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Greenhouse Monitoring System provides a platform to manage the Greenhouse by tracking the phases of plant harvest, identifying any plant disorder and tracking the plant growth by using the image spectral data of plants. The system is basically considered the key problems plant diseases, huge harvest wastage and unnecessary expensive maintenance …

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Greenhouse Monitoring System Based on Image Spectral Data


Table of Contents

  1. Overview
  2. Problem Statement
  3. Solution
  4. Solution Architecture
  5. Team
  6. Links

Overview

Greenhouse Monitoring System provides a platform to manage the Greenhouse by tracking the phases of plant harvest, identifying any plant disorder and tracking the plant growth by using the image spectral data of plants. The system is basically considered the key problems plant diseases, huge harvest wastage and unnecessary expensive maintenance in a greenhouse. So this system will make a high positive impact on maximizing the harvest and reduce maintenance cost in Greenhouses.

Problem Statement

  • Different behaviors of plants under different conditions
  • Various disorders of plants
  • Taking manual measurements of information of the plants
  • Inefficiency of labor system
  • Unnecessary higher cost for maintenance

Although the environmental conditions of plants are controlled, the temporal effects like temperature, humidity may not evenly balanced for each crop. Therefore, plants respond differently under those unbalanced environmental conditions. And, plants can have different kind of disorders. It leads to production failures in greenhouses. As well, the crop yield may not be harvested at the right moment. Because of that there would be a huge harvest wastage.

In current greenhouses, the workers continuously observe the plant growth. In that case, workers will be tired and labor system would be inefficient. So, there would be an unnecessary higher cost for maintenance.

Solution

Plant diseases, huge harvest wastage and unnecessary expensive maintenance have been observed as the major issues in current Greenhouse Systems. These key problems simulated the development of image analysis and computer vision methods. That's how the "greenhouse monitoring system based on image spectral data" came to the stage.

Solution Architecture

Functionalities of the system

  1. Extract images from the video file.
  2. Extract features from images.
  3. Store those images and features in a database.
  4. Data processing and data analysis using ML Model
  5. Data Visualization
  6. Data Prediction and generate reports

Team

Scrum Master

  • Ms. Kalani Hansima

Product Owners

  • Dr. Asitha Bandaranayake
  • Mr. Prabhath Gunathilake

Related Links

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Greenhouse Monitoring System provides a platform to manage the Greenhouse by tracking the phases of plant harvest, identifying any plant disorder and tracking the plant growth by using the image spectral data of plants. The system is basically considered the key problems plant diseases, huge harvest wastage and unnecessary expensive maintenance …

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