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细菌生存优化在非线性模型辨识中的应用 被引量:2
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作者 林卫星 peter x.liu +2 位作者 李文磊 陈炎海 欧超 《系统仿真学报》 CAS CSCD 北大核心 2009年第10期3100-3104,共5页
提出了一种新的基于细菌生存优化(Bacterial Foraging Optimization BFO)的非线性模型辨识方法。它是利用群集智能仿生BFO算法对一类Hammerstein系统进行辨识,从而估计出它的参数模型。通过对这类输入非线性模型进行辨识,并用仿真实验说... 提出了一种新的基于细菌生存优化(Bacterial Foraging Optimization BFO)的非线性模型辨识方法。它是利用群集智能仿生BFO算法对一类Hammerstein系统进行辨识,从而估计出它的参数模型。通过对这类输入非线性模型进行辨识,并用仿真实验说明BFO算法的参数设置与选择方法。比较基于粒子群优化(Particle Swarm Optimization PSO)的非线性模型辨识算法,特别是对有色噪声的鲁棒性、模型的辨识精度、辨识收敛速度进行对比分析,以得出BFO辨识算法的优缺点及其有效性。 展开更多
关键词 系统辨识 HAMMERSTEIN模型 细菌生存优化 粒子群优化
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Adaptive Fuzzy Dynamic Surface Control of Flexible-Joint Robot Systems With Input Saturation 被引量:31
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作者 Song Ling Huanqing Wang peter x.liu 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第1期97-107,共11页
In this paper, we propose an adaptive fuzzy dynamic surface control(DSC) scheme for single-link flexible-joint robotic systems with input saturation. A smooth function is utilized with the mean-value theorem to deal w... In this paper, we propose an adaptive fuzzy dynamic surface control(DSC) scheme for single-link flexible-joint robotic systems with input saturation. A smooth function is utilized with the mean-value theorem to deal with the difficulties associated with input saturation. An adaptive DSC design with an auxiliary first-order filter is used to solve the "explosion of complexity"problem. It is proved that all the signals in the closed-loop system are semi-globally uniformly ultimately bounded, and the tracking error eventually converges to a small neighborhood around zero. The main advantage of the proposed method is that only one adaptation parameter needs to be updated,which reduces the computational burden significantly. Simulation results demonstrate the feasibility of the proposed scheme and the comparison results show that the improved DSC method can reduce the computational burden by almost two thirds in comparison with the standard DSC method. 展开更多
关键词 Adaptive fuzzy control dynamic surface control (DSC) flexible-joint (FJ) robots single-link tracking control
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Important Issues of Needle Insertion into Soft Tissue
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作者 Afsoon Nejati AGHDAM peter x.liu 《Instrumentation》 2019年第2期71-89,共19页
Needle insertion procedures have been gaining in popularity with medical communities and patients over the recent years.Currently,their applications span a wide range of diagnostic and therapeutic procedures and there... Needle insertion procedures have been gaining in popularity with medical communities and patients over the recent years.Currently,their applications span a wide range of diagnostic and therapeutic procedures and there is still a growing tenden?cy toward integrating needle insertion into other procedures and surgeries.Its less invasive nature,which is performed locally on the body,largely explains this growing trend.This results in less intraoperative tissue damage and shorter post-operative recovery time.Many procedures like biopsy,deep brain stimulation,and cancer treatments are done using needles/eatheters.However,despite all the advantages of needle insertion procedures,the inherent complications resulting from them,such as tissue deformation,needle deflection,tissue inhomogeneity,patient variability,and associated uncertainty,can hardly be missed.Therefore,a needle insertion procedure requires that we address promising aspects and associated concerns.Against this backdrop,this paper provides a review of some of the main issues associated with a generic needle insertion procedure. 展开更多
关键词 NEEDLE INSERTION Steering Control Path Planning Modeling and Simulations NEEDLE DEFLECTION and Deformation NEEDLE CURVATURE
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