XIE Qiyue, YING Yulong. Research on optimal dispatch of electricity-gas integrated energy microgrid based on deep deterministic policy gradient[J]. Thermal power generation, 2022, 51(3): 141-147.
XIE Qiyue, YING Yulong. Research on optimal dispatch of electricity-gas integrated energy microgrid based on deep deterministic policy gradient[J]. Thermal power generation, 2022, 51(3): 141-147. DOI: 10.19666/j.rlfd.202107156.
Multi-energy complementary and coordinated operation is one of the most important technologies for the integrated energy system to achieve optimal operating economic benefits. In order to solve the operation optimization problem of the electricity-gas integrated energy microgrid with the intermittent renewable energy
an integrated energy microgrid operation optimization method based on the deep deterministic strategy gradient was proposed. First
this method uses the energy hub method to mathematically model the electricity-gas integrated energy microgrid
and adds necessary constraints to various energy equipment. Then
the integrated energy microgrid optimization scheduling problem is transformed into a Markov decision process
and the system is reasonably defined state
action
and reward. This method takes the optimal economic benefit as the objective function
by training the agent to interact with the environment
it uses continuous action to coordinate multiple energy to form an optimal scheduling strategy. The calculation results of actual calculation example show that
this method can solve the operation optimization problem of the electricity-gas integrated energy microgrid more reasonably and effectively
the calculation time is short
so it has higher practical application value which meets the demand for energy saving and cost reduction of the integrated energy microgrid.