Waste Management System using Waste Classification on Mobile Application

Q3 Engineering
Mujalin Polchan, Ampai Pukao, Tapana Cheunban, Somnuek Sinthupuan
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引用次数: 0

Abstract

Waste classification is an important problem for environmental management at the university because the amount of waste is in line with the number of students. Maejo University has a vision of being a green university; therefore, it places importance on waste management, starting with the process of separating waste into 10 types of 4 trash bins, which are: the blue bin is general waste, the yellow bins are recycling bins, the green bins are wet and biodegradable, and the red bins are hazardous. The inspection of each type of waste bin was studied by comparing five prototype models with the pre-train model, consisting of MobileNetV2, InceptionV3, ResNet34, VGG16, and CNN, to develop a mobile application. It was found that the MobileNetV2 model had the highest validation results. Then, the mobile application was used to inspect the waste, and the amount of waste was sorted from the largest to the smallest, namely, green bins for wet waste, yellow bins for general waste, blue bins for recyclables, and red bins for hazardous waste.
在移动应用程序上使用废物分类的废物管理系统
垃圾分类是大学环境管理的一个重要问题,因为垃圾的数量与学生的数量是一致的。前城大学的愿景是成为一所绿色大学;因此,它重视废物管理,从将废物分为10类4个垃圾桶的过程开始,其中:蓝色垃圾箱是一般垃圾,黄色垃圾箱是可回收垃圾箱,绿色垃圾箱是湿的和可生物降解的,红色垃圾箱是有害的。通过将MobileNetV2、InceptionV3、ResNet34、VGG16、CNN等5个原型模型与预训练模型进行对比,研究各类型垃圾桶的巡检,开发移动应用程序。发现MobileNetV2模型具有最高的验证结果。然后利用手机应用对垃圾进行检查,垃圾数量由大到小进行分类,绿色为湿垃圾,黄色为一般垃圾,蓝色为可回收物,红色为危险垃圾。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Transactions on Electrical Engineering, Electronics, and Communications
Transactions on Electrical Engineering, Electronics, and Communications Engineering-Electrical and Electronic Engineering
CiteScore
1.60
自引率
0.00%
发文量
45
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