Smart Robot for Collection and Segregation of Garbage

Akanksha, Muskan Gupta, M. M. Tripathi
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引用次数: 4

Abstract

This paper proposes a robotic bot to collect the litter thrown and segregate the garbage so as to reduce human effort and keep the environment clean. The proposed robotic bot autonomously identifies garbage and classifies it into biodegradable and non-biodegradable. The final collected garbage is, in a way, segregated automatically. The robot moves towards the garbage just like a rag picker does. When the robot's bins are full, a signalling system is created. This autonomous bot is capable of collecting, segregating and providing signals if the garbage bin is full. The yolov4 model was used to train a dataset of 10,000 images of both the categories and the model was able to detectthe test images with adequate efficiency of 99.66 percent, making it promising candidate for using as an alternative to human effort.
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智能垃圾收集和分类机器人
本文提出了一种机器人来收集丢弃的垃圾和分类垃圾,以减少人类的劳动,保持环境清洁。该机器人能够自主识别垃圾,并将其分为可生物降解和不可生物降解两类。在某种程度上,最终收集的垃圾是自动隔离的。机器人向垃圾移动,就像拾荒者一样。当机器人的箱子装满时,就会产生一个信号系统。如果垃圾桶满了,这个自动机器人能够收集、分离并发出信号。yolov4模型用于训练包含这两个类别的10,000张图像的数据集,该模型能够以99.66%的效率检测测试图像,使其成为替代人工工作的有希望的候选对象。
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