室内定位研究综述

doi:10.3969/j.issn.1006-2475.2020.05.014

摘要/Abstract

摘要： 基于位置服务的精度要求越来越高，而目前室内定位精度远远无法满足需求，因此室内定位研究成为研究热点。本文通过对当前室内定位研究成果的梳理和综合述评，进一步明晰当前研究现状，确定未来研究方向。以Web of science (WOS)和CNKI数据库为数据来源，利用Citespace软件对室内定位国内外文献进行计量可视化分析。通过分析对当前室内定位研究方向进行归纳，总结当前研究热点，最后提出室内定位的未来研究展望。

关键词: 室内定位, Citespace, 文献计量可视化分析

Abstract: At present, as the precision of location based service is more and more demanding, the precision of indoor positioning is far from meeting our demand. Therefore, indoor positioning has become a research hotspot now. By combing and comprehensively reviewing the current research achievements of indoor positioning, we can further clarify the current situation of the research in this field and determine the direction of research in the future. The paper takes the Web of science (WOS) and CNKI as the data source, using Citespace to research analysis of literature of indoor positioning from domestic and foreign. We summarized the research directions of indoor positioning and research hotspots of indoor positioning in current. Finally, we present the future of prospects of research on indoor positioning.

Key words: indoor positioning, Citespace, bibliometric visual analysis

中图分类号:

TP391

薛伟莲，赵娣，张颖超. 室内定位研究综述[J]. 计算机与现代化, 2020, 0(05): 80-.

XUE Wei-lian, ZHAO Di, ZHANG Ying-chao. Review of Research on Indoor Positioning[J]. Computer and Modernization, 2020, 0(05): 80-.

