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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 3 | Month- March 2026

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  Published Paper Details:

  Paper Title

SMART SOIL DETECTION WITH PSEUDO RGB COLOR MATCHING ON MACHINE LEARNING TRAINED FEATURE

  Authors

  Mr.A.Yasar Arafath

  Keywords

Ranchers, soil supplements, pseudo color matching, Artificial Neural Network, Random Forest, Critical Parameters, random Forest, store immersion, relapse.

  Abstract


Agriculture is the most stream on which ranchers depend. Numerous overviews have demonstrated that low rate of agriculturists is proliferate over a long time. The most reasons for the increment in soil crop fertility loss are climate conditions, obligations, need of points of interest around the soil. In a few farther regions agriculturists need data almost soil quality, soil supplements, soil composition and may select off-base edit to sow which comes about in less abdicate. So as to overcome the issues confronted by ranchers we are attempting to actualize a demonstrate utilizing with pseudo color matching system with trained features classification of Artificial Neural Networks (ANN) and Random Forest which predicts the soil quality taking input as a few critical parameters related to soil. This paper basically centers on anticipating the crop abdicate utilizing the ANN combined with Random Forest which is totally a program arrangement additionally prescribes appropriate fertilizers to pick up tall surrender of crops. Soil pictures are captured with the assistance of Smartphone and store all the pictures as soil dataset. Soil pictures are prepared through the diverse steps of advanced picture preparing counting soil picture upgrade, soil picture segmentation, and soil picture highlight extraction. Amid the highlight extraction, Tone, Immersion and Esteem of the soil picture are calculated with store Immersion and Tone additionally Immersion as an file for the include vector of the soil pictures. Expectation of soil pH is done with the assistance pseudo color matching system of Straight Relapse, Neural network, and Random Forest Relapse. The coefficient of the straight relapse is 0.859 for the Immersion include of the soil picture. The relapse coefficient of KNN is 0.89326 for K=5 with an RMSE esteem 0.1311. It is found that ANN continuously gives distant better; a much better; a higher; a stronger; an improved" an improved result as compare to another one.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2411848

  Paper ID - 273248

  Page Number(s) - h649-h658

  Pubished in - Volume 12 | Issue 11 | November 2024

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Mr.A.Yasar Arafath,   "SMART SOIL DETECTION WITH PSEUDO RGB COLOR MATCHING ON MACHINE LEARNING TRAINED FEATURE", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 11, pp.h649-h658, November 2024, Available at :http://www.ijcrt.org/papers/IJCRT2411848.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
ISSN
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