4 papers
Integrated Investment and Policy Planning for Power Systems via Differentiable Scenario Generation
Robert Mieth
We formulate a method to co-optimize power system capacity planning decisions and policy investments that shape electricity load patterns. To this end, we leverage a gradient-based…
Uncertainty-aware Power System Planning via Gradient Descent
Mehrnoush Ghazanfariharandi, Robert Mieth
Power system planning models provide important guidance on long-term investment strategies with significant socio-economic impact. To remain computationally manageable, however, su…
Reliability-Aware Control of Distributed Energy Resources using Multi-Source Data Models
Gejia Zhang, Robert Mieth
Distributed energy resources offer a control-based option to improve distribution system reliability by ensuring system states that positively impact component failure rates. This…
Value-Oriented Forecast Combinations for Unit Commitment
Mehrnoush Ghazanfariharandi, Robert Mieth
Value-oriented forecasts for two-stage power system operational problems have been demonstrated to reduce cost, but prove to be computationally challenging for large-scale systems…