DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Real-time dispatch optimization for concentrating solar power with thermal energy storage

Abstract

Concentrating solar power (CSP) plants present a promising path towards utility-scale renewable energy. The power tower, or central receiver, configuration can achieve higher operating temperatures than other forms of CSP, and, like all forms of CSP, naturally pairs with comparatively inexpensive thermal energy storage, which allows CSP plants to dispatch electricity according to market price incentives and outside the hours of solar resource availability. Currently, CSP plants commonly include a steam Rankine power cycle and several heat exchange components to generate high-pressure steam using stored thermal energy. The efficiency of the steam Rankine cycle depends on the temperature of the plant's operating fluid, and so is a main concern of plant operators. However, the variable nature of the solar resource and the conservatism with which the receiver is operated prevent perfect control over the receiver outlet temperature. Therefore, during periods of solar variability, collection occurs at lower-than-design temperature. To support operator decisions in a real-time setting, we develop a revenue-maximizing non-convex mixed-integer, quadradically-constrained program which determines a dispatch schedule with sub-hourly time fidelity and considers temperature-dependent power cycle efficiency. The exact nonlinear formulation proves intractable for real-time decision support. Here we present exact and inexact techniques to improve problem tractabilitymore » that include a hybrid nonlinear and linear formulation. Our approach admits solutions within approximately 3% of optimality, on average, within a five-minute time limit, demonstrating its usability for decision support in a real-time setting.« less

Authors:
 [1]; ORCiD logo [2];  [1];  [3]; ORCiD logo [2]
  1. Colorado School of Mines, Golden, CO (United States)
  2. National Renewable Energy Lab. (NREL), Golden, CO (United States)
  3. Univ. of Wisconsin, Madison, WI (United States)
Publication Date:
Research Org.:
National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Org.:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office
OSTI Identifier:
1874941
Report Number(s):
NREL/JA-5700-79757
Journal ID: ISSN 1389-4420; MainId:36977;UUID:bca56500-3efc-4065-9c3c-d20c6b766976;MainAdminID:64768
Grant/Contract Number:  
AC36-08GO28308; 34245
Resource Type:
Accepted Manuscript
Journal Name:
Optimization and Engineering
Additional Journal Information:
Journal Volume: 24; Journal Issue: 2; Journal ID: ISSN 1389-4420
Publisher:
Springer
Country of Publication:
United States
Language:
English
Subject:
14 SOLAR ENERGY; 25 ENERGY STORAGE; concentrating solar power; dispatch optimization; mixed-integer programming applications; nonlinear programming; real-time dispatch; renewable energy

Citation Formats

Cox, John L., Hamilton, William T., Newman, Alexandra M., Wagner, Michael J., and Zolan, Alexander J. Real-time dispatch optimization for concentrating solar power with thermal energy storage. United States: N. p., 2022. Web. doi:10.1007/s11081-022-09711-w.
Cox, John L., Hamilton, William T., Newman, Alexandra M., Wagner, Michael J., & Zolan, Alexander J. Real-time dispatch optimization for concentrating solar power with thermal energy storage. United States. https://doi.org/10.1007/s11081-022-09711-w
Cox, John L., Hamilton, William T., Newman, Alexandra M., Wagner, Michael J., and Zolan, Alexander J. Sat . "Real-time dispatch optimization for concentrating solar power with thermal energy storage". United States. https://doi.org/10.1007/s11081-022-09711-w. https://www.osti.gov/servlets/purl/1874941.
@article{osti_1874941,
title = {Real-time dispatch optimization for concentrating solar power with thermal energy storage},
author = {Cox, John L. and Hamilton, William T. and Newman, Alexandra M. and Wagner, Michael J. and Zolan, Alexander J.},
abstractNote = {Concentrating solar power (CSP) plants present a promising path towards utility-scale renewable energy. The power tower, or central receiver, configuration can achieve higher operating temperatures than other forms of CSP, and, like all forms of CSP, naturally pairs with comparatively inexpensive thermal energy storage, which allows CSP plants to dispatch electricity according to market price incentives and outside the hours of solar resource availability. Currently, CSP plants commonly include a steam Rankine power cycle and several heat exchange components to generate high-pressure steam using stored thermal energy. The efficiency of the steam Rankine cycle depends on the temperature of the plant's operating fluid, and so is a main concern of plant operators. However, the variable nature of the solar resource and the conservatism with which the receiver is operated prevent perfect control over the receiver outlet temperature. Therefore, during periods of solar variability, collection occurs at lower-than-design temperature. To support operator decisions in a real-time setting, we develop a revenue-maximizing non-convex mixed-integer, quadradically-constrained program which determines a dispatch schedule with sub-hourly time fidelity and considers temperature-dependent power cycle efficiency. The exact nonlinear formulation proves intractable for real-time decision support. Here we present exact and inexact techniques to improve problem tractability that include a hybrid nonlinear and linear formulation. Our approach admits solutions within approximately 3% of optimality, on average, within a five-minute time limit, demonstrating its usability for decision support in a real-time setting.},
doi = {10.1007/s11081-022-09711-w},
journal = {Optimization and Engineering},
number = 2,
volume = 24,
place = {United States},
year = {Sat Jun 25 00:00:00 EDT 2022},
month = {Sat Jun 25 00:00:00 EDT 2022}
}

