Peak shaving and self-consumption maximization in home energy management systems: A combined integer programming and reinforcement learning approach.
Riccardo FelicettiFrancesco FerracutiSabrina IarloriAndrea MonteriùPublished in: Comput. Electr. Eng. (2024)
Keyphrases
- integer programming
- management system
- reinforcement learning
- np hard
- total energy
- linear programming
- electricity consumption
- facility location
- ai planning
- set covering problem
- set covering
- energy consumption
- cutting plane algorithm
- production planning
- vehicle routing problem with time windows
- integer program
- lagrangian relaxation
- network flow
- column generation
- energy minimization
- constraint programming
- state space
- optimal solution
- objective function
- optimal policy
- cutting plane
- learning algorithm
- markov decision processes
- machine learning
- transportation problem
- valid inequalities
- smart home
- inference problems
- feasible solution
- special case
- search space
- set partitioning