Abstract:
We propose a real-time control algorithm for energy storage management with renewable generation integration. We formulate the control optimization problem to minimize th...Show MoreMetadata
Abstract:
We propose a real-time control algorithm for energy storage management with renewable generation integration. We formulate the control optimization problem to minimize the system cost over a finite time horizon. Our model assumes arbitrary dynamics of renewable generation, load, and electricity pricing and incorporates battery operation costs into the system cost. We apply the Lyapunov optimization technique to design the real-time control algorithm. Different from the infinite time horizon problems in the existing works, the coupling of control decisions over time, due to finite battery capacity, is more challenging to manage. We develop a new technique to tackle this issue for real-time control. The proposed algorithm is shown to have bounded performance from that under the optimal non-causal T-slot lookahead control policy.
Date of Conference: 03-06 November 2014
Date Added to IEEE Xplore: 15 January 2015
Electronic ISBN:978-1-4799-4934-2
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Finite Time Horizon ,
- Energy Storage Management ,
- Optimization Problem ,
- Renewable Generation ,
- General Dynamics ,
- Optimal Control Problem ,
- Battery Capacity ,
- Real-time Algorithm ,
- Finite Capacity ,
- Infinite Time Horizon ,
- Lyapunov Optimization ,
- Renewable Energy ,
- Renewable Sources ,
- Quadratic Function ,
- Power Source ,
- Average Cost ,
- Storage Systems ,
- Linear Problem ,
- Time Slot ,
- System Input ,
- Energy Storage Systems ,
- Entry Costs ,
- User Cost ,
- Battery State ,
- Battery Cost ,
- Conventional Grid ,
- User Demand ,
- Arbitrary Input ,
- Power Demand
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Finite Time Horizon ,
- Energy Storage Management ,
- Optimization Problem ,
- Renewable Generation ,
- General Dynamics ,
- Optimal Control Problem ,
- Battery Capacity ,
- Real-time Algorithm ,
- Finite Capacity ,
- Infinite Time Horizon ,
- Lyapunov Optimization ,
- Renewable Energy ,
- Renewable Sources ,
- Quadratic Function ,
- Power Source ,
- Average Cost ,
- Storage Systems ,
- Linear Problem ,
- Time Slot ,
- System Input ,
- Energy Storage Systems ,
- Entry Costs ,
- User Cost ,
- Battery State ,
- Battery Cost ,
- Conventional Grid ,
- User Demand ,
- Arbitrary Input ,
- Power Demand