Preprocessing the Nintendo Wii Board Signal to Derive More Accurate Descriptors of Statokinesigrams

被引:25
作者
Audiffren, Julien [1 ,2 ]
Contal, Emile [1 ,2 ]
机构
[1] Univ Paris Saclay, CMLA, ENS Cachan, CNRS, F-94235 Cachan, France
[2] Univ Paris 05, Cognac G, CNRS, F-75006 Paris, France
关键词
wii balance board; balance; postural sway; resampling; non uniform acquisition frequency; HUMAN POSTURAL CONTROL; BALANCE BOARD; PRESSURE MEASURES; ADULTS; SWAY; YOUNG; OLDER;
D O I
10.3390/s16081208
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
During the past few years, the Nintendo Wii Balance Board (WBB) has been used in postural control research as an affordable but less reliable replacement for laboratory grade force platforms. However, the WBB suffers some limitations, such as a lower accuracy and an inconsistent sampling rate. In this study, we focus on the latter, namely the non uniform acquisition frequency. We show that this problem, combined with the poor signal to noise ratio of the WBB, can drastically decrease the quality of the obtained information if not handled properly. We propose a new resampling method, Sliding Window Average with Relevance Interval Interpolation (SWARII), specifically designed with the WBB in mind, for which we provide an open source implementation. We compare it with several existing methods commonly used in postural control, both on synthetic and experimental data. The results show that some methods, such as linear and piecewise constant interpolations should definitely be avoided, particularly when the resulting signal is differentiated, which is necessary to estimate speed, an important feature in postural control. Other methods, such as averaging on sliding windows or SWARII, perform significantly better on synthetic dataset, and produce results more similar to the laboratory-grade AMTI force plate (AFP) during experiments. Those methods should be preferred when resampling data collected from a WBB.
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页数:14
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