Data Communication and Analytics for Smart Grid Systems: Diverse Forecasting Models - Softcover

Ahmed, Arslan; Bouida, Zied; Ibnkahla, Mohamed

 
9786202924269: Data Communication and Analytics for Smart Grid Systems: Diverse Forecasting Models
Softcover
ISBN 10: 6202924268 ISBN 13: 9786202924269
Verlag: LAP LAMBERT Academic Publishing, 2020

Inhaltsangabe

Energy utilities are constantly under pressure to meet the growing complicated energy demands. The traditional energy grid allows for one-way communication of energy usage between customers and utilities. This does not allow utilities to control or to suggest any changes in the consumption based on the obtained energy data. In this book, we design and implement innovative secure and reliable two-way communication between homes and the Utility. In this context, different houses communicate their energy usage, while an electric transformer relays action requests from the energy utility's headquarters. This enables the real-time tracking of energy usage by both consumers and the utility. Therefore, the efficiency of energy generation and distribution is enhanced, and consumers are empowered to make smarter decisions about their consumption. To this end, we develop and compare several machine Learning and Data Analytics models predicting energy consumption. The obtained results show that our proposed models perform better than existing ones for time-series energy forecasting.

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Über die Autorin bzw. den Autor

Arslan Ahmed received his Master of Applied Science degree in Electrical Engineering from Carleton University, Ottawa, Canada. He is now a Data Scientist at IBM, Toronto, Canada. Dr. Zied Bouida and Professor Mohamed Ibnkahla are with the Sensors Systems and Internet of Things Lab, Systems and Computer Engineering Department, Carleton University.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
6202924268
ISBN 13 
9786202924269
Einband
Taschenbuch
Anzahl der Seiten
136
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
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