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Uncertainty Effects on Smart Grid Services for Low-Voltage Distribution Networks.
Federico Carere1, Tommaso Bragatto2, Alberto Geri2
1Department of Information Science and Technology, Telematic University Pegaso, 80132 Naples, Italy.
Widespread sensor deployment is crucial for effective smart grid operation. Increased monitoring coverage significantly improves voltage regulation and congestion management, ensuring reliable power distribution with renewable energy integration.
Area of Science:
- Electrical Engineering
- Power Systems
- Smart Grids
Background:
- Distribution system operators face challenges managing uncertainties from distributed renewable generation (DG) and demand response.
- Active management strategies require robust monitoring infrastructure to ensure grid stability.
Purpose of the Study:
- To investigate how sensor penetration and measurement accuracy impact voltage regulation and congestion management in distribution networks.
- To evaluate the effectiveness of a smart grid service framework utilizing a genetic algorithm for optimizing flexibility resources.
Main Methods:
- A smart grid service framework was developed using a genetic algorithm to optimize flexibility resources.
- The framework was tested on the IEEE European Low Voltage Test Feeder under various monitoring scenarios.
- Scenarios varied sensor penetration levels and measurement accuracy (accuracy classes 2% and 0.5%).
Main Results:
- Increasing sensor penetration from 0% to 100% dramatically improved congestion management, reducing residual congestion cases from 46.2% to over 91.9% (with 2% accuracy sensors).
- Full monitoring with 0.5% accuracy sensors further enhanced congestion management, achieving 97.9% effectiveness.
- Voltage violations were completely eliminated under full monitoring conditions.
Conclusions:
- Sensor penetration is the dominant factor influencing the effectiveness of voltage regulation and congestion management.
- Widespread sensor deployment with appropriate measurement accuracy is fundamental for reliable and efficient smart grid operation.
- The study highlights the necessity of advanced monitoring infrastructure for integrating renewable energy sources and demand response.
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