参考文献

［1］ HUO Y M, DONG X D, XU W, et al. Cellular and WiFi co-design for 5G user equipment［C］// Proceedings of the 2018 IEEE 5G World Forum (5GWF). 2018:256-261.
［2］ JIAO L, XING J P, ZHANG X, et al. LCC-Rwgh: A NLOS error mitigation algorithm for localization in wireless sensor network［C］// Proceedings of the 2007 IEEE International Conference on Control and Automation. 2007:1354-1359.
［3］蔡超. 基于智能移动终端声音传感器的低延迟室内定位技术研究［D］. 武汉:华中科技大学, 2019.
［4］王雪. 基于文献计量的国内外大数据研究对比分析［J］. 高校图书馆工作, 2017,37(4):49-54.
［5］周牧,蒲巧林,田增山. 室内WLAN定位中位置指纹优化的接入点部署方法［J］. 通信学报, 2015,36(S1):30-41.
［6］ TIAN Z S, TANG X M, ZHOU M, et al. Fingerprint indoor positioning algorithm based on affinity propagation clustering［J］. EURASIP Journal on Wireless Communications and Networking, 2013,2013(1): Article No. 272, DOI: 10.1186/1687-1499-2013-272.
［7］倪巍,王宗欣. 基于接收信号强度测量的室内定位算法［J］. 复旦学报(自然科学版), 2004,43(1):72-76.
［8］孙瑜,范平志. 射频识别技术及其在室内定位中的应用［J］. 计算机应用, 2005,25(5):1205-1208.
［9］ DENG Z L, YU Y P, YUAN X, et al. Situation and development tendency of indoor positioning［J］. China Communications, 2013,10(3):42-55.
［10］GU Y Y, LO A, NIEMEGEERS I. A survey of indoor positioning systems for wireless personal networks［J］. IEEE Communications Surveys & Tutorials, 2009,11(1):13-32.
［11］HARLE R. A survey of indoor inertial positioning systems for pedestrians［J］. IEEE Communications Surveys & Tutorials, 2013,15(3):1281-1293.
［12］HE S N, CHAN S H G. Wi-Fi fingerprint-based indoor positioning: Recent advances and comparisons［J］. IEEE Communications Surveys & Tutorials, 2016,18(1):466-490.
［13］CUI D, ZHANG Q. The RFID data clustering algorithm for improving indoor network positioning based on LANDMARC technology［J］. Cluster Computing, 2019,22(5):5731-5738.
［14］LUO J, ZHANG Z Y, LIU C, et al. Reliable and cooperative target tracking based on WSN and WiFi in indoor wireless networks［J］. IEEE Access, 2018,6:24846-24855.
［15］ZHANG K, SHEN C, ZHOU Q, et al. A combined GPS UWB and MARG locationing algorithm for indoor and outdoor mixed scenario［J］. Cluster Computing, 2019,22(4):5965-5974.
［16］KALBANDHE A A, PATIL S C. Indoor positioning system using Bluetooth low energy［C］// Proceedings of the 2016 International Conference on Computing, Analytics and Security Trends. 2016:451-455.
［17］PAREDES J A, ALVAREZ F J, AGUILERA T, et al. 3D indoor positioning of UAVs with spread spectrum ultrasound and time-of-flight cameras［J］. Sensors, 2017,18(1), DOI: 10.3390/s18010089.
［18］〖JP+3〗MARTIN-GOROSTIZA E, GARCIA-GARRIDO M A, PIZARRO D, et al. An indoor positioning approach based on fusion of cameras and infrared sensors［J］. Sensors, 2019,19(11), DOI: 10.3390/s19112519.
［19］浦宇欢,毛丽民,刘龙飞. 基于ZigBee的机器人室内定位设计［J］. 实验室研究与探索, 2017,36(4):64-68.
［20］李成渊. 射频识别技术的应用与发展研究［J］. 无线互联科技, 2016(20):146-148.
［21］HIGHTOWER J, BORRIELLO G, WANT R. SpotON: An Indoor 3D Location Sensing Technology Based on RF Signal Strength［R］. University of Washington, 2000.
［22］HIGHTOWER J, VAKILI C, BORRIELLO G, et al. Design and Calibration of the SpotON Ad-Hoc Location Sensing System［R］. University of Washington, 2001.
［23］NI L M, LIU Y H, LAU Y C, et al. LANDMARC: Indoor location sensing using active RFID［J］. Wireless Networks, 2004,10(6):701-710.
［24］WANG C Z, SHI Z C, WU F, et al. An RFID indoor positioning system by using particle swarm optimization-based artificial neural network［C］// Proceedings of the 2016 International Conference on Audio, Language and Image Processing. 2016:738-742.
［25］ZHAO Y Y, LIU Y H, NI L M. VIRE: Active RFID-based localization using virtual reference elimination［C］// Proceedings of the 2007 International Conference on Parallel Processing. 2007, DOI: 10.1109/ICPP.2007.84.
［26］YAO C Y, HSIA W C. An indoor positioning system based on the dual-channel passive RFID technology［J］. IEEE Sensors Journal, 2018,18(11):4654-4663.
［27］KHAN U H, RASHEED H, ASLAM B, et al. Localization of compact circularly polarized RFID tag using ToA technique［J］. Radioengineering, 2017,26(1):147-153.
