fritzfritzfritzz / EES_Optimisation

MIT License
2 stars 2 forks source link

Suggested approach to Optimisation using Reinforcement learning #19

Closed harkar1978 closed 1 year ago

harkar1978 commented 1 year ago

to use solar energy surplus (surplus energy generated over own consumption) either to generate additional revenue by selling to the power grid or to store it for own consumption during peak price prevailing during the day. In that case, things that would be compared are 1. revenue per MW hour of surplus energy sold to grid, 2. Solar energy stored in battery and used during peak hours of the day, thereby saving in Peak hour Electricity price during the day, 3. No storage (minimum saving would be electricity consumed to charge the batteries)

wanchainagel commented 1 year ago

Decided to try out different approaches. Each one will evaluated in performance and quality.

1) Simple Q-Learning (Wanchai)

2) Linear Programming (Fritz)

3) Deep Q-Learning (Fritz?)