TELKOMNIKA (Telecommunication Computing Electronics and Control)
Vol 22, No 6: December 2024

Development of an IoT based smart potato leaf diseases monitoring and controlling system with image processing

Munira Akter Lata (Bangabandhu Sheikh Mujibur Rahman Digital University)
Tania Khatun (Louisiana State University)
Marjia Sultana (Begum Rokeya University)
Iffat Ara Badhan (Begum Rokeya University)
Tasniya Ahmed (Noakhali Science and Technology University)
Md. Rakib Hasan (Comilla University)



Article Info

Publish Date
01 Dec 2024

Abstract

Potato (Solanum tuberosum L.) is a key crop and a major source of livelihood for a vast population of the world after wheat and rice. However, diseases have diverse effects on potato fields, leading to damage to crops and reducing crop production. The two major diseases that afflict potato plants are referred to as early blight and late blight. Protection of this crop yield from blight diseases is one of the foremost challenges. Therefore, detection of these leaf diseases at appropriate time is very essential to prevent the damage. This study intends an Internet of Things (IoT)-based smart potato leaf diseases monitoring and control system that combines IoT technology with eco-sensing and image processing to identify and categorize these diseases. Studies have found that blight diseases are directly related to temperature and humidity of the planted area. This study measures environmental information using a sensor network installed in the planted area. After sensing and measuring environmental information, acquired values are displayed and farmers get these acquired values via message notification. The system obtains a 97% accuracy rate in recognizing these diseases by using our fine-tuned model of ResNet-50 for image processing.

Copyrights © 2024






Journal Info

Abbrev

TELKOMNIKA

Publisher

Subject

Computer Science & IT

Description

Submitted papers are evaluated by anonymous referees by single blind peer review for contribution, originality, relevance, and presentation. The Editor shall inform you of the results of the review as soon as possible, hopefully in 10 weeks. Please notice that because of the great number of ...