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Control and Optimisation of Power Grids Using Smart Meter Data: A Review.
Zhiyi Chen1, Ali Moradi Amani1, Xinghuo Yu1
1School of Engineering, RMIT University, Melbourne, VIC 3001, Australia.
Smart meters are crucial for optimizing power grids during the renewable energy transition. They enable data-driven solutions for complex grids with electric vehicles and renewable sources, enhancing grid stability and efficiency.
Area of Science:
- Electrical Engineering
- Computer Science
- Energy Systems
Background:
- Smart grids face complexity from renewable energy integration and electric vehicles (EVs).
- Traditional model-based approaches struggle with the variability and low inertia of modern power systems.
- Advanced Metering Infrastructure (AMI) enables real-time data collection from consumers.
Purpose of the Study:
- To comprehensively review smart meter applications in power grid control and optimization.
- To explore the role of smart meters in facilitating the renewable energy transition.
- To identify challenges and opportunities associated with smart meter implementation in smart grids.
Main Methods:
- Literature review of state-of-the-art smart meter applications.
- Analysis of data-driven algorithms for power system operations and planning.
- Examination of privacy-preserving and cybersecurity challenges.
Main Results:
- Smart meters facilitate data-driven algorithms for infrastructure planning, forecasting, and demand-side management.
- Applications include integrating EVs, 5G/6G networks, and cloud computing.
- Key challenges include privacy preservation and cybersecurity for data-driven approaches.
Conclusions:
- Smart meters are essential for managing complex smart grids and enabling a renewable energy future.
- Addressing privacy and cybersecurity is critical for realizing the full potential of smart metering.
- Future research should focus on the interplay between smart meters, smart grids, and emerging technologies.
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