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Data Communication and Analytics for Smart Grid Systems

Data Communication and Analytics for Smart Grid Systems

von Arslan Ahmed, Mohamed Ibnkahla und Zied Bouida
Softcover - 9786202924269
61,90 €
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Beschreibung

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.

Diverse Forecasting Models

Details

Verlag LAP LAMBERT Academic Publishing
Ersterscheinung 05. November 2020
Maße 22 cm x 15 cm x 0.9 cm
Gewicht 221 Gramm
Format Softcover
ISBN-13 9786202924269
Seiten 136

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