism with a world-renowned tool: Turnitin However, it is only rejected if found plagiarized. This more stern action is being taken because of the illegal behavior of a handful of authors who have been involved in ethical misconduct. The Screening and making a decision on such articles costs colossal time and resources for the journal. It directly delays the process of genuine materials.

Citation Index


Citations Indices All
Citations 981
h-index 14
i10-index 21
Source: Google Scholar

Acceptance Rate (By Year)


Acceptance Rate (By Year)
Year Rate
2021 10.8%
2020 13.6%
2019 15.9%
2018 14.5%
2017 16.6%
2016 15.8%
2015 18.2%
2014 20.6%

Important Links



Conference Proposal




DOI:10.22362/ijcert