FUZZY LOGIC BASED HYBRID RECOMMENDER OF MAXIMUM YIELD CROP USING SOIL, WEATHER AND COST
Journal Title: ICTACT Journal on Soft Computing - Year 2016, Vol 6, Issue 4
Abstract
Our system is designed to predict best suitable crops for the region of farmer. It also suggests farming strategies for the crops such as mixed cropping, spacing, irrigation, seed treatment, etc. along with fertilizer and pesticide suggestions. This is done based on the historic soil parameters of the region and by predicting cost of crops and weather. The system is based on fuzzy logic which gets input from an Artificial Neural Network (ANN) based weather prediction module. An Agricultural Named Entity Recognition (NER) module is developed using Conditional Random Field (CRF) to extract crop conditions data. Further, cost prediction is done based on Linear Regression equation to aid in ranking the crops recommended. Using this approach we achieved an F-Score of 54% with a precision of 77% thus accounting for the correctness of crop production.
Authors and Affiliations
Aadithya U, Anushya S, Bala Lakshmi N, Rajeswari Sridhar
Keywords
Related Articles
- EP ID EP199129
- DOI 10.21917/ijsc.2016.0173
- Views 130
- Downloads 0
ANALYSE THE PERFORMANCE OF ENSEMBLE CLASSIFIERS USING SAMPLING TECHNIQUES
In Ensemble classifiers, the Combination of multiple prediction models of classifiers is important for making progress in a variety of difficult prediction problems. Ensemble of classifiers proved potential in getting hi...
OPTIMUM PARAMETERS SELECTION USING BACTERIAL FORAGING OPTIMIZATION FOR WEIGHTED EXTREME LEARNING MACHINE
Extreme Learning Machine (ELM) is a Single Layer Feed Forward Network (SLFN) model with extremely learning capacity and good generalization capabilities. Generally, the performance of ELM for classification task highly b...
PRS: PERSONNEL RECOMMENDATION SYSTEM FOR HUGE DATA ANALYSIS USING PORTER STEMMER
Personal recommendation system is one which gives better and preferential recommendation to the users to satisfy their personalized requirements such as practical applications like Webpage Preferences, Sport Videos prefe...
FUZZY PROBABILISTIC AND FRACTAL DIMENSIONAL APPROACH FOR CHLORIDE INDUCED CORROSION TIME (CICT)
An attempt for exertion is made to utilize the capacity of fuzzy arbitrariness in dealt with instabilities to develop a generic approach for strength based administration life plan of fortified cement basic individuals....
PERFORMANCE COMPARISON AMONG LOCAL AND FOREIGN UNIVERSITIES WEBSITES USING SEO TOOLS
Websites are the main contributors of today’s businesses and assisting the users to surge business throughout the world by the search engine optimization (SEO) techniques are endlessly losing. In order to get greater bus...