Titlebook: Data Analytics for Renewable Energy Integration. Technologies, Systems and Society; 6th ECML PKDD Worksh Wei Lee Woon,Zeyar Aung,Stuart Mad

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Deep Learning for Wave Height Classification in Satellite Images for Offshore Wind Access,of time. With our method, we demonstrate a process of utilizing large-scale satellite images to classify a wave height with a continuous regressive output using a corresponding input for close shore sea. We generated and trained a convolutional neural network model that achieved an average loss of 0

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Short-Term Electricity Consumption Forecast Using Datasets of Various Granularities, In order to help achieve this balance in the grid, the renewable energy resources such as wind and stream-flow should be forecast at high accuracies on the generation side, and similarly, electricity consumption should be forecast using a high-performance system. In this paper, we deal with short-t

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Intelligent Monitoring of Transformer Insulation Using Convolutional Neural Networks,hine learning techniques for condition monitoring in power transformers. Our objective is to classify the three different types of Partial Discharge (PD), the identify of which is highly correlated with insulation failure. Measurements from Acoustic Emission (AE) sensors are used as input data. Two

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Nonintrusive Load Monitoring Based on Deep Learning, and recurrent neural network with fully connected layers, this paper develops a deep neural network based on sequence-to-sequence model and attention mechanism to perform nonintrusive load monitoring. The overall framework can be divided into three layers. In the first layer, the input active power

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Urban Climate Data Sensing, Warehousing, and Analysis: A Case Study in the City of Abu Dhabi, Uniteand location-based social networks has become a serious challenge for data management and analysis systems. In urban micro-climate, we need to deal with various types of data such as: environmental data measurements, Wi-Fi data and so on. The format and the nature of data coming from different senso

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