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POC - build a battery storage state of charge #8712

Description

@5snowflake5

Is your feature request related to a problem? Please describe.
Currently, the app visualizes battery and hydro storage primarily through power flows (MW). This hides the 'state of charge' or the energy volume (MWh) available. For a user, it's impossible to tell if a 15 GW battery discharge in California can last for 30 minutes or 4 hours, which is critical for understanding grid reliability during the evening ramp.

Describe the solution you'd like
I propose a Proof of Concept (POC) for California using a derived State of Charge (SoC) forecast. Since real-time MWh data is often unavailable, we can use the known installed capacity (approx. 60 GWh for 15 GW power) as a denominator. By integrating the net power flows (Charge vs. Discharge) over time, the app could display an estimated percentage of remaining energy. This 'virtual SoC' would provide a much clearer picture of how much 'buffer' the grid has left. On top of that I would suggest a "hours of storage remaining" indicator. Seeing "3.5 hours of storage left at current discharge rate" would be a killer feature.

Describe alternatives you've considered
none

Additional context

  • SOC might drift due to efficiency losses
  • The model might need a daily "reset" or "anchor point"

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