［28］BAHL P, PADMANABHAN V N. RADAR: An in-building RF-based user location and tracking system［C］// Proceedings of the 19th Annual Joint Conference of the IEEE Computer and Communications Societies. 2000,2:775-784.
［29］YOUSSEF M. Horus: A WLAN-based Indoor Location Determination System［D］. University of Maryland, 2004.
［30］黄鱼. WiFi定位浪潮渐起［J］. 中国无线电, 2014(3):44-45.
［31］ALAVI B, PAHLAVAN K. Modeling of the TOA-based distance measurement error using UWB indoor radio measurements［J］. IEEE Communications Letters, 2006,10(4):275-277.
［32］LI H, REN B. Wireless location for indoor based on UWB［C］// Proceedings of the 34th Chinese Control Conference. 2015:6430-6433.
［33］石敏. 融合多滤波器的iBeacon室内定位方法研究与实现［D］. 杭州:杭州电子科技大学, 2019.
［34］吴奇轩. 基于RSSI的低功耗蓝牙4.0室内定位技术研究［D］. 杭州:浙江大学, 2018.
［35］吴栋淦. 基于iBeacon的智能导览系统的设计与实现［J］. 贵阳学院学报(自然科学版), 2014,9(4):9-13.
［36］HUA B, RAMA E, CAPI G, et al. Intelligent navigation and accurate positioning of an assist robot in indoor environments［C］// Proceedings of the 2nd International Conference on Robotics and Machine Vision. 2017, DOI: 10.1117/12.2304676.
［37］WANT R, HOPPER A, FALCAO V, et al. The active badge location system［J］. ACM Transactions on Information Systems, 1992,10(1):91-102.
［38］LUOH L. ZigBee-based intelligent indoor positioning system soft computing［J］. Soft Computing, 2014,18(3):443-456.
［39］KONINGS D, BUDEL A, ALAM F, et al. Entity tracking within a ZigBee based smart home［C］// Proceedings of the 23rd International Conference on Mechatronics & Machine Vision in Practice. 2016:190-195.
［40］周家鹏,汪云甲,李昕,等. 地磁室内定位技术研究［J］. 测绘通报, 2019(1):18-22.
［41］LI H X, WANG J, ZHANG X F, et al. Indoor visible light positioning combined with ellipse-based ACO-OFDM［J］. IET Communications, 2018,12(17):2181-2187.
［42］席瑞,李玉军,侯孟书. 室内定位方法综述［J］. 计算机科学, 2016,43(4):1-6.
［43］HEIDARI M, PAHLAVAN K. Identification of the absence of direct path in ToA-based indoor localization systems［J］. International Journal of Wireless Information Networks, 2008,15(3-4):117-127.
［44］TIEMANN J, WIETFELD C. Scalable and precise multi-UAV indoor navigation using TDOA-based UWB localization［C］// Proceedings of the 2017 International Conference on Indoor Positioning and Indoor Navigation. 2017, DOI: 10.1109/IPIN.2017.8115937.
［45］WEN F X, LIANG C. An indoor AOA estimation algorithm for IEEE 802.11ac Wi-Fi signal using single access point［J］. IEEE Communications Letters, 2014,18(12):2197-2200.
［46］罗宇锋,王鹏飞,陈彦峰. 基于RSSI测距的WiFi室内定位算法研究［J］. 测控技术, 2017,36(10):28-32.
［47］FANG H, LIU M, LI F, et al. A novel adaptive algorithm for location based on distance-loss model in complex environment［C］// Proceedings of the 2016 IEEE 20th International Conference on Computer Supported Cooperative Work in Design. 2016:26-30.
［48］LI W, YUAN Z M, YANG S H, et al. Error analysis on RSS range-based localization based on general log-distance path loss model［C］// Proceedings of the 2018 IEEE 15th International Conference on Mobile Ad Hoc and Sensor Systems. 2018:469-474.
［49］张晓俊. 基于UWB信号的室内混合定位算法及性能分析研究［D］. 南京:南京邮电大学, 2018.
［50］CHOW K H, HE S N, TAN J J, et al. Efficient locality classification for indoor fingerprint-based systems［J］. IEEE Transactions on Mobile Computing, 2019,18(2):290-304.
［51］张文学. 基于WiFi的RSSI指纹定位算法研究［D］. 成都:电子科技大学, 2015.
［52］戴志诚,李小年,陈增照,等. 基于KNN算法的可变权值室内指纹定位算法［J］. 计算机工程, 2019,45(6):310-314.
［53］LI C G, QIU Z Y, LIU C T. An improved weighted K-nearest neighbor algorithm for indoor positioning［J］. Wireless Personal Communications, 2017,96(2):2239-2251.
［54］XIE H W, GU T, TAO X P, et al. A reliability-augmented particle filter for magnetic fingerprinting based indoor localization on smartphone［J］. IEEE Transactions on Mobile Computing, 2016,15(8):1877-1892.
［55］ZHOU C, YUAN J Z, LIU H Z, et al. Bluetooth indoor positioning based on RSSI and Kalman filter［J］. Wireless Personal Communications, 2017,96(3):4115-4130.
［56］倪晓军,高雁,李凌锋. 基于RSSI的混合滤波算法［J］. 计算机科学, 2019,46(8):133-137.

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