Maximizing Revenue of ES in MISO Energy & Frequency...
Transcript of Maximizing Revenue of ES in MISO Energy & Frequency...
![Page 1: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/1.jpg)
Sandia National Laboratories is a multi-mission laboratory managed and operated by Sandia Corporation, a wholly owned subsidiary of Lockheed Martin
Corporation, for the U.S. Department of Energy’s National Nuclear Security Administration under contract DE-AC04-94AL85000. SAND NO. 2011-XXXXP
Maximizing Revenue of ES in MISO Energy & Frequency Regulation Markets
Tu Nguyen, Ray Byrne
![Page 2: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/2.jpg)
Energy Storage AnalyticsEquitable Regulatory Environment Thrust Area
▪ Goals: Lower barriers to widespread deployment of energy storage by identifying new and existing value streams, quantifying the impact of policy on deployment, and developing new control strategies
▪ Objectives:▪ Project case studies
▪ Tools for storage valuation
▪ Identify new and existing value streams
▪ Control strategies to maximize
revenue/grid benefit
▪ Assess policy impact on storage
▪ Develop policy recommendations
2
![Page 3: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/3.jpg)
Energy Storage Applications
▪ Storage can provide many grid services:▪ Resiliency and reliability
▪ Transmission and Distribution (T&D) upgrade deferral
▪ Balance the variability of renewable generation
▪ Behind the meter savings for commercial and industrial customers
▪ Ancillary services (frequency regulation, spinning reserve, black start, etc.)
▪ Peaker plant replacement
▪ Voltage support
3
![Page 4: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/4.jpg)
MISO Frequency Regulation Market
▪ In 2011 FERC issued Order 755 which requires RTOs/ISOs to compensate the frequency regulation resources based on the actual regulation service provided.
▪ In order to comply with FERC Order 755, in December 2012 MISO began performance-based compensation for frequency regulation services.
4Image credit: MISO Image credit: Sunverge
![Page 5: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/5.jpg)
MISO Performance Tests
▪ Instructed mileage [MW]:
▪ Desired mileage [MW]:
▪ Target mileage [MW]:
▪ Actual mileage [MW]:
▪ 5-min performance test:
▪ Hour performance test:
5
![Page 6: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/6.jpg)
MISO Performance-based Compensation▪ Pre-payment covers the capacity payment and the mileage
payment based on the regulation market clearing price the average deployment ratio α.
▪ Payment for additional mileage:
▪ Charge for undeployed mileage:
▪ Total payment:
6
![Page 7: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/7.jpg)
Problem formulation
▪ The problem of maximizing revenue from an EES is formulated as an LP optimization problem.
▪ For arbitrage:
▪ For arbitrage and regulation:
7
![Page 8: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/8.jpg)
A Case Study
▪ The maximum revenue for arbitrage and frequencyregulation of the 20MW/MWh Li-ion BESS located atHarding Street Generation Station of Indianapolis PowerLight is evaluated.
▪ The optimization problems were formulated using Pyomooptimization modeling language.
8
![Page 9: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/9.jpg)
Results
9
• The revenue from arbitrage
combined with regulation is much
higher than from arbitrage only.
• The optimal policy is to participate in
regulation market the majority of the
time while maintaining the SOC by
arbitrage.
![Page 10: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/10.jpg)
Conclusions
▪ MISO regulation market has been reviewed.
▪ An LP approach has been used to estimate the revenues of an EES system in MISO for arbitrage only and arbitrage combined with frequency regulation.
▪ Future work would consider the uncertainties of the forecast data and non-linear energy storage model.
10
![Page 11: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/11.jpg)
Acknowledgment
▪ We would like to thank Dr. Imre Gyuk, the manager of Energy Storage Program, U.S. Department of Energy for funding this research.
11
![Page 12: Maximizing Revenue of ES in MISO Energy & Frequency ...eesat.sandia.gov/wp-content/uploads/2017/11/15_Tu_Nguyen_Presentation.pdf · In 2011 FERC issued Order 755 which requires RTOs/ISOs](https://reader033.fdocuments.net/reader033/viewer/2022041807/5e556141abf0273c5006cf84/html5/thumbnails/12.jpg)
Questions
12