在移动设备的室内定位中使用MNL模型
Feng Xie1, Ming Xie2, Cheng Wang1
1School of Information Science and Technology, Sanda University, Shanghai 201209, China.
Biomimetics (Basel, Switzerland)
|June 27, 2023
概括
本研究引入了一种新的Wi-Fi指纹识别方法,用于准确的室内定位服务 (IPS). 该方法使用多项逻辑模型 (MNL) 来实现实时位置确定,精度约为3米.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 地理学工程 工程地质学
背景情况:
- 室内定位服务 (IPS) 对于复杂环境中的导航和信息访问至关重要.
- 基于Wi-Fi的室内定位利用现有的无线局域网 (WLAN),提供显著的市场潜力.
- 在大型室内场馆,准确的实时定位仍然是一个挑战.
研究的目的:
- 介绍一种用于室内定位的实时Wi-Fi信号指纹的新方法.
- 评估拟议定位技术的准确性和可行性.
- 为了提高移动设备定位在商业和公共空间的性能.
主要方法:
- 实现多项逻辑模型 (MNL) 用于生成Wi-Fi信号指纹.
- 实时数据收集和处理Wi-Fi信号强度.
- 实验验证涉及31个随机选择的测试地点.
主要成果:
- 提出的基于MNL的方法证明了有效的实时室内定位.
- 移动设备的平均定位精度约为3米.
- 实验测试中的中位精度为2.53米.
结论:
- 多项逻辑模型为基于Wi-Fi的室内定位提供了可行且准确的解决方案.
- 该方法有望在各种大型商业和运输枢纽中得到广泛应用.
- 这种方法可以实现大约3米的实时定位精度.
相关概念视频
Field Application of Global Positioning System
72
The Global Positioning System (GPS) has become an indispensable tool in fieldwork, offering unparalleled precision and efficiency for surveying, navigation, and infrastructure development. By harnessing signals from a constellation of satellites, GPS receivers determine the location of objects with remarkable speed and accuracy, often completing calculations within a second.Advantages of Modern GPS TechnologyContemporary GPS receivers are designed to meet the practical demands of field...
72
Design Example: Identifying the Locations of Monuments in the Field Using Global Positioning System Device
121
Surveyors use Global Positioning System (GPS) technology to measure the precise location and elevation of points on Earth. In a recent survey, GPS receivers were used to determine the coordinates and elevations of two park monuments. The process involved careful mission planning, data collection, and correction to ensure accuracy. The survey began with mission planning to identify optimal satellite visibility and minimize Position Dilution of Precision (PDOP). A geodetic control point...
121
Errors in Global Positioning System
75
Global Positioning System (GPS) technology has revolutionized navigation and positioning, but its accuracy is often compromised by various errors. These errors, stemming from environmental, satellite, and receiver-related factors, require careful mitigation to ensure reliable performance across applications.Atmospheric ErrorsGPS signals travel through the Earth’s ionosphere and troposphere, introducing delays which affect accuracy. The ionosphere is strongly influenced by charged particles,...
75
Types of Global Positioning System Surveys
83
GPS surveying methods vary in application, accuracy, and data collection techniques, catering to diverse surveying and mapping needs. Static GPS, kinematic GPS, and real-time kinematic (RTK) surveying are widely used. Each technique offers distinct advantages.Static GPS involves placing one receiver at a known reference point and another at the target point. It collects exact positional data by observing multiple satellite ranges over an extended period, achieving centimeter-level accuracy for...
83
Introduction to Global Positioning System
100
The Global Positioning System (GPS) revolutionized positioning on Earth, providing precise location data through satellite ranging. The GPS system was developed in 1978 by the U.S. Department of Defense for military use, and it became available for civilian applications in 1983, transforming fields including navigation, fleet management, and time synchronization for telecommunications systems.GPS consists of satellites in medium Earth orbit, about 20,200 kilometers above the surface,...
100
Electronic Distance Measuring Instruments
66
Electronic Distance Measuring Instruments (EDMs) are essential tools in modern surveying, offering precise distance measurements by emitting electromagnetic signals and calculating the time required for these signals to travel to a target and return. Two primary types of signals are used in EDMs — light waves and microwaves — each suited to specific environmental and distance requirements. Light-wave-based EDMs utilize either infrared or laser light, providing high accuracy over short...
66


