首页|基于MIMU与Wi-Fi的普适室内定位方法综述

基于MIMU与Wi-Fi的普适室内定位方法综述

Review of ubiquitous indoor positioning methods based on MIMU and Wi-Fi

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室内导航定位作为城市数字化转型的重要基石和关键技术之一,在智慧城市发展建设的过程中起到至关重要的作用.然而,受复杂多变的室内环境、空间结构布局及室内行人活动等影响,实现准确可靠、普适泛在的室内定位,满足大众化的定位需求,有效助力智慧城市发展仍面临很大的挑战.其中,基于微惯性测量单元(MIMU)的航位推算定位方法具有体积小、成本低、自主性强及实时性高等特点,且现有无线保真(Wi-Fi)信号覆盖广泛,无需额外布设设备,使得基于MIMU与Wi-Fi的室内定位技术因具有广泛的研究价值和意义而受到广泛关注.主要围绕基于MIMU与Wi-Fi的室内定位方法进行综述.首先,分类阐述了基于MIMU的室内定位方法原理,并概括了其存在的问题及研究现状;其次,分析了基于Wi-Fi的室内定位方法研究的局限性与面临的挑战,重点总结了基于机器学习的Wi-Fi指纹室内定位方法研究现状;再次,系统对比分析了现有的基于MIMU与Wi-Fi的融合定位方法,考虑了其优缺点及各自的适用性;最后,对基于MIMU与Wi-Fi的定位方法未来的发展趋势进行了展望.
Indoor navigation and positioning,as an important cornerstone and one of the key technologies of urban digital transformation,plays a crucial role in the development and construction of smart cities.However,due to the complex and ever-changing indoor environment,spatial structure layout,indoor pe-destrian activities,etc.,achieving accurate,reliable and universal indoor positioning to meet the needs of mass positioning and effectively promote the development of smart cities still faces great chal-lenges.With the advantages of the dead reckoning positioning method based on micro-inertial measurement units(MIMU),including small size,low cost,strong autonomy and high real-time performance,as well as the widespread coverage of existing Wi-Fi signals that do not require addi-tional equipment deployment,indoor positioning technology based on MIMU and Wi-Fi has gained significant attention for its extensive research value and significance.The indoor positioning meth-ods based on MIMU and Wi-Fi are mainly reviewed.Firstly,the principle of MIMU-based indoor positioning methods is classified and explained,and the problems and research status of MIMU-based indoor positioning are summarized.Secondly,the limitations and challenges of Wi-Fi-based indoor positioning methods are analyzed,with a focus on summarizing the current research status of machine-learning-based Wi-Fi fingerprint indoor positioning methods.Thirdly,the existing fu-sion positioning methods based on MIMU and Wi-Fi are systematically compared and analyzed by considering their advantages,disadvantages,and applications respectively.Finally,the future de-velopment trends of MIMU and Wi-Fi based positioning methods are prospected.

Indoor positioningMicro inertial measurement unitWireless fidelity(Wi-Fi)Fusion posi-tioning

张帅、陈建广、陈锐志、汪云甲、黄风华、李召洋

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重庆交通大学智慧城市学院,重庆 400074

福建省空间信息感知与智能处理重点实验室(阳光学院),福州 350015

中国矿业大学环境与测绘学院,江苏徐州 221116

浙江德清知路导航研究院有限公司,浙江德清 313200

武汉大学测绘遥感信息工程国家重点实验室,武汉 430079

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室内定位 微惯性测量单元 Wi-Fi 融合定位

重庆市自然科学基金面上项目重庆市教委科学技术研究项目重庆市博士"直通车"科研项目福建省空间信息感知与智能处理重点实验室开放基金

CSTB2022NSCQ-MSX1625KJQN202100734CSTB2022BSXM-JSX0020FKLSIPIP1008

2024

导航定位与授时

导航定位与授时

CSTPCD
ISSN:
年,卷(期):2024.11(5)
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