基于RFID的目标成像方法的性能评价与分析Performance evaluation and analysis of target imaging methods based on RFID
史伟光,李婉琪
摘要(Abstract):
TagScan成像系统将目标估计图像与实际图像进行直观视觉对比来评估成像性能,该方法简单易行但难以反映精确的图像失真程度,致使影响TagScan系统成像性能的因素尚未被分析。针对以上问题,本文提出一种基于偏离度的成像精度评价方法,通过计算目标实际图像轮廓点与对应的估计图像轮廓点的偏差,将目标估计图像的误差量化。选取不同边缘类型目标的估计图像为研究对象,利用偏离度分析目标初始轮廓的形式对目标成像精度的影响,为目标初始轮廓的优化设定提供依据。仿真结果表明:对于四边形目标,采用直线型目标初始轮廓获取的估计图像的偏离度比采用弧线型目标初始轮廓获取的估计图像的偏离度降低了87.63%;对于圆形目标,采用弧线型目标初始轮廓的估计图像的偏离度比采用直线型目标初始轮廓的估计图像的偏离度降低了96.6%。
关键词(KeyWords): RFID;目标成像;偏离度;性能评价
基金项目(Foundation): 天津市自然科学基金资助项目(19JCQNJC03300)
作者(Author): 史伟光,李婉琪
参考文献(References):
- [1] ADIB F,KABELAC Z,KATABI D,et al. 3D tracking via body radio reflections[C]//Networked Systems Design and Implementation.[s.l.]:Association for Computing Machinery(ACM),2014:1-13.
- [2] YODPIJIT N,PONGMIT K,SITTIWANCHAI T,et al. Designing a 3D human movement analysis system[C]//2017 IEEE3rd International Conference on Engineering Technologies and Social Sciences(ICETSS). Bangkok,Thailand:IEEE,2018:1-5.
- [3] WANG W,LIU A X,SHAHZAD M,et al. Understanding and modeling of WiFi signal based human activity recognition[C]//Proceedings of the 21st Annual International Conference on Mobile Computing and Networking. New York:ACM,2015:65–76.
- [4] WANG Y,LIU J,CHEN Y Y,et al. E-eyes:Device-free location-oriented activity identification using fine-grained WiFi signatures[C]//Proceedings of the 20th Annual International Conference on Mobile Computing and Networking. New York:ACM,2014:617-628.
- [5] HAN C M,WU K S,WANG Y X,et al. WiFall:Device-free fall detection by wireless networks[C]//IEEE INFOCOM 2014-IEEE Conference on Computer Communications. Toronto,ON,Canada:IEEE,2014:271-279.
- [6] KONG X B,MENG L,TOMIYAMA H,et al. Fall detection for elderly persons using a depth camera[C]//International Conference on Advanced Mechatronic Systems(ICAMechS). Xiamen,China:IEEE,2017:269-273.
- [7]彭焕良.热成像技术发展综述[J].激光与红外,1997,27(3):131-136.PENG H L. A summary of the development of thermal imaging technology[J]. Laser&Infrared,1997,27(3):131-136(in Chinese).
- [8] PESTANA D G,MENDON?A F,MORGADO-DIAS F. A low cost FPGA based thermal imaging camera for fault detection in PV panels[C]//2017 International Conference on Internet of Things for the Global Community(IoTGC). Funchal,Portugal:IEEE,2017:1-6.
- [9] ZHONG W,HE W K,WANG L,et al. Through-the-wall imaging using Wi-Fi signals[C]//2018 12th International Symposium on Antennas,Propagation and EM Theory(ISAPE).Hangzhou,China:IEEE,2018:1-3.
- [10] NIROSHAN L,DHARMADASA I,EDIRISINGHE S,et al.Enhancing the accuracy of Wi-Fi tomographic imaging using a human-interference model[C]//International Conference on Advances in ICT for Emerging Regions(ICTer). Colombo,SriLanka:IEEE,2018:1-6.
- [11] HUANG D,NANDAKUMAR R,GOLLAKOTA S. Feasibility and limits of Wi-Fi imaging[C]//Proceedings of the 12th ACM Conference on Embedded Network Sensor Systems. New York:ACM,2014:266-279.
- [12] PU Q F,GUPTA S,GOLLAKOTA S,et al. Whole-home gesture recognition using wireless signals[C]//Proceedings of the19th annual international conference on Mobile computing&networking-MobiCom'13. New York:ACM,2013:27-38.
- [13] SUN L,SEN S,KOUTSONIKOLAS D,et al. WiDraw:enabling hands-free drawing in the air on commodity WiFi devices[C]//Proceedings of the 21st Annual International Conference on Mobile Computing and Networking. New York, USA:ACM,2015:77–89.
- [14] WANG J,XIONG J,JIANG H B,et al. Low human-effort,device-free localization with fine-grained subcarrier information[J]. IEEE Transactions on Mobile Computing,2018,17(11):2550-2563.
- [15] MASLOV A A,PROKHORENKOV A M,SOVLUKOV A S,et al. Measurement of interface position between substances in a tank by radiofrequency techniques[C]//2018 12th International Conference on Sensing Technology(ICST). Limerick,Ireland:IEEE,2019:251-255.
- [16] ADIB F,HSU C Y,MAO H Z,et al. Capturing the human figure through a wall[J]. ACM Transactions on Graphics,2015,34(6):1-13.
- [17] ZARIC A,CRUZ C C,FERNANDES C A,et al. Feasibility study of suitcase identification and imaging Using a UWB tag[C]//2012 IEEE International Conference on RFID-Technologies and Applications(RFID-TA). Nice,France:IEEE,2013:335-338.
- [18] GüTTLER F,HEINRICH A,KRAU?P,et al. RFID-based real-time navigation for interventional magnetic resonance imaging:development and evaluation of a novel tracking system[J]. Journal of Medical Devices,2017,11(3):031007.
- [19] WANG J,XIONG J,CHEN X J,et al. TagScan:simultaneous target imaging and material identification with commodity RFID devices[C]//Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking. New York,NY,USA:ACM,2017:288-300.
- [20] TISSERAND E,BERVILLER Y. Original structure for WalshHadamard transform on sliding window[J]. Electronics Letters,2015,51(23):1850-1852.