马幼捷, 杨清, 周雪松, 陶珑, 王鸿斌, 赵家欣. 基于模糊神经网络的储能侧双向DC-DC变换器自抗扰控制策略[J]. 太阳能学报, 2023, 44(10): 488-495. DOI: 10.19912/j.0254-0096.tynxb.2022-0822
引用本文: 马幼捷, 杨清, 周雪松, 陶珑, 王鸿斌, 赵家欣. 基于模糊神经网络的储能侧双向DC-DC变换器自抗扰控制策略[J]. 太阳能学报, 2023, 44(10): 488-495. DOI: 10.19912/j.0254-0096.tynxb.2022-0822
MA You-jie, YANG Qing, ZHOU Xue-song, TAO Long, WANG Hong-bin, ZHAO Jia-xin. ACTIVE DISTURBANCE REJECTION CONTROL STRATEGY OF BIDIRECTIONAL DC-DC CONVERTER ON ENERGY STORAGE SIDE BASED ON FUZZY NEURAL NETWORK[J]. Acta Energiae Solaris Sinica, 2023, 44(10): 488-495. DOI: 10.19912/j.0254-0096.tynxb.2022-0822
Citation: MA You-jie, YANG Qing, ZHOU Xue-song, TAO Long, WANG Hong-bin, ZHAO Jia-xin. ACTIVE DISTURBANCE REJECTION CONTROL STRATEGY OF BIDIRECTIONAL DC-DC CONVERTER ON ENERGY STORAGE SIDE BASED ON FUZZY NEURAL NETWORK[J]. Acta Energiae Solaris Sinica, 2023, 44(10): 488-495. DOI: 10.19912/j.0254-0096.tynxb.2022-0822

基于模糊神经网络的储能侧双向DC-DC变换器自抗扰控制策略

ACTIVE DISTURBANCE REJECTION CONTROL STRATEGY OF BIDIRECTIONAL DC-DC CONVERTER ON ENERGY STORAGE SIDE BASED ON FUZZY NEURAL NETWORK

  • 摘要: 在直流微网中,为确保储能装置与母线间能量流动的平滑稳定,解决由于工况的不确定性而导致控制效果恶化的问题,在建立双向DC-DC变换器小信号数学模型的基础上,设计一种基于模糊神经网络的双向DC-DC变换器自抗扰控制策略,利用线性扩张状态观测器实现对总扰动的估计补偿,结合模糊神经网络实现控制器参数的在线优化。通过分析对比不同工况中该文所提出的控制策略、线性自抗扰控制与比例积分控制下的直流母线侧电压波形,证明了所提自抗扰控制策略的正确性与有效性。最后,通过参数摄动下的蒙特卡洛实验验证,该控制方法具有较好的鲁棒性。

     

    Abstract: In the DC microgrid,in order to ensure the smooth and stable energy flow between the energy storage device and the busbar,and solve the problem of deteriorating the control effect due to the uncertainty of the working conditions,on the basis of establishing the small signal mathematical model of the bidirectional DC-DC converter,a fuzzy neural network-based active disturbance rejection control strategy for the bidirectional DC-DC converter is designed in this paper. The linear extended state observer is used to estimate and compensate the total disturbance. Combined with fuzzy neural network to achieve online optimization of controller parameters. The control strategy proposed in this paper,linear ADRC control and proportional-integral control of the DC bus side voltage waveform under different working conditions are analyzed and compared,which shows the correctness and effectiveness of the ADRC control strategy proposed in this paper. Finally,Monte Carlo experiments under parameter perturbation show that the control method has good robustness.

     

/

返回文章
返回