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Crowdsourced Children Monitoring and Finding With Holding Up Detection Based on Internet-of-Things Technologies

机译:众群儿童监测和寻找基于互联网技术的举射检测

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摘要

In this paper, we propose a crowdsourced children monitoring and finding (CCMF) framework to detect holding-up behaviors and find missing children using wearable devices and surrounding smartphones based on Internet of Things (IoT) technologies. In the monitoring mode, the CCMF framework can prevent young children from taking away by strangers/people with bad intentions. In the finding mode, the CCMF framework can cooperatively find missing children equipped with wearable devices consisting of mobile iBeacon and 3-axis accelerometer modules through crowdsourced sensing networks formed by smartphone users with outdoor GPS and indoor IoT localization. According to our review of relevant research, CCMF is the first children monitoring and finding solution that can detect holding-up postures of a target child and provide the guiding path to a lost child through crowdsourced sensing networks. An iOS-based prototype with Arduino wearable devices and mobile/static iBeacon nodes is implemented to verify the feasibility and superiority of our framework. Experimental results show that CCMF outperforms existing methods and can significantly increase recognition success rates and efficiently reduce false alarm rates of holding up detection.
机译:在本文中,我们提出了一个众群儿童监测和发现(CCMF)框架,以检测使用可穿戴设备和基于事物互联网(物联网)技术的可穿戴设备和周围智能手机的失踪儿童。在监测模式中,CCMF框架可以防止幼儿被陌生人/人带走的陌生人/人。在查找模式中,CCMF框架可以协同寻找缺少的儿童,其配备有可穿戴设备的可穿戴设备,包括由具有户外GPS和室内IAT本地化的智能手机用户组成的众包传感网络组成的可穿戴设备。根据我们对相关研究的审查,CCMF是第一个监测和寻找解决方案的儿童,可以检测目标孩子的升值姿势,并通过众包传感网络为失去的孩子提供指导道路。利用Arduino可穿戴设备和移动/静态IBEACON节点的基于IOS的原型为验证我们框架的可行性和优越性。实验结果表明,CCMF优于现有方法,可以显着提高识别成功率,有效地降低持有检测的误报率。

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