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February 2, 2026Energy Informatics0 citationsOpen Access

Risk and reward: evaluating household energy storage for optimizing demand-side flexibility under dynamic tariffs

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JAJustus AmelingRDRobin Thomas DerzbachGGGunther Gust

Key Points

  • The aim is to evaluate how household energy storage influences the risk-reward trade-off under dynamic tariffs.
  • Modeling residential energy services with elastic, interruptible, and non-interruptible load types.
  • Using load profiles from a German utility.
  • Applying an optimal-control scheduling framework under mixed dynamic tariffs.
  • Small batteries (around 20% capacity of daily demand) capture significant savings and lower bill risk.
  • Elastic loads benefit most from additional storage capacities compared to non-interruptible and interruptible loads.
  • Returns on investment plateau near 60% capacity of average daily demand.

Abstract

Abstract Electricity markets increasingly rely on residential demand-side flexibility to integrate renewables and stabilize the grid. While dynamic tariffs can unlock short-term flexibility, they expose households to a risk–reward trade-off. This paper quantifies how home battery storage reshapes the trade-off across residential energy services modeled with three different load types (elastic, interruptible and non-interruptible). Using load profiles from a German utility and an optimal-control scheduling framework under mixed dynamic tariffs, we evaluate cost and risk impacts over a range of storage sizes. Three results stand out. First, small batteries deliver most of the value: a capacity of about 20% of average daily demand captures roughly two-thirds of attainable savings while already lowering bill risk. Second, cost reduction potential is heterogeneous across devices: Elastic loads profit the most from additional storage capacities ; Non-interruptible and Interruptible loads profit less. Third, overall returns diminish and effectively plateau near a capacity of 60% of average daily demand. These findings offer actionable guidance: pair dynamic tariffs with modest storage to achieve substantial savings and risk reduction—especially in low-flexibility or strongly market-aligned households—and avoid over-investment in regards to diminishing returns.

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Cite This Study

Ameling et al. (2026) studied this question.

synapsesocial.com/papers/6980fe57c1c9540dea81058chttps://doi.org/10.1186/s42162-025-00602-9
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