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Towards Robust and Scalable Dispatch Modeling of Long-Duration Energy Storage

Journal Article · · Renewable and Sustainable Energy Reviews
Energy storage technologies, including short-duration, long-duration, and seasonal storage, are seen as technologies that can facilitate the integration of larger shares of variable renewable energy, such as wind and solar photovoltaics, in power systems. However, despite recent advances in the techno-economic modeling of energy storage (particularly for short-duration applications), the operation and economics of long-duration energy storage are still incomplete in power systems modeling platforms. For instance, existing modeling approaches for long-duration storage are often based either on an oversimplified representation of power system operations or limited representation of storage technologies, e.g., evaluation of only a single application. This manuscript presents an overview of the challenges of modeling long-duration energy storage technologies in power system operations, as well as a discussion regarding the capabilities and limitations of existing approaches. Here two test power systems with high shares of both solar photovoltaics- and wind (70 %-90 % annual variable renewable energy shares) are used to assess long-duration energy storage dispatch approaches. Our results estimate that better dispatch modeling of long-duration energy storage could increase the associated operational value by 4 %-14 % and increase the standard capacity credit by 14 %-34 %. Thus, a better long-duration energy storage dispatch could represent significant cost saving opportunities for electric utilities and system operators. In addition, existing long-duration dispatch modeling approaches were tested in terms of both improved system value (e.g., based on production cost and standard capacity credit) and scalability (e.g., based on central processing unit time and peak memory usage). Both copper plate and nodal representations of the power system were considered. Although the end volume target dispatch approach, i.e., based on mid-term scheduling, showed promising performance in terms of both improved system value and scalability, there is a need for robust and scalable dispatch approaches for long-duration energy storage in transmission-constrained electric grids. Moreover, more research is required to better understand the optimal operation of long-duration storage considering extreme climate/weather events, reliability applications, and power system operational uncertainties.
Research Organization:
National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office
DOE Contract Number:
AC36-08GO28308
OSTI ID:
2546940
Report Number(s):
NREL/JA-6A40-86906; MainId:87681; UUID:4f7cbb4a-1535-4547-bf8d-54382a0490a5; MainAdminId:76497
Journal Information:
Renewable and Sustainable Energy Reviews, Journal Name: Renewable and Sustainable Energy Reviews Vol. 207
Country of Publication:
United States
Language:
English

References (59)

The value of energy storage in decarbonizing the electricity sector journal August 2016
Analysis and optimization of solar-pumped hydro storage systems integrated in water supply networks journal December 2019
A Dynamic Programming Approach to Estimate the Capacity Value of Energy Storage journal January 2014
Effect of modeled time horizon on quantifying the need for long-duration storage journal July 2022
Quantifying the challenge of reaching a 100% renewable energy power system for the United States journal July 2021
How much electrical energy storage do we need? A synthesis for the U.S., Europe, and Germany journal April 2018
An Accurate Charging Model of Battery Energy Storage journal March 2019
Multi-objective optimal design of solar power plants with storage systems according to dispatch strategy journal December 2021
Short-term scheduling of a pumped storage plant journal January 1992
The peaking potential of long-duration energy storage in the United States power system journal June 2023
Derivation of Intertemporal Targets for Large Pumped Hydro Energy Storage With Stochastic Optimization journal August 2013
The IEEE Reliability Test System: A Proposed 2019 Update journal January 2020
A review at the role of storage in energy systems with a focus on Power to Gas and long-term storage journal January 2018
Development of a Predictive Optimal Controller for Thermal Energy Storage Systems journal July 1997
Optimal energy storage portfolio for high and ultrahigh carbon-free and renewable power systems journal January 2021
Impacts of compressed air energy storage plant on an electricity market with a large renewable energy portfolio journal August 2013
Overview of current development in electrical energy storage technologies and the application potential in power system operation journal January 2015
The Value of Concentrating Solar Power and Thermal Energy Storage journal October 2010
Challenges and trends of energy storage expansion planning for flexibility provision in low-carbon power systems – a review journal December 2017
Power system decarbonization: Impacts of energy storage duration and interannual renewables variability journal August 2020
Coordinated operation of electricity and natural gas systems from day-ahead to real-time markets journal January 2021
Variable time-step: A method for improving computational tractability for energy system models with long-term storage journal December 2020
Large-scale unit commitment under uncertainty: an updated literature survey journal September 2018
Role of Long-Duration Energy Storage in Variable Renewable Electricity Systems journal September 2020
Beyond short-duration energy storage journal May 2021
Energy storage for mitigating the variability of renewable electricity sources: An updated review journal December 2010
Projecting the Future Levelized Cost of Electricity Storage Technologies journal January 2019
The value of seasonal energy storage technologies for the integration of wind and solar power journal January 2020
Optimal Use and the Value of Water Resources in Electricity Generation journal December 1987
Dealing with multiple decades of hourly wind and PV time series in energy models: A comparison of methods to reduce time resolution and the planning implications of inter-annual variability journal July 2017
Julia: A Fresh Approach to Numerical Computing journal January 2017
The design space for long-duration energy storage in decarbonized power systems journal March 2021
Stochastic Optimization for Unit Commitment—A Review journal July 2015
A review on long-term electrical power system modeling with energy storage journal January 2021
Electrical energy storage in highly renewable European energy systems: Capacity requirements, spatial distribution, and storage dispatch journal December 2017
Time-series aggregation for the optimization of energy systems: Goals, challenges, approaches, and opportunities journal April 2022
Unit commitment problem in renewable integrated environment with storage: A review journal February 2021
Hydropower Scheduling Toolchains: Comparing Experiences in Brazil, Norway, and USA and Implications for Synergistic Research journal July 2023
Defining long duration energy storage journal April 2023
Optimal power dispatch of a grid-interactive micro-hydrokinetic-pumped hydro storage system journal June 2018
A modeler's guide to handle complexity in energy systems optimization journal November 2021
Assigning value to energy storage systems at multiple points in an electrical grid journal January 2018
Comparing negative emissions and high renewable scenarios for the European power system journal May 2020
Benefit Analysis of Long-Duration Energy Storage in Power Systems with High Renewable Energy Shares journal December 2020
Unit Commitment—A Bibliographical Survey journal May 2004
IEEE Reliability Test System journal November 1979
The combined value of wind and solar power forecasting improvements and electricity storage journal March 2018
Typical periods or typical time steps? A multi-model analysis to determine the optimal temporal aggregation for energy system models journal October 2021
Combined economic and technological evaluation of battery energy storage for grid applications journal December 2018
Estimating the value of electricity storage in PJM: Arbitrage and some welfare effects journal March 2009
Long Term Energy Storage in Highly Renewable Systems journal September 2020
Review of electrical energy storage technologies, materials and systems: challenges and prospects for large-scale grid storage journal January 2018
Storage end effects: An evaluation of common storage modelling assumptions journal February 2020
Renewable Power-to-Gas: A technological and economic review journal January 2016
Enhanced Representative Days and System States Modeling for Energy Storage Investment Analysis journal November 2018
Composite Systems Reliability Evaluation Based on Monte Carlo Simulation and Cross-Entropy Methods journal November 2013
Recent Trends in Variable Generation Forecasting and Its Value to the Power System journal July 2015
Modeling Costs and Benefits of Energy Storage Systems journal October 2020
Recent approaches of unit commitment in the presence of intermittent renewable energy resources: A review journal April 2017