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Using sensory data fusion methods for infant body posture assessment

机译:使用感觉数据融合方法进行婴儿体位评估

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Infant body posture assessment is very important for monitoring the development of motor skills. The currently utilized sensory-supported measurement systems are often subject to shortcomings, such as system complexity or inaccuracy. This paper presents a novel approach integrating a combination of a pressure mattress along with inertial and magnetic measurement units on infant trunk and arms to diminish the effects of such drawbacks. The proposed multi-sensor system is validated by comparison of kinematic parameters, such as head movement, arm workspace area, and spectral arc length of hand velocity data to results of a referential optoelectronic measurement system. Integration of sensory data fusion methods provides high system accuracy and reliability. Acquired results confirm that the proposed system can be used as an adequate substitution to expensive optoelectronic measurement systems, as the arm kinematic estimation errors are in the range of 2 cm. Also presented are the results of simplified system versions with only 1 IMU per arm. Such approaches however result in lower system complexity, but also lower accuracy. Nevertheless results imply that the arm posture and workspace assessment is still reliable enough for frequent practical use. By taking into account all the evaluation results, the proposed measurement system could importantly contribute to the field of sensory-supported infant body posture assessment.
机译:婴儿体位评估对于监测运动技能的发展非常重要。当前使用的由感官支持的测量系统经常遭受诸如系统复杂性或不准确性之类的缺点。本文提出了一种新颖的方法,将压力床垫与惯性和磁性测量单元结合在一起,可以减轻婴儿后备箱和手臂的压力,从而减少此类弊端的影响。通过将运动学参数(例如头部运动,手臂工作区面积和手部速度数据的光谱弧长)与参考光电测量系统的结果进行比较,验证了所提出的多传感器系统的有效性。感官数据融合方法的集成提供了很高的系统准确性和可靠性。所获得的结果证实,由于臂运动学估计误差在2 cm范围内,因此所提出的系统可以替代昂贵的光电测量系统。还介绍了简化的系统版本(每臂仅1个IMU)的结果。然而,这样的方法导致较低的系统复杂度,但也导致较低的准确性。尽管如此,结果暗示着手臂的姿势和工作空间评估对于经常的实际使用仍然是足够可靠的。通过考虑所有评估结果,所提出的测量系统可以为感官支持的婴儿身体姿势评估领域做出重要贡献。

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