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Model generation and parameter identification of unknown environment using element description method

机译:使用元素描述方法的未知环境模型生成和参数识别

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This paper proposes an identification method of unknown environment for motion control. The proposed method can estimate a physical model and its parameter simultane­ously by using element description method. In this paper, the proposed method is applied to identification of environmental characteristics. General identification methods need to decide a physical model of target in advance. In another approaches such as neural network and black-box modeling methods by database, notwithstanding achieving input-output characteristics, these methods are difficult to understand the physical meaning of target environment. On the contrary, the proposed method can identify not only parameter but also a physical model of environment, which is the merit of the proposed method. Also the physical meaning of target environment is understandable according to element description. By using the proposed method, ideal controller for contact task can be designed based on environmental model and its parameter. It may be possible to discover a new physical property of environment.
机译:提出了一种未知环境的运动控制辨识方法。所提出的方法可以使用元素描述方法同时估计物理模型及其参数。本文将提出的方法应用于环境特征的识别。一般的识别方法需要事先确定目标的物理模型。在通过神经网络和数据库进行黑匣子建模的另一种方法中,尽管实现了输入输出特性,但这些方法仍难以理解目标环境的物理含义。相反,所提出的方法不仅可以识别参数,而且可以识别环境的物理模型,这是所提出的方法的优点。根据元素描述,目标环境的物理含义也是可以理解的。利用所提出的方法,可以根据环境模型及其参数设计理想的接触任务控制器。有可能发现环境的新物理特性。

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