Non-Line-of-Sight Detection Based on Neuromorphic Time-of-Flight Sensing

被引:0
|
作者
Park, Minseong [1 ]
Yuan, Yuan [1 ]
Baek, Yongmin [1 ]
Bae, Byungjoon [1 ]
Park, Bo-In [2 ,3 ]
Kim, Young Hoon [4 ]
Lin, Nicholas [5 ]
Heo, Junseok [4 ]
Lee, Kyusang [1 ,6 ]
机构
[1] Univ Virginia, Dept Elect & Comp Engn, Charlottesville, VA 22904 USA
[2] MIT, Res Lab Elect, Cambridge, MA 02139 USA
[3] MIT, Dept Mech Engn, Cambridge, MA 02139 USA
[4] Ajou Univ, Dept Elect & Comp Engn, Suwon 16499, South Korea
[5] Univ Virginia, Dept Comp Sci, Charlottesville, VA 22904 USA
[6] Univ Virginia, Dept Mat Sci & Engn, Charlottesville, VA 22904 USA
基金
美国国家科学基金会;
关键词
memristors; time-of-flight; avalanche photodiodes; non-line-of-sight; spike-timing-dependentplasticity; neuromorphic computing; LIDAR;
D O I
10.1021/acsphotonics.3c00448
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Non-line-of-sight(NLOS) detection and ranging aim to identifyhidden objects by sensing indirect light reflections. Although numerouscomputational methods have been proposed for NLOS detection and imaging,the post-signal processing required by peripheral circuits remainscomplex. One possible solution for simplifying NLOS detection andranging involves the use of neuromorphic devices, such as memristors,which have intrinsic resistive-switching capabilities and can storespatiotemporal information. In this study, we employed the memristivespike-timing-dependent plasticity learning rule to program the time-of-flight(ToF) depth information directly into a memristor medium. By couplingthe transmitted signal from the source with the photocurrent fromthe target object into a single memristor unit, we were able to inducea tunable programming pulse based on the time interval between thetwo signals that were superimposed. Here, this neuromorphic ToF principleis employed to detect and range NLOS objects without requiring complexperipheral circuitry to process raw signals. We experimentally demonstratedthe effectiveness of the neuromorphic ToF principle by integratinga HfO2 memristor and an avalanche photodiode to detectNLOS objects in multiple directions. This technology has potentialapplications in various fields, such as automotive navigation, machinelearning, and biomedical engineering.
引用
收藏
页码:2739 / 2745
页数:7
相关论文
共 50 条
  • [41] Maximum Approach to Time-of-Arrival-Based Localization in Non-Line-of-Sight Environment
    Lui, Kenneth W. K.
    So, H. C.
    Ma, W-K.
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2010, 59 (03) : 1517 - 1523
  • [42] Rigid Body Localization Based on Time Domain Measurement in Non-Line-of-Sight Environment
    Wan P.
    Wei J.
    Yao Y.
    Peng K.
    Li W.
    Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2023, 46 (01): : 115 - 120
  • [43] Non-line-of-sight target 2D size detection with few channels at a time
    Li, Tailin
    Luo, Yihan
    Zhao, Kaiyuan
    Liu, Yaqing
    Xia, Shiye
    Ren, Ge
    Xie, Zongliang
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 246
  • [44] Non-line-of-sight Error Analysis Model Based on Fitting
    Liu, Wen
    Deng, Zhongliang
    Li, Cheng
    Yan, Xiaohan
    2017 5TH INTERNATIONAL CONFERENCE ON ENTERPRISE SYSTEMS (ES), 2017, : 245 - 252
  • [45] Ultraviolet Network Coverage Based on Non-Line-of-Sight Channel
    Li, Cheng
    Xu, Zhiyong
    Wang, Jingyuan
    Zhao, Jiyong
    Li, Jianhua
    IEEE PHOTONICS JOURNAL, 2024, 16 (01): : 1 - 10
  • [46] Feasibility of applying radio-acoustic techniques to non-line-of-sight sensing
    Georgia Inst of Technology, Atlanta, United States
    J Aircr, 2 (260-267):
  • [47] Feasibility of applying radio-acoustic techniques to non-line-of-sight sensing
    Michelson, RC
    Ahuja, KK
    Scheer, JA
    JOURNAL OF AIRCRAFT, 1996, 33 (02): : 260 - 267
  • [48] Non-line-of-sight imaging based on Archimedean spiral scanning
    Zhang, Meiling
    Shi, Yaoyao
    Sheng, Wei
    Liu, Jiaqing
    Li, Jingwen
    Wei, Yang
    Wang, Bin
    Zhang, Dejin
    Liu, Youwen
    OPTICS COMMUNICATIONS, 2023, 537
  • [49] Non-Line-of-Sight Node Localization Based on Firefly Algorithm
    Li, Lin
    Yang, Fuxing
    Deng, Zhongliang
    2017 EIGHTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2017, : 325 - 328
  • [50] FPGA Accelerator for Real-Time Non-Line-of-Sight Imaging
    Liao, Zhengpeng
    Jiang, Deyang
    Liu, Xiaochun
    Velten, Andreas
    Ha, Yajun
    Lou, Xin
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2022, 69 (02) : 721 - 734