Demand Side Analytics

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Decarbonization and Heat Pumps: How Much Do Incentives Influence Adoption?

Many States have adopted decarbonization goals, and heat pumps have become a central element of the decarbonization strategies. The underlying logic is simple. As electric grid supply becomes cleaner, shift heating from fossil fuels (oil, propane, natural gas, wood) to highly efficient electric heat pumps. As a result, we have seen an explosion of heat pump programs and incentives.

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Does Residential Battery Storage Help the Grid?

Do residential behind-the-meter batteries help the grid? The answer is: unfortunately, not as much as one would hope. The below plot shows my solar unit, two Tesla batteries, my whole home use, and my grid use on four select days.

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Is Electric Demand Rebounding? An Interactive Dashboard

The last few months have been unusual. COVID-19 has led to changes in our commutes, business operations, and home use patterns. It’s also changed how, when, and how much electricity we use. As long as we have social-distancing, efforts to re-open, and concerns about a second wave, forecasting electric demand will be more difficult. There are several fundamental questions:

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Summer Demand Response Changes at PJM

PJM recently released an updated 2019 Peak Load Forecast, the primary change being the inclusion of approved Peak Shaving Load Adjustments for summer-only demand response programs (report and supporting data available at: http://www.pjm.com/library/reports-notices.aspx). Demand Side Analytics has prepared a report for the Consumer Advocate of PJM States which provides a high-level overview of the PJM change and explores implications for program administrators. We focus on three primary areas: 1) understanding load forecast adjustments and the implications for participation and timing, 2) Offer Strategy and Considerations, and 3) Price Suppression Effects. The full report is available here.

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Washington State Distributed Energy Resource Planning

There has been a rapidly growing level of interest in distribution planning and how to integrated distributed energy resources (DERs). The growth of DERs is fundamentally changing the nature of transmission and distribution system forecasting, planning, and operations. However, the current state of transmission and distribution planning and of DER integration into planning vary widely from utility to utility. For this project, our team conducted an inventory of current utility distribution planning practices and capabilities in Washington. The results were presented at Workshop on November 20th to a broad range of stakeholders.

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