Works referenced in this record:

Thermal energy storage materials and systems for solar energy applications
journal, February 2017


A review of studies on central receiver solar thermal power plants
journal, July 2013

  • Behar, Omar; Khellaf, Abdallah; Mohammedi, Kamal
  • Renewable and Sustainable Energy Reviews, Vol. 23
  • DOI: 10.1016/j.rser.2013.02.017

Review of Control Techniques for HVAC Systems—Nonlinearity Approaches Based on Fuzzy Cognitive Maps
journal, February 2018

  • Behrooz, Farinaz; Mariun, Norman; Marhaban, Mohammad
  • Energies, Vol. 11, Issue 3
  • DOI: 10.3390/en11030495

Dynamic optimization of a district energy system with storage using a novel mixed-integer quadratic programming algorithm
journal, January 2019


Effect of passing clouds on the dynamic performance of a CSP tower receiver with molten salt heat storage
journal, November 2018


Bright Future: Solar Power as a Major Contributor to the U.S. Grid
journal, March 2013


Economic assessment of concentrated solar power technologies: A review
journal, May 2017

  • Dowling, Alexander W.; Zheng, Tian; Zavala, Victor M.
  • Renewable and Sustainable Energy Reviews, Vol. 72
  • DOI: 10.1016/j.rser.2017.01.006

A decomposition algorithm for simultaneous scheduling and control of CSP systems
journal, February 2018

  • Dowling, Alexander W.; Zheng, Tian; Zavala, Victor M.
  • AIChE Journal, Vol. 64, Issue 7
  • DOI: 10.1002/aic.16101

Operation of a High Renewable Penetrated Power System With CSP Plants: A Look-Ahead Stochastic Unit Commitment Model
journal, January 2019

  • Du, Ershun; Zhang, Ning; Hodge, Bri-Mathias
  • IEEE Transactions on Power Systems, Vol. 34, Issue 1
  • DOI: 10.1109/TPWRS.2018.2866486

Dynamic optimization and economic evaluation of flexible heat integration in a hybrid concentrated solar power plant
journal, October 2020


Power Generation Scheduling by Integer Programming-Development of Theory
journal, April 1962

  • Garver, L. L.
  • Transactions of the American Institute of Electrical Engineers. Part III: Power Apparatus and Systems, Vol. 81, Issue 3
  • DOI: 10.1109/AIEEPAS.1962.4501405

State of the art on high temperature thermal energy storage for power generation. Part 1—Concepts, materials and modellization
journal, January 2010

  • Gil, Antoni; Medrano, Marc; Martorell, Ingrid
  • Renewable and Sustainable Energy Reviews, Vol. 14, Issue 1, p. 31-55
  • DOI: 10.1016/j.rser.2009.07.035

Optimal design and dispatch of a hybrid microgrid system capturing battery fade
journal, November 2018

  • Goodall, Gavin; Scioletti, Michael; Zolan, Alex
  • Optimization and Engineering, Vol. 20, Issue 1
  • DOI: 10.1007/s11081-018-9404-7

Computational Comparison of Piecewise−Linear Relaxations for Pooling Problems
journal, June 2009

  • Gounaris, Chrysanthos E.; Misener, Ruth; Floudas, Christodoulos A.
  • Industrial & Engineering Chemistry Research, Vol. 48, Issue 12
  • DOI: 10.1021/ie8016048

Dispatch optimization of concentrating solar power with utility-scale photovoltaics
journal, September 2019

  • Hamilton, William T.; Husted, Mark A.; Newman, Alexandra M.
  • Optimization and Engineering, Vol. 21, Issue 1
  • DOI: 10.1007/s11081-019-09449-y

Off-design performance of molten salt-driven Rankine cycles and its impact on the optimal dispatch of concentrating solar power systems
journal, September 2020


