Tag Archives: Machine learning
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Algorithm Development for Shared Benefit of Behind-The-Meter Storage Assets
Control strategies are needed to optimize solar-plus-storage systems. This research investigates the application of a dispatch control algorithm that incorporates solar generation and load data.
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Data Analytics for PV Systems: Fault Detection and Diagnostics
This report examined the use of monitoring and diagnostics methods to detect and identify faults in solar photovoltaic systems and to inform maintenance decisions.
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Next Generation Advanced Metering Infrastructure System Design and Utilization: Case Studies in Utility Innovation
In this research, EPRI canvassed utilities for innovative applications of advanced metering infrastructure data and examined a subset of the applications—what data is used, for what purpose, and the business impacts.
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Use Cases and Algorithms for Gaining Operational Insights from Customer-Owned Rooftop Solar
In this study, researchers developed techniques and algorithms to glean insights from smart meter data on hourly production of 300 rooftop solar arrays near Phoenix, Arizona.
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Analytics for Predictive Maintenance in the Power Generation Industry
Flexible operation of power plants has increased the need for efficient plant maintenance. This report provides an overview to data analytics as applied to plant maintenance and technology, identifying opportunities for improvement as plant operators transition from scheduled maintenance to condition-based maintenance.
