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基于改进EWKNN算法的室内定位系统设计与实现

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本研究提出了一种基于改进EWKNN算法的室内定位系统,将在线的AP选择和改进权重系数的EWKNN算法融合后用于室内定位.此外,本文还阐述了基于改进后的EWKNN算法的室内定位系统的开发流程,涵盖了数据库建立方法、EWKNN算法的改进、测试与执行,以及Android客户端的展示.系统的测试结果显示,该定位系统能够在室内无障碍环境中有效地进行定位,具备出色的实时性和高定位精度,能够适应多种室内场景的定位要求.
Design and Implementation of Indoor Localization System Based on Improved EWKNN Algorithmk
In this study,an indoor localization system based on the improved EWKNN algorithm is proposed,which incorporates online AP selection and the EWKNN algorithm with improved weighting coefficients for indoor localization.In addition,this paper describes the development process of the indoor localization system based on the improved EWKNN algorithm,covering the database establishment method,the improvement of the EWKNN algorithm,the testing and execution,and the demonstration of the Android client.The test results of the system show that the positioning system is able to locate effectively in indoor barrier-free environments with ex-cellent real-time performance and high positioning accuracy,and is able to adapt to the positio-ning requirements of a variety of indoor scenarios.

Indoor positioningAP selectionAndroid clientRSSI

王艳春、王洋洋、孙劭业

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齐齐哈尔大学通信与电子工程学院,黑龙江 齐齐哈尔 161006

室内定位 AP选择 安卓客户端 RSSI

2024

长江信息通信
湖北通信服务公司

长江信息通信

影响因子:0.338
ISSN:2096-9759
年,卷(期):2024.37(12)