基于传感器位置和波长的反射式PPG信号分析仿真框架

M. Reiser, A. Breidenassel, O. Amft
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引用次数: 0

摘要

我们分析了反射性光容积脉搏波(PPG)传感器相对于血管定位的影响。开发并验证了基于体素的蒙特卡罗模拟框架来模拟光子-组织相互作用。提出了一个包含多层皮肤描述和血管的解剖模型来模拟PPG传感器在掌侧手腕的定位。仿真框架根据文献中报道的标准测试用例进行了验证。血管被认为处于正常和扩张状态。在波长、PPG传感器与血管的相对位置、血管扩张状态等条件下,以108个光子包进行模拟,每种条件重复5次。统计权重与光子包相关联,以表示吸收和散射效应。在血管周围对称排列的PPG传感器显示出最大的交流信号。当PPG传感器不在血管中央放置时,两种波长下收缩和舒张状态下的模拟光子重量均下降≥5%。在660 nm和940 nm光吸收处,血液对信号质量的影响最深远,其位置依赖性变化≥5%和≥12%。平均穿透深度取决于两种波长的血管位置。我们的仿真结果证明了反射式PPG测量对干扰的敏感性,并可以解释与定位和波长相关的可穿戴式PPG传感器性能变化。
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Simulation framework for reflective PPG signal analysis depending on sensor placement and wavelength
We analyse the influence of reflective photoplethysmography (PPG) sensor positioning relative to blood vessels. A voxel based Monte Carlo simulation framework was developed and validated to simulate photon-tissue interactions. An anatomical model comprising a multi-layer skin description with a blood vessel is presented to simulate PPG sensor positioning at the volar wrist. The simulation framework was validated against standard test cases reported in literature. The blood vessel was considered in regular and dilated states. Simulations were performed with 108 photon packets and repeated five times for each condition, including wavelength, relative position of PPG sensor and vessel, and vessel dilation state. Statistical weights were associated to photon packets to represent absorption and scattering effects. A symmetrical arrangement of the PPG sensor around the blood vessel showed the maximum AC signal. When the PPG sensor was not centrally placed over the vessel, simulated photon weight in systolic and diastolic state deteriorated by ≥5% for both wavelengths. With a position-dependent variation of ≥5% at 660 nm and ≥12% at 940 nm of light absorption, blood had the most profound effect on signal quality. The mean penetration depth is dependent on the blood vessel position for both wavelengths. Our simulation results demonstrate the susceptibility of reflective PPG measurement to interference and could explain wearable PPG sensor performance variations related to positioning and wavelength.
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