DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING

Village chicken is an Indonesian chicken germplasm that has great potential and can be developed to meet the need for quality animal protein. However, the current process of selecting eggs for hatching is still done manually by candling them one by one, which takes quite a long time. In addition,...

Full description

Saved in:
Bibliographic Details
Main Author: Prakoso, Yogi
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/76115
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:76115
spelling id-itb.:761152023-08-11T08:22:58ZDESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING Prakoso, Yogi Indonesia Final Project Crack, Egg, Village Chicken, Image Processing, Machine Learning INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/76115 Village chicken is an Indonesian chicken germplasm that has great potential and can be developed to meet the need for quality animal protein. However, the current process of selecting eggs for hatching is still done manually by candling them one by one, which takes quite a long time. In addition, measuring the Shape Index (SI) and weighing the eggs is also still done manually, which can cause delays in hatching the eggs. To overcome these problems, this study will develop an egg selection system for hatching using Image Processing and Machine Learning technology based on the Internet of Things (IoT). This system will use a camera to capture images of the eggs and then process the images using image processing technology to automatically measure the Shape Index (SI) and weight of the eggs. In addition, this system will also use Machine Learning technology to predict the quality of hatching eggs based on data collected from image processing to determine whether or not there are eggshell cracks. All data collected by this system will be integrated into the Internet of Things (IoT) platform to facilitate remote system management and monitoring. The developed system resulted in a 12% increase in success rate and improved efficiency in the egg sorting process. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description Village chicken is an Indonesian chicken germplasm that has great potential and can be developed to meet the need for quality animal protein. However, the current process of selecting eggs for hatching is still done manually by candling them one by one, which takes quite a long time. In addition, measuring the Shape Index (SI) and weighing the eggs is also still done manually, which can cause delays in hatching the eggs. To overcome these problems, this study will develop an egg selection system for hatching using Image Processing and Machine Learning technology based on the Internet of Things (IoT). This system will use a camera to capture images of the eggs and then process the images using image processing technology to automatically measure the Shape Index (SI) and weight of the eggs. In addition, this system will also use Machine Learning technology to predict the quality of hatching eggs based on data collected from image processing to determine whether or not there are eggshell cracks. All data collected by this system will be integrated into the Internet of Things (IoT) platform to facilitate remote system management and monitoring. The developed system resulted in a 12% increase in success rate and improved efficiency in the egg sorting process.
format Final Project
author Prakoso, Yogi
spellingShingle Prakoso, Yogi
DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING
author_facet Prakoso, Yogi
author_sort Prakoso, Yogi
title DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING
title_short DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING
title_full DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING
title_fullStr DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING
title_full_unstemmed DESIGN AND BUILD AN EGG SORTING SYSTEM FOR INCUBATION USING INTERNET OF THINGS-BASED IMAGE PROCESSING AND MACHINE LEARNING
title_sort design and build an egg sorting system for incubation using internet of things-based image processing and machine learning
url https://digilib.itb.ac.id/gdl/view/76115
_version_ 1822994660787748864