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基于非侵入式人机接口的卡尔曼滤波器实现光标控制。

Cursor control by Kalman filter with a non-invasive body-machine interface.

作者信息

Seáñez-González Ismael, Mussa-Ivaldi Ferdinando A

机构信息

Department of Biomedical Engineering, Northwestern University, McCormick School of Engineering and Applied Science, 2145 Sheridan Road, Evanston, IL 60208, USA. Sensory Motor and Performance Program, Rehabilitation Institute of Chicago, 345 E. Superior St, Suite 1406, Chicago, IL 60611-2654, USA.

出版信息

J Neural Eng. 2014 Oct;11(5):056026. doi: 10.1088/1741-2560/11/5/056026. Epub 2014 Sep 22.

Abstract

OBJECTIVE

We describe a novel human-machine interface for the control of a two-dimensional (2D) computer cursor using four inertial measurement units (IMUs) placed on the user's upper-body.

APPROACH

A calibration paradigm where human subjects follow a cursor with their body as if they were controlling it with their shoulders generates a map between shoulder motions and cursor kinematics. This map is used in a Kalman filter to estimate the desired cursor coordinates from upper-body motions. We compared cursor control performance in a centre-out reaching task performed by subjects using different amounts of information from the IMUs to control the 2D cursor.

MAIN RESULTS

Our results indicate that taking advantage of the redundancy of the signals from the IMUs improved overall performance. Our work also demonstrates the potential of non-invasive IMU-based body-machine interface systems as an alternative or complement to brain-machine interfaces for accomplishing cursor control in 2D space.

SIGNIFICANCE

The present study may serve as a platform for people with high-tetraplegia to control assistive devices such as powered wheelchairs using a joystick.

摘要

目的

我们描述了一种新型人机界面,该界面使用放置在用户上半身的四个惯性测量单元(IMU)来控制二维(2D)计算机光标。

方法

一种校准范式,即人类受试者用身体跟随光标,就好像他们在用肩膀控制它一样,生成肩部运动和光标运动学之间的映射。此映射用于卡尔曼滤波器,以根据上半身运动估计所需的光标坐标。我们比较了受试者在中心向外伸展任务中的光标控制性能,这些受试者使用来自IMU的不同信息量来控制二维光标。

主要结果

我们的结果表明,利用IMU信号的冗余性可提高整体性能。我们的工作还证明了基于非侵入性IMU的身体-机器接口系统作为脑机接口的替代或补充,在二维空间中完成光标控制的潜力。

意义

本研究可为高位四肢瘫痪患者提供一个平台,使其能够使用操纵杆控制诸如电动轮椅等辅助设备。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8f0b/4341977/944648774615/nihms664472f1.jpg

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