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PPG Beat Reconstruction Based on Shape Models and Probabilistic Templates for Signals Acquired with Conventional Smartphones

机译:基于形状模型和概率模板的PPG击败与传统智能手机获取的信号的概率模板

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Ubiquitous monitoring has become a useful tool for the prevention and early diagnosis of some disorders. This kind of monitoring is nowadays very common thanks to the irruption of smartphones, which make easier the collection and delivery of the patient's data. However, some problems arise due to the occasional low quality of the acquired data. This paper presents a novel methodology in which the shape of PPG beats is recovered through a multistage fully-automatic pipeline featuring a shape modeling stage as well as a template-based shape recovery through a level-set approach; the template is not assumed or derived from previously acquired data but it is estimated from the surrounding beats. To validate the proposal, a registry acquired using the camera of a Motorola MotoG has been used. Results can be qualified as promising, since the shape of damaged beats is recovered, although a comprehensive validation should be addressed.
机译:无处不在的监测已成为预防和早期诊断对某些疾病的有用工具。由于智能手机的突然,这种监测现在非常常见,这使得患者数据的收集和交付更容易。然而,由于偶尔的所获取数据的低质量,因此出现了一些问题。本文介绍了一种新的方法,其中通过多级全自动管道回收PPG搏动的形状,其具有形状建模阶段的形状建模阶段以及通过水平设定方法的基于模板的形状恢复;模板未假定或派生自先前获取的数据,但从周围节拍估计。为了验证提案,使用了使用摩托罗拉Motog的相机获取的注册表。结果可以合格作为有希望的,因为恢复了损坏的节拍形状,尽管应解决全面的验证。

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