Do it yourself - Phase imbalance

ni4ai

October 19, 2020

In a balanced system, voltage and current magnitudes are the same across all three phases, and phase angles are offset by 120 degrees. The sunshine and EPFL datasets both include three-phase measurements of voltage and current that can be used to study phase imbalance.

What to look for in the data

In practice, conditions such as faults, power theft, distributed generation, and malfunctioning equipment can lead to imbalance across the three phases. Looking for imbalance — or for changes in balance over time — could indicate if and where there are issues.

Do it Yourself

Examine phase imbalance for data streams in the sunshine and EPFL datasets. Compare current magnitudes, voltage magnitudes, and the angle differences across each phase. Come up with a metric (or metrics) for evaluating how “balanced” the system is.

Extra Credit Challenge

Three phase systems are often decomposed into ”symetrical components” which represent each phasor as the sum of three vectors called positive, negative and zero sequence vectors. The positive sequence vectors represent a balanced system, while negative and zero sequence vectors capture imbalance.

Compute these sequence vectors using real data. How much information is lost by looking at positive sequence vectors compared with the raw phasor measurements?

Author

ni4ai

NI4AI is short for A National Infrastructure for AI on the Grid. We are an ARPA-E funded initiative designed to eliminate barriers to developing new analytical tools for the grid. We provide a software platform, open access datasets, content, and access to a community of analysts exploring new applications for real-world sensor data.