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Design and Validation of a Breathing Detection System for Scuba Divers

机译:潜水员呼吸检测系统的设计与验证

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摘要

Drowning is the major cause of death in self-contained underwater breathing apparatus (SCUBA) diving. This study proposes an embedded system with a live and light-weight algorithm which detects the breathing of divers through the analysis of the intermediate pressure (IP) signal of the SCUBA regulator. A system composed mainly of two pressure sensors and a low-power microcontroller was designed and programmed to record the pressure sensors signals and provide alarms in absence of breathing. An algorithm was developed to analyze the signals and identify inhalation events of the diver. A waterproof case was built to accommodate the system and was tested up to a depth of 25 m in a pressure chamber. To validate the system in the real environment, a series of dives with two different types of workload requiring different ranges of breathing frequencies were planned. Eight professional SCUBA divers volunteered to dive with the system to collect their IP data in order to participate to validation trials. The subjects underwent two dives, each of 52 min on average and a maximum depth of 7 m. The algorithm was optimized for the collected dataset and proved a sensitivity of inhalation detection of 97.5% and a total number of 275 false positives (FP) over a total recording time of 13.9 h. The detection algorithm presents a maximum delay of 5.2 s and requires only 800 bytes of random-access memory (RAM). The results were compared against the analysis of video records of the dives by two blinded observers and proved a sensitivity of 97.6% on the data set. The design includes a buzzer to provide audible alarms to accompanying dive buddies which will be triggered in case of degraded health conditions such as near drowning (absence of breathing), hyperventilation (breathing frequency too high) and skip-breathing (breathing frequency too low) measured by the improper breathing frequency. The system also measures the IP at rest before the dive and indicates with flashing light-emitting diodes and audible alarm the regulator malfunctions due to high or low IP that may cause fatal accidents during the dive by preventing natural breathing. It is also planned to relay the alarm signal to underwater and surface rescue authorities by means of acoustic communication.
机译:溺水是自给式水下呼吸器(SCUBA)潜水的主要死亡原因。这项研究提出了一种具有实时和轻量级算法的嵌入式系统,该系统通过分析SCUBA调节器的中间压力(IP)信号来检测潜水员的呼吸。设计并编程了一个主要由两个压力传感器和一个低功耗微控制器组成的系统,以记录压力传感器信号并在没有呼吸的情况下提供警报。开发了一种算法来分析信号并识别潜水员的吸入事件。建造了一个防水箱来容纳该系统,并在压力室内对25 m的深度进行了测试。为了在真实环境中验证系统,计划了两次潜水,分别进行了两种不同类型的工作,需要不同的呼吸频率范围。八名专业的SCUBA潜水员自愿参加该系统的潜水,以收集其IP数据,以参加验证试验。受试者进行了两次潜水,平均每次潜水52分钟,最大深度为7 m。该算法针对收集的数据集进行了优化,并证明了在13.9 h的总记录时间内,吸入检测的灵敏度为97.5%,总数为275个假阳性(FP)。该检测算法的最大延迟为5.2 s,仅需要800字节的随机存取存储器(RAM)。将结果与两位盲人观察员的潜水视频记录分析进行了比较,并证明数据集的灵敏度为97.6%。该设计包括蜂鸣器,向伴随的潜水伙伴发出声音警报,如果健康状况恶化,例如溺水(呼吸不畅),换气过度(呼吸频率过高)和跳气(呼吸频率过低),则会触发该警报用不正确的呼吸频率来测量。该系统还可以测量潜水前的静止IP,并通过闪烁的发光二极管和声音警报指示调节器由于IP值过高或过低而发生故障,这可能会阻止自然呼吸,从而在潜水期间造成致命事故。还计划通过声音通信将警报信号中继到水下和水面救援机构。

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