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Data analytics for renewable energy integration : technologies, systems and society : 6th ECML PKDD Workshop, DARE 2018, Dublin, Ireland, September 10, 2018, Revised selected papers

Author: Wei Lee Woon; Zeyar Aung; Alejandro Catalina Feliú; Stuart E Madnick
Publisher: Cham : Springer, 2018.
Series: Lecture notes in computer science., Lecture notes in artificial intelligence.; Lecture notes in computer science, 11325.; LNCS sublibrary., SL 7,, Artificial intelligence.
Edition/Format:   eBook : Document : Conference publication : EnglishView all editions and formats
Summary:
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,  Read more...
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Details

Genre/Form: Electronic books
Conference papers and proceedings
Congresses
Additional Physical Format: Printed edition:
Printed edition:
Material Type: Conference publication, Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Wei Lee Woon; Zeyar Aung; Alejandro Catalina Feliú; Stuart E Madnick
ISBN: 9783030043032 3030043037
OCLC Number: 1076485260
Notes: Includes author index.
Description: 1 online resource (x, 167 pages) : illustrations (some color)
Contents: Mathematical Optimization of Design Parameters of Photovoltaic Module --
Fused Lasso Dimensionality Reduction of Highly Correlated NWP Features --
Sampling Strategies for Representative Time Series in Load Flow Calculations --
Probabilistic Graphs for Sensor Data-driven Modelling of Power Systems at Scale --
Renewable Energy Integration: Bayesian Networks for Probabilistic State Estimation --
Deep Learning for Wave Height Classification in Satellite Images for Offshore Wind Access --
Contribution Machine learning as Surrogate to Building Performance Simulation: A Building Design Optimization Application --
Clustering River Basins using Time-Series Data Mining on Hydroelectric Energy Generation --
Short-Term Electricity Consumption Forecast using Datasets of Various Granularities? --
Intelligent Monitoring of Transformer Insulation using Convolutional Neural Networks --
Nonintrusive Load Monitoring based on Deep Learning --
Urban Climate Data Sensing, Warehousing, and Analysis: A Case Study in the City of Abu Dhabi, United Arab Emirates.
Series Title: Lecture notes in computer science., Lecture notes in artificial intelligence.; Lecture notes in computer science, 11325.; LNCS sublibrary., SL 7,, Artificial intelligence.
Other Titles: DARE 2018
Responsibility: Wei Lee Woon, Zeyar Aung, Alejandro Catalina Feliú, Stuart Madnick (eds.).

Abstract:

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.

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