Data Analytics for Renewable Energy Integration. Technologies, Systems and Society: 6th ECML PKDD Workshop, DARE 2018, Dublin, Ireland, September 10, 2018, Revised Selected Papers

Description

This book constitutes the revised selected papers from the 6th ECML PKDD Workshop on Data Analytics for Renewable Energy Integration, DARE 2018, held in Dublin, Ireland, in September 2018. The 9 papers presented in this volume were carefully reviewed and selected for inclusion in this book and handle topics such as time series forecasting, the detection of faults, cyber security, smart grid and smart cities, technology integration, demand response, and many others. Front Matter ....Pages I-X Mathematical Optimization of Design Parameters of Photovoltaic Module (Dávid Kubík, Jaroslav Loebl)....Pages 1-12 Fused Lasso Dimensionality Reduction of Highly Correlated NWP Features (Alejandro Catalina, Carlos M. Alaíz, José R. Dorronsoro)....Pages 13-26 Sampling Strategies for Representative Time Series in Load Flow Calculations (Janosch Henze, Stephan Kutzner, Bernhard Sick)....Pages 27-48 Probabilistic Graphs for Sensor Data-Driven Modelling of Power Systems at Scale (Francesco Fusco)....Pages 49-62 Renewable Energy Integration: Bayesian Networks for Probabilistic State Estimation (Ole J. Mengshoel, Priya K. Sundararajan, Erik Reed, Dongzhen Piao, Briana Johnson)....Pages 63-82 Deep Learning for Wave Height Classification in Satellite Images for Offshore Wind Access (Ryan J. Spick, James A. Walker)....Pages 83-93 Machine Learning as Surrogate to Building Performance Simulation: A Building Design Optimization Application (Sokratis Papadopoulos, Wei Lee Woon, Elie Azar)....Pages 94-102 Clustering River Basins Using Time-Series Data Mining on Hydroelectric Energy Generation (Yusuf Arslan, Dilek Küçük, Sinan Eren, Aysenur Birturk)....Pages 103-115 Short-Term Electricity Consumption Forecast Using Datasets of Various Granularities (Yusuf Arslan, Aybike Şimşek Dilbaz, Seyda Ertekin, Pinar Karagoz, Aysenur Birturk, Sinan Eren et al.)....Pages 116-126 Intelligent Monitoring of Transformer Insulation Using Convolutional Neural Networks (Wei Lee Woon, Zeyar Aung, Ayman El-Hag)....Pages 127-136 Nonintrusive Load Monitoring Based on Deep Learning (Ke Wang, Haiwang Zhong, Nanpeng Yu, Qing Xia)....Pages 137-147 Urban Climate Data Sensing, Warehousing, and Analysis: A Case Study in the City of Abu Dhabi, United Arab Emirates (Prajowal Manandhar, Prashanth Reddy Marpu, Zeyar Aung)....Pages 148-165 Back Matter ....Pages 167-167