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Description
Both can be manually implemented, but quite complicated. Better would be a standard way to transform an OPF into these more advanced concepts.
Options:
- Gymnasium wrapper: Non-obvious to implement, but probably the most modular way.
- Subclass that inherits from the base class and overwrites step (for multi-stage) or calculate_violations (for security), respectively. Drawback: Too object-oriented. Especially multi-inheritance could become annoying if both need to be combined
- Extend base class: Both are standard OPF variants. Maybe the best way is to implement them directly in the base class. Drawback: even bigger base class, which is not the goal, see Make base class more modular #25.
Important to consider: While the security-constrained OPF is quite clear, there are some open design decisions in the multi-stage OPF. For example, should the agent be able to observe all steps from the beginning, including future steps, or only the current step? Ideally, the implemented option is customizable.
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