Image Processing of indoor crops using IOT technology

This paper proposes a system for image processing of crops using IoT (Internet of Things) technology. The system consists of an array of sensors including ESP32-CAM that capture images of crops and send them to a central server. The images stored in this server are then processed using machine learn...

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Main Author: Aravinthara Kumaran s/o Jeyarajadas P.
Other Authors: Ng Yin Kwee
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/166858
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1668582023-05-20T16:51:04Z Image Processing of indoor crops using IOT technology Aravinthara Kumaran s/o Jeyarajadas P. Ng Yin Kwee School of Mechanical and Aerospace Engineering Wong Kei Fong Mark MYKNG@ntu.edu.sg, WO0001RK@e.ntu.edu.sg Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision This paper proposes a system for image processing of crops using IoT (Internet of Things) technology. The system consists of an array of sensors including ESP32-CAM that capture images of crops and send them to a central server. The images stored in this server are then processed using machine learning algorithms in Python to detect diseases such as chlorosis in the crops and estimate the leaf surface area of the crops over a period. The system also includes a mobile application known as Telegram messenger that allows farmers to monitor their crops and rectify technical difficulties in early stage. The proposed system has the potential to revolutionize the agricultural industry by enabling early detection and prevention of crop damage, leading to increased yields and improved crop quality. Bachelor of Engineering (Mechanical Engineering) 2023-05-16T04:37:04Z 2023-05-16T04:37:04Z 2023 Final Year Project (FYP) Aravinthara Kumaran s/o Jeyarajadas P. (2023). Image Processing of indoor crops using IOT technology. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/166858 https://hdl.handle.net/10356/166858 en C173 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
spellingShingle Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
Aravinthara Kumaran s/o Jeyarajadas P.
Image Processing of indoor crops using IOT technology
description This paper proposes a system for image processing of crops using IoT (Internet of Things) technology. The system consists of an array of sensors including ESP32-CAM that capture images of crops and send them to a central server. The images stored in this server are then processed using machine learning algorithms in Python to detect diseases such as chlorosis in the crops and estimate the leaf surface area of the crops over a period. The system also includes a mobile application known as Telegram messenger that allows farmers to monitor their crops and rectify technical difficulties in early stage. The proposed system has the potential to revolutionize the agricultural industry by enabling early detection and prevention of crop damage, leading to increased yields and improved crop quality.
author2 Ng Yin Kwee
author_facet Ng Yin Kwee
Aravinthara Kumaran s/o Jeyarajadas P.
format Final Year Project
author Aravinthara Kumaran s/o Jeyarajadas P.
author_sort Aravinthara Kumaran s/o Jeyarajadas P.
title Image Processing of indoor crops using IOT technology
title_short Image Processing of indoor crops using IOT technology
title_full Image Processing of indoor crops using IOT technology
title_fullStr Image Processing of indoor crops using IOT technology
title_full_unstemmed Image Processing of indoor crops using IOT technology
title_sort image processing of indoor crops using iot technology
publisher Nanyang Technological University
publishDate 2023
url https://hdl.handle.net/10356/166858
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