open access publication

Article, 2024

Optimal participation of a wind and hybrid battery storage system in the day-ahead and automatic frequency restoration reserve markets

Journal of Energy Storage, ISSN 2352-152X, 2352-1538, Volume 94, Page 112309, 10.1016/j.est.2024.112309

Contributors

Cremoncini, Diana (Corresponding author) [1] Frate, Guido Francesco 0000-0003-3415-967X [1] Bischi, Aldo 0000-0002-1424-3535 [1] Pedersen, Tim Tørnes 0000-0002-3173-8732 [2] Andresen, Gorm Bruun 0000-0002-4820-020X [2] Bentien, Anders 0000-0002-7204-9167 [2] Ferrari, Lorenzo 0000-0001-9988-0885 [1]

Affiliations

  1. [1] University of Pisa
  2. [NORA names: Italy; Europe, EU; OECD];
  3. [2] Aarhus University
  4. [NORA names: AU Aarhus University; University; Denmark; Europe, EU; Nordic; OECD]

Abstract

To evaluate the potential market revenue increase coming from the installation of a hybrid battery energy storage system (HESS) paired with a wind plant, a model is proposed for optimizing the simultaneous participation of the plant in the day-ahead (DA) and the automatic frequency restoration reserve (aFRR) markets. In the analysis, the Danish market is assumed as a case study. The HESS is composed of a combination of lithium-ion (LiB) and vanadium redox flow batteries (VRFB). The optimal dispatching problem is solved as a Mixed Integer Linear Program (MILP), using a robust formulation to consider the uncertainty of the aFRR market. The developed economic model incorporates the influence of cyclic degradation on the lithium-ion battery’s life, considering it dependent on the number of cycles and the depth-of-discharge of each cycle. The economic and technical effects of hybridization are investigated for different storage sizes. Furthermore, the impact of robust optimization, in contrast to non-robust optimization, is investigated along with the impact of detailed storage models, which consider variable efficiencies and variable charging and discharging rates, in contrast to simple models, which consider constant storage efficiencies. Results show that the hybridization between lithium-ion and vanadium batteries positively influences the life of lithium-ion batteries, increasing its life by up to 47% compared to a case without hybridization. For a 10 MW wind farm, the optimal battery configuration is comprised of a hybrid system made of a 1 MW/1MWh LiB and a VRFB of negligible size, with 2 years of payback time. The simultaneous participation in both the DA and aFRR markets proves to be advantageous with annual revenue increases of 39%–56% compared to the system bidding on the sole DA market, regardless of the storage size. The revenue increase attributed to the battery installation does not ensure the feasibility of investment, due to the high cost of the battery technologies, even if the hybrid configuration proves to be more profitable than the non-hybrid configuration.

Keywords

DA market, Danish market, LIBS, MILP, MW wind farm, analysis, annual revenue increase, automatic Frequency Restoration Reserve, automatic frequency restoration reserves market, battery, battery configuration, battery energy storage system, battery installations, battery life, battery storage system, battery technology, bid, case study, cases, charge, combination, configuration, cost, cycle, cyclic degradation, day-ahead, degradation, depth of discharge, discharge rate, dispatch problem, economic model, effect of hybridization, efficiency, energy storage system, farms, feasibility, feasibility of investment, flow batteries, formulation, frequency restoration reserve, frequency restoration reserve market, high cost, hybrid, hybrid battery energy storage system, hybrid battery storage system, hybrid configuration, hybrid system, impact, increase, influence, installation, investment, life, life of lithium-ion batteries, lithium-ion, lithium-ion batteries, lithium-ion battery life, market, model, negligible size, non-hybrid configurations, optimal dispatch problem, optimal participation, optimization, participants, payback time, plants, problem, rate, redox flow batteries, reserve, reserve markets, restoration reserves, results, revenue increases, robust formulation, robust optimization, simple model, simultaneous participation, size, storage, storage efficiency, storage model, storage size, storage system, study, system, technical effectiveness, technology, time, uncertainty, vanadium, vanadium battery, vanadium redox flow battery, variable charge, variable efficiency, wind, wind farms, wind plants, years

Funders

  • Ministry of Education, Universities and Research

Data Provider: Digital Science