Tag Archives: Predictive analytics
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Comparative Analysis of Companies with High Injury Rates with Companies with Low Injury Rates, Phase 1—Methodology
Researchers extracted empirical data from a comprehensive literature review of safety performance factors and conducted a statistical analysis to identify the factors with the highest potential to be safety differentiators. A panel of electric utility occupational health and safety leaders identified potential factors to supplement current knowledge. Researchers then developed an approach to measure these […]
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I4Gen Intelligent Generation: Fundamentals of a Digital and Analytics Platform for Data Integration, Analysis, and Actionable Information
This report describes a system architecture for management of operational and analytical data in a modern power generation utility.
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Wind Turbine Performance Analytics Techniques: Where to Look for More Production—Tracking Every Asset with Wind Farm Owner’s Data
As the wind industry matures, there is growing use of analytics to improve turbine performance, reduce downtime and maintenance costs, and extend the life of assets. This report discusses how standard performance measurement methods can be augmented with state-of-the art analytics, including comparing performance among neighboring turbines and analyzing blade pitch and rotational speeds. The […]
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Data Science Emergence and Relevance to EPRI Research and Member Utilities
The growth of data and computing capability has triggered the birth of data science—a field commonly known as “big data” that combines statistics and computer science. By extracting insights from massive data sets, data science is expected to enhance research and business efficiency. This report examines the opportunities that data science and its suite of […]