Augmented random search based inter-area oscillation damping using high voltage DC transmission

被引:1
|
作者
Gao, Wei [1 ]
Fan, Rui [1 ]
Huang, Renke [2 ]
Huang, Qiuhua [3 ]
Gao, Wenzhong [1 ]
Du, Liang [4 ]
机构
[1] Univ Denver, Denver, CO 80208 USA
[2] Shanghai Jiao Tong Univ, Shanghai, Peoples R China
[3] Pacific Northwest Natl Lab, Richland, WA USA
[4] Temple Univ, Philadelphia, PA USA
关键词
High voltage DC (HVDC) transmission; Oscillation damping; Augmented random search; Reinforcement learning; Transient stability; MODEL-PREDICTIVE CONTROL; CONTROLLER-DESIGN; HVDC;
D O I
10.1016/j.epsr.2022.109063
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The high voltage DC (HVDC) Transmissions are under rapid development all over the world. The HVDC transmission not only provides a low-loss electric energy transfer path, but also acts as an alternative tool for damping inter-area oscillations in modern electric power systems. In this paper, we proposed a novel reinforcement learning based HVDC oscillation damping controller using the augmented random search (ARS) algorithm. By leveraging the wide-area information such as voltages, phase angle, machine speeds, the ARS was able to determine the modulation power of HVDC to effectively damp inter-area oscillations. The proposed research overcomes the challenges of setting optimal controller parameters of the HVDC under various system transient events. The proposed ARS-based HVDC power oscillation damping control approach was tested on a simplified Western American large-scale power system model called minniWECC. Extensive studies have demonstrated the superiority of the proposed ARS-based HVDC control approach over conventional power oscillation damping methods.
引用
收藏
页数:10
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