Power control of PV generation, flexible loads, and battery energy storage for frequency reserves provision

Power control systems (PCSs) can exploit low-carbon technologies (LCTs) to provide grid ancillary services. This work develops a bilevel mixed-integer linear programming PCS of photovoltaics (PVs), electric vehicles (EVs), heat pumps (HPs), and battery energy storage systems (BESS), for providing automatic frequency restoration reserves (aFRR) with energy arbitrage, PV self-consumption, and customers’ thermal and charging comfort. The contribution of the BESS and the flexible loads is evaluated under different seasons, grid types and sizes, and energy/reserve prices. Validating against a PCS solely for minimum grid energy cost (energy arbitrage), the findings demonstrate the increased cost savings when a PCS participates in the reserve market with BESS and EV combined. The cost of solely energy arbitrage was found consistently higher than 100% (e.g. 40 compared to only 19 with aFRR provision). These benefits become more important recently in 2023, with the higher energy prices, and much higher reserve prices compared to 2018 (up to 540% increase). While the always present BESS is able to contribute more to ancillary services compared to the uncertain EV fleets, the contribution of EVs increased to a notable 38.5% of the total provided aFRR energy share at larger grids. Finally, mixed nodes that comprise both residential-commercial buildings and home-public chargers have a higher potential for ancillary services provision, demonstrating a 5x and 12x higher potential compared to residential and commercial nodes, respectively. Overall, this work highlights the importance of PCSs in large grids or with a variety of loads to provide ancillary services for enhanced savings. • Providing aFRR by EVs and BESS on top of energy arbitrage yields double cost savings. • EVs’ contribution to ancillary services can become comparable to BESS in large grids. • Higher potential for ancillary services for grids of diverse buildings and chargers. • In contrast with solely energy arbitrage, V2G is highly used in ancillary services. • Increasingly varied imbalance prices favor participation in the reserve market.

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Publication Details

Journal
Sustainable Energy Grids and Networks
Published
2026-03-24
DOI
https://doi.org/10.1016/j.segan.2026.102228
Primary Topic
Integrated Energy Systems Optimization
Type
article
Field-Weighted Citation Impact
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article

Power control of PV generation, flexible loads, and battery energy storage for frequency reserves provision

Sustainable Energy Grids and Networks
Integrated Energy Systems Optimization
article

Power control of PV generation, flexible loads, and battery energy storage for frequency reserves provision

article en

Abstract

Power control systems (PCSs) can exploit low-carbon technologies (LCTs) to provide grid ancillary services. This work develops a bilevel mixed-integer linear programming PCS of photovoltaics (PVs), electric vehicles (EVs), heat pumps (HPs), and battery energy storage systems (BESS), for providing automatic frequency restoration reserves (aFRR) with energy arbitrage, PV self-consumption, and customers’ thermal and charging comfort. The contribution of the BESS and the flexible loads is evaluated under different seasons, grid types and sizes, and energy/reserve prices. Validating against a PCS solely for minimum grid energy cost (energy arbitrage), the findings demonstrate the increased cost savings when a PCS participates in the reserve market with BESS and EV combined. The cost of solely energy arbitrage was found consistently higher than 100% (e.g. 40 compared to only 19 with aFRR provision). These benefits become more important recently in 2023, with the higher energy prices, and much higher reserve prices compared to 2018 (up to 540% increase). While the always present BESS is able to contribute more to ancillary services compared to the uncertain EV fleets, the contribution of EVs increased to a notable 38.5% of the total provided aFRR energy share at larger grids. Finally, mixed nodes that comprise both residential-commercial buildings and home-public chargers have a higher potential for ancillary services provision, demonstrating a 5x and 12x higher potential compared to residential and commercial nodes, respectively. Overall, this work highlights the importance of PCSs in large grids or with a variety of loads to provide ancillary services for enhanced savings. • Providing aFRR by EVs and BESS on top of energy arbitrage yields double cost savings. • EVs’ contribution to ancillary services can become comparable to BESS in large grids. • Higher potential for ancillary services for grids of diverse buildings and chargers. • In contrast with solely energy arbitrage, V2G is highly used in ancillary services. • Increasingly varied imbalance prices favor participation in the reserve market.

Sustainable Energy Grids and NetworksVol. 46
Delft University of Technology (NL)
Affordable and clean energy
Openalex Percentile: Top 10%
Integrated Energy Systems Optimization
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Power control of PV generation, flexible loads, and battery energy storage for frequency reserves provision · Sustainable Energy Grids and Networks (2026) | TGRS Research Map | TGRS