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Master thesis: data-driven stack models for electricity price forecasting risk management / mar[...]

Baden
Abschlussarbeit
Axpo
Risiko-Management
Inserat online seit: Veröffentlicht vor 1 Std.
Beschreibung

About the thesis:

Objectives

This project aims to extend the existing framework in two key directions:

* Multi-Country Modelling: Include multiple EPEX SPOT SDAC countries; shift from regression-based import/export to implicit flow modelling.
* Storage Integration: Add pumped hydro and other storage as market players; use deterministic/stochastic optimization with a price-forward curve.

Research Questions

* Can the hybrid model outperform Axpo’s operational model on price and flow forecasts?
* How accurate can it capture inter-country flows and storage operation without explicitly modelling FBMC like EUPHEMIA?
* What is the value-add of integrated storage optimization for forecast accuracy and realism?

Methodology

* Extend to a multi-node framework with transmission constraints and flow variables.
* Integrate storage dispatch via optimization using price-forward curves.
* Benchmark against Axpo’s operational model used in asset-backed trading with out-of-sample backtests and error metrics for prices and flows.

Expected Impact

* Demonstrate feasibility and benefits of the models for interconnected European markets.
* Provide actionable insights for Axpo’s traders and analysts on price and flow forecasting.


Your profile:

* Master’s student with experience in Energy Markets or a related field (e.g. Engineering, Mathematics, Energy Science, Data Science), enrolled at a Swiss university or university of applied sciences (FH)
* Proficient in Python
* Solid understanding of optimization methods

Starting Date: As soon as possible

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Master thesis: data-driven stack models for electricity price forecasting risk management / mar[...]
Baden
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