简化室内定位使用蓝牙信标和接收信号强度指纹与智能手表
Leana Bouse1,2, Scott A King1,2, Tianxing Chu1,3
1Department of Computer Science, Texas A&M University-Corpus Christi, 6300 Ocean Drive, Corpus Christi, TX 78412, USA.
Sensors (Basel, Switzerland)
|April 13, 2024
概括
这项研究介绍了一个室内定位系统,使用蓝牙低能耗信标和智能手表. 该系统准确地确定室内位置,为室内定位需求提供低成本,低复杂性的解决方案.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 无处不在的计算无处不在的计算
背景情况:
- 全球定位系统 (GPS) 由于信号衰减,对室内位置跟踪无效.
- 精确的室内定位需要替代技术来克服GPS的局限性.
- 现有的室内定位系统对最终用户来说可能是复杂和昂贵的.
研究的目的:
- 开发一个低成本,低复杂度的室内定位系统.
- 为了在用户的室内空间内实现室级位置检测.
- 通过尽量减少处理需求,使智能手表应用程序的并发使用成为可能.
主要方法:
- 使用蓝牙低能耗 (BLE) 信标和智能手表蓝牙扫描仪.
- 实现了本地化最近邻近算法.
- 应用移动平均线过器来提高结果的准确性.
主要成果:
- 在三个房间的家庭环境中达到85.9%的准确性.
- 在五个房间测试时达到92.106%的准确性.
- 在大多数地区表现出很高的准确性 (超过96%),假阳性集中在过渡区.
结论:
- 开发的系统为室内定位提供了有效和高效的解决方案.
- 该系统的低复杂性和处理要求使其易于使用,适合同时使用智能手表.
- 这种方法为GPS无法使用的室内精确定位提供了切实可行的替代方案.
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