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AI Based Waste classifier with Thermo-Rapid Composting

2021-08-03 · Saswati kumari behera, Aouthithiye Barathwaj SR Y, Vasundhara L, Saisudha G, Haariharan N C

Waste management is a certainly a very complex and difficult process especially in very large cities. It needs immense man power and also uses up other resources such as electricity and fuel. This creates a need to use a novel method with help of latest technologies. Here in this article we present a new waste classification technique using Computer Vision (CV) and deep learning (DL). To further improve waste classification ability, support machine vectors (SVM) are used. We also decompose the degradable waste with help of rapid composting. In this article we have mainly worked on segregation of municipal solid waste (MSW). For this model, we use YOLOv3 (You Only Look Once) a computer vision-based algorithm popularly used to detect objects which is developed based on Convolution Neural Networks (CNNs) which is a machine learning (ML) based tool. They are extensively used to extract features from a data especially image-oriented data. In this article we propose a waste classification technique which will be faster and more efficient. And we decompose the biodegradable waste by Berkley Method of composting (BKC)

📄 PDF Abstract BibTeX arXiv:2108.01394

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BNB Customer Service Number +1-833-534-1729 설명 없음
Average Pooling 설명 없음
Softmax The Softmax output function transforms a previous layer's output into a vector of probabilities. It is commonly used for multiclass classification. Given an input vector $x$…
Global Average Pooling Global Average Pooling is a pooling operation designed to replace fully connected layers in classical CNNs. The idea is to generate one feature map for each corresponding…
1x1 Convolution A 1 x 1 Convolution is a convolution with some special properties in that it can be used for dimensionality reduction,…
k-Means Clustering k-Means Clustering is a clustering algorithm that divides a training set into $k$ different clusters of examples that are near each other. It works by initializing $k$…
Convolution A convolution is a type of matrix operation, consisting of a kernel, a small matrix of weights, that slides over input data performing element-wise multiplication with the…
Batch Normalization 설명 없음

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