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基于Prandtl-Ishlinskii模型的氣動肌肉遲滯特性動態(tài)建模與控制方法
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國家自然科學(xué)基金項(xiàng)目(52205037、62003321)、浙江省基本科研業(yè)務(wù)費(fèi)項(xiàng)目(2022YW43)和中國計(jì)量大學(xué)虛擬仿真實(shí)驗(yàn)教學(xué)課程項(xiàng)目(XN202301)


Dynamic Hysteresis Modeling and Control of Pneumatic Muscle Based on Prandtl-Ishlinskii Model
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    摘要:

    現(xiàn)有遲滯模型由于采用離線參數(shù)辨識方法,難以表征氣動肌肉遲滯的時(shí)變性和負(fù)載相關(guān)性,極易產(chǎn)生較大的建模誤差。為了精確表征氣動肌肉的遲滯特性,利用Prandtl-Ishlinskii(PI)模型描述氣動肌肉的位移-氣壓遲滯特性,并采用帶遺忘因子的遞推最小二乘法在線辨識PI模型參數(shù)。在此基礎(chǔ)上,結(jié)合PI逆模型設(shè)計(jì)了一種帶有前饋在線補(bǔ)償?shù)膹?fù)合控制方法用于氣動肌肉的運(yùn)動控制。同時(shí)搭建相應(yīng)的實(shí)驗(yàn)裝置進(jìn)行了氣動肌肉遲滯建模和運(yùn)動控制實(shí)驗(yàn)。實(shí)驗(yàn)結(jié)果表明,采用在線參數(shù)辨識方法后的PI模型能有效描述氣動肌肉遲滯的負(fù)載相關(guān)性,且極大地降低了負(fù)載變化帶來的控制誤差。

    Abstract:

    Due to the use of offline parameter identification methods, the existing hysteresis models are difficult to characterize the time-varying and load dependent properties from the hysteresis of pneumatic muscle (PM), which was easy to generate significant modeling errors. In order to accurately characterize the hysteresis characteristics of PM, the Prandtl-Ishlinskii (PI) model was used to describe the lengt h-pressure hysteresis characteristics of PM, and the forgetting factor recursive least squares (FFRLS) was used to identify parameters of the PI model online. Compared with offline identification, the online identification method can effectively improve the modeling accuracy of PI models. Then the feedforward online compensation controller was designed based on the PI inverse model, and a composite controller was established by combining with feedback control. This composite control approach was used to realize the motion control of PM. At the same time, corresponding experimental equipment was built and hysteresis modeling and motion control experiments of PM were conducted to compare and analyze the trajectory tracking effects of offline identification and online identification under different loads. The experimental results showed that the PI model using online parameter identification method can effectively describe the load-dependence of hysteresis and greatly reduce control errors caused by load variation.

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段慧茹,謝勝龍,萬延見,陳迪劍.基于Prandtl-Ishlinskii模型的氣動肌肉遲滯特性動態(tài)建模與控制方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2024,55(3):452-458. DUAN Huiru, XIE Shenglong, WAN Yanjian, CHEN Dijian. Dynamic Hysteresis Modeling and Control of Pneumatic Muscle Based on Prandtl-Ishlinskii Model[J]. Transactions of the Chinese Society for Agricultural Machinery,2024,55(3):452-458.

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  • 收稿日期:2023-08-03
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  • 在線發(fā)布日期: 2023-09-26
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