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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

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  Paper Title

AI- Powered Early Plant Stress Detection Using Simulated Physiological Signals And LSTM With Streamlit Interface

  Authors

  Chandana R,  Meghana J,  Muddu Rathna,  Vinay K

  Keywords

Plant Stress Detection, LSTM, Deep Learning, Chlorophyll, Leaf Temperature, Soil Moisture, Streamlit, Simulated Data

  Abstract


Detection of Plant disease after the symptoms that is visible on the leaf is sometimes too late to prevent the crops being affecting by that since the disease spreads from one leaf to another through direct contact, Rain Splash, vectors, pruning tools etc . Plants unfavourable condition which we commonly call as the stress ,which affects the plants health. So using the physiological signals like chlorophyll fluorescence ,leaf temperature and soil Moisture, we can detect whether plant is healthy or in stress. With the help of LSTM model we identify plants stress condition and it is visible using the interface streamlit.When we use the physiological signal data then there is less change of cutting the plant ,or removing the plant due to disease, as it is the signs that shown before the symptoms that arise on the leaves. So many research had done on this as they have used the single physiological signals in large form .But in are approach we have used the multi-fusion of physiological signal data is used.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2508473

  Paper ID - 292598

  Page Number(s) - e148-e155

  Pubished in - Volume 13 | Issue 8 | August 2025

  DOI (Digital Object Identifier) -   

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

  E-ISSN Number - 2320-2882

  Cite this article

  Chandana R,  Meghana J,  Muddu Rathna,  Vinay K,   "AI- Powered Early Plant Stress Detection Using Simulated Physiological Signals And LSTM With Streamlit Interface", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 8, pp.e148-e155, August 2025, Available at :http://www.ijcrt.org/papers/IJCRT2508473.pdf

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Call For Paper March 2026
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ISSN and 7.97 Impact Factor Details


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