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Hybrid energy storage systems

Sizing combined storage systems

When does it pay to combine two storage technologies, and how large must they be? I investigated this question independently of a specific application: with optimisation models, simulation and parameter studies across more than 1,000 load profiles.

Hybrid storage systems combine two technologies, for example one for large amounts of energy and one for high power. Their benefit had mostly been shown in individual case studies. A general, application-independent assessment was missing.

  • Setting: Leibniz University Hannover, Institute of Electric Power Systems, Electrical Energy Storage Systems group
  • Status: dissertation submitted and graded, defence at the end of November 2026
  • Tools: Python, Pyomo, GLPK, IPOPT, pygmo, computing cluster with SLURM

Content

  • Theoretical sizing limits: when a hybrid storage system can be smaller than a single one
  • A benchmark set of representative load profiles for unbiased comparisons (ESTSS)
  • Representative energy management strategies derived from a meta-review
  • Comparison of four strategy classes (filter, deadzone, MPC and fuzzy logic based) in about 10,000 configurations: typically 3 to 10 % oversizing compared with a reference with perfect forecast. Sizing and strategy design can be separated with little loss
  • Effect of efficiency and self-discharge in more than 800,000 parameter configurations: compared with a loss-equivalent single storage system, sizing gains rarely exceed 3 %, while losses are often reduced by more than 20 %. Statistically, both are best explained by the coefficient of variation of the load profile (correlation ≈ 0.9)

Outcome

  • Dissertation: Hybrid energy storage systems: a generalized quantitative analysis with a focus on system sizing
  • Six journal articles as first author, open-source software and data: see About