Concentrating solar power plant investment and operation decisions under different price and support mechanisms
journal, October 2013


Power Plant Cycling Costs
report, July 2012


Optimization study of thermal-storage PV-CSP integrated system based on GA-PSO algorithm
journal, May 2019


Review on concentrating solar power plants and new developments in high temperature thermal energy storage technologies
journal, January 2016


How Thermal Energy Storage Enhances the Economic Viability of Concentrating Solar Power
journal, February 2012

  • Madaeni, Seyed Hossein; Sioshansi, Ramteen; Denholm, Paul
  • Proceedings of the IEEE, Vol. 100, Issue 2
  • DOI: 10.1109/JPROC.2011.2144950

Computability of global solutions to factorable nonconvex programs: Part I — Convex underestimating problems
journal, December 1976


Leveraging concentrating solar power plant dispatchability: A review of the impacts of global market structures and policy
journal, April 2020


An Assessment of the Net Value of CSP Systems Integrated with Thermal Energy Storage
journal, May 2015


Concentrating Solar Power Gen3 Demonstration Roadmap
report, January 2017


Optimisation in operating strategies for concentrating solar power plants
journal, September 2019


Demonstrating load-change transient performance of a commercial-scale natural gas combined cycle power plant with post-combustion CO2 capture
journal, August 2017

  • M. Montañés, Rubén; GarÐarsdóttir, Stefanía Ó.; Normann, Fredrik
  • International Journal of Greenhouse Gas Control, Vol. 63
  • DOI: 10.1016/j.ijggc.2017.05.011

Tight and Compact MILP Formulation of Start-Up and Shut-Down Ramping in Unit Commitment
journal, May 2013

  • Morales-Espana, German; Latorre, Jesus M.; Ramos, Andres
  • IEEE Transactions on Power Systems, Vol. 28, Issue 2
  • DOI: 10.1109/TPWRS.2012.2222938

An adaptive, multivariate partitioning algorithm for global optimization of nonconvex programs
journal, January 2019


Progress and prospects of thermo-mechanical energy storage—a critical review
journal, March 2021

  • Olympios, Andreas V.; McTigue, Joshua D.; Farres-Antunez, Pau
  • Progress in Energy, Vol. 3, Issue 2
  • DOI: 10.1088/2516-1083/abdbba

Mixed-integer nonlinear programming 2018
journal, April 2019


Optimal design and dispatch of a system of diesel generators, photovoltaics and batteries for remote locations
journal, May 2017

  • Scioletti, Michael S.; Newman, Alexandra M.; Goodman, Johanna K.
  • Optimization and Engineering, Vol. 18, Issue 3
  • DOI: 10.1007/s11081-017-9355-4

Optimal Self-Scheduling of a Thermal Producer in Short-Term Electricity Markets by MILP
journal, November 2010

  • Simoglou, Christos K.; Biskas, Pandelis N.; Bakirtzis, Anastasios G.
  • IEEE Transactions on Power Systems, Vol. 25, Issue 4
  • DOI: 10.1109/TPWRS.2010.2050011

Review of Mixed-Integer Nonlinear and Generalized Disjunctive Programming Methods
journal, June 2014

  • Trespalacios, Francisco; Grossmann, Ignacio E.
  • Chemie Ingenieur Technik, Vol. 86, Issue 7
  • DOI: 10.1002/cite.201400037

Policy recommendations for using cool thermal energy storage to increase grid penetration of renewable power sources (1607-RP)
journal, January 2018

  • Van Asselt, Amy; Reindl, Douglas T.; Nellis, Gregory F.
  • Science and Technology for the Built Environment, Vol. 24, Issue 7
  • DOI: 10.1080/23744731.2017.1415089

Optimized dispatch in a first-principles concentrating solar power production model
journal, October 2017


Optimizing dispatch for a concentrated solar power tower
journal, November 2018


Operation optimization strategy for wind-concentrated solar power hybrid power generation system
journal, March 2018


Stochastic Optimization for Unit Commitment—A Review
journal, July 2015

  • Zheng, Qipeng P.; Wang, Jianhui; Liu, Andrew L.
  • IEEE Transactions on Power Systems, Vol. 30, Issue 4
  • DOI: 10.1109/TPWRS.2014.2355204

Decomposing Loosely Coupled Mixed-Integer Programs for Optimal Microgrid Design
journal, February 2021

  • Zolan, Alexander J.; Scioletti, Michael S.; Morton, David P.
  • INFORMS Journal on Computing
  • DOI: 10.1287/ijoc.2020.0955