Review of nonlinearity correction of frequency modulated continuous wave LiDAR measurement technology
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摘要:
现代测量技术中,频率调制连续波激光雷达结合了传统雷达和激光干涉测量的优点,凭借其非接触性、测量范围大、分辨率高和抗干扰能力强等特性,在大尺寸空间精密测量、微小测量以及生物计量等领域发挥着至关重要的作用。但实际应用中,激光光源的频率调制不能呈现出完全线性,使得频率调制连续波激光雷达技术的测量精度严重下降。所以,如何抑制激光的调频非线性带来的影响成为频率调制连续波激光雷达测量领域的一项研究热点。本文介绍了频率调制连续波激光雷达的工作原理,根据频率调制非线性校正方案的不同,针对性地介绍和分析了四种应用较为广泛和部分特殊的非线性校正方法,并进行了总结和展望。
Abstract:In modern measurement technology, frequency modulation continuous wave LiDAR combines the advantages of traditional radar and laser interferometry and plays an important role in the fields of the large-size space precision measurement, micro-distance measurement, and three-dimensional imaging with its characteristics such as non-contact, large measurement range, high resolution, and strong anti-jamming capability. However, in practical application, the frequency modulation of the laser light source can’t be completely linear, which greatly reduces the measurement accuracy of the frequency modulation continuous wave LiDAR technology. Therefore, how to suppress the effects of the laser frequency modulation nonlinearity has become a hot research topic in the field of frequency modulation continuous wave LiDAR measurement. This paper introduces the basic principle of the frequency modulation continuous wave LiDAR, and introduces four widely used nonlinear correction methods and some special nonlinear correction methods according to the different nonlinear correction schemes of the frequency modulation, and makes summaries and prospects.
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Key words:
- frequency modulation continuous wave /
- LiDAR /
- interferometry /
- nonlinear correction
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Overview: In the 1980s, Skolnik from Switzerland proposed a theoretical model of frequency modulation continuous wave (FMCW), and single-mode semiconductor lasers were also gradually used by researchers, which led to the formation of the frequency modulated continuous wave (FMCW) LiDAR. Frequency modulation continuous wave LiDAR is a kind of laser detection and ranging, which belongs to coherent detection. FMCW LiDAR combines the advantages of traditional radar and laser interferometry and has the advantages of large measurement range, high precision, high sensitivity, fast speed, high resolution, no distance blind zone, low transmission power, strong anti-interference ability, and no need to cooperate with targets. It is widely used in various fields such as large-scale and precision equipment manufacturing, atmospheric exploration, aerospace, and the 3D imaging because of these advantages.
In principle, the FMCW LiDAR ranging system uses the interference of the frequency linearly modulated laser emission signal and echo signal to form a stable beat signal, then calculate the target’s distance based on the frequency or phase of the beat signal. Therefore, the FMCW LiDAR ranging system has very strict requirements on the linearity of frequency modulation. However, the frequency modulation of laser light source can’t be completely linear in practical application, seriously affecting the ranging accuracy, and resolution. This makes the nonlinearity correction of the FM become the research focus of the FMCW LiDAR ranging systems. According to the different correction schemes, we can summarize the methods of frequency modulation nonlinear correction into frequency sweep active linearization based on the phase-locked loop feedback, equal optical frequency interval resampling, optical frequency comb correction method, phase ratio method, and some other special correction methods, such as on-chip modulator-based approaches. These nonlinear correction methods have their advantages and disadvantages. And this paper introduces and analyzes the principles and research progress of these methods.
Although the FMCW LiDAR measurement technology has gradually matured, further exploration and research is still needed. At present, most of the nonlinear correction methods focus on the optical system and signal processing, but we hope to solve the problem from the design of the laser itself, and make further improvements in its mechanical structure, circuit design, and temperature control to avoid subsequent complicated work. In order to achieve true intelligence, on the one hand, we need to improve the efficiency of measurement (especially three-dimensional imaging). On the other hand, we must strive to miniaturize and integrate the FMCW LiDAR measurement system to bring more convenience and wider application scenarios.
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图 4 调频非线性对测距结果的影响。(a) FMCW信号的时频图;(b) 波动拍频信号的时频图;(c) 未经非线性校准的测距信号频谱图[15]
Figure 4. Influence of FM nonlinearity on ranging results. (a) Time-frequency graph of the FMCW signal; (b) Time-frequency graph of the fluctuant beat signal; (c) A broadened distance spectrum obtained by FFT on the ranging signal without nonlinear calibration[15]
图 5 (a) 使用自外差技术进行宽带光学频率线性化的实验装置;(b) 上图:40次连续测量的距离误差,误差标准差为86 nm;下图:目标的相对距离测量,以步长为10 μm移动超过 100 μm[17]
Figure 5. (a) Experimental setup for broadband optical frequency chirp linearization using the self-heterodyne technique; (b) Top: range peak centers for 40 consecutive measurements. The standard deviation of the errors is 86 nm. Bottom: relative range measured as the target was manually moved over 100 μm in 10 μm increments[17]
图 6 (a) 用于生成精确宽带线性啁啾的光电反馈回路;(b) 环路锁定时环路光电探测器输出的测量光谱图,对应于100 GHz/ms 的光扫描速率;(c) 在1 ms持续时间内测量的光电探测器输出的傅里叶变换[18]
Figure 6. (a) Optoelectronic feedback loop for the generation of accurate broadband linear chirps; (b) Measured spectrogram of the output of the loop photodetector when the loop is in lock, corresponding to an optical sweep rate of 100 GHz/ms; (c) Fourier transform of the photodetector output measured over a 1 ms duration[18]
图 14 (a) 实验装置。基于MEMS的ECL以1 ms的周期在1 THz上进行正弦扫描。该系统根据自由运行的频率梳测量,同时记录激光雷达外差信号和瞬时ECL频率;(b) 测得的激光雷达信号的波形图。峰值幅度对应于fFMCW(t);(c) ECL瞬时频率,vECL(t)−v0;(d) 单次0.5 ms长扫描和~10 nW~100 nW返回功率的拉丝铝表面的距离信号;(e) 放大图说明了ΔR = 0.9c/(2B) = 130 μm的未变迹、带宽受限分辨率,尽管扫描速率高达3400 THz/s[45]
Figure 14. (a) Experimental setup. A MEMS-based ECL is swept sinusoidally over 1 THz with a 1 ms period. The system simultaneously records the ladar heterodyne signal and the instantaneous ECL frequency, as measured against a free-running frequency comb; (b) Sonogram of the measured ladar signal. The peak amplitude corresponds to fFMCW(t); (c) Instantaneous ECL frequency, vECL(t)−v0; (d) Range signal to the brushed Al surface for a single 0.5 ms long sweep and ~10 nW~100 nW return power; (e) Expanded view illustrating the unapodized, bandwidth-limited resolution of ΔR = 0.9c/(2B) = 130 μm, despite the sweep rate of up to 3400 THz/s[45]
图 15 (a) 一个带NIST标志的阶梯式铝块和一个25美分的硬币;(b) 由FMCW LiDAR系统在z0= 4.760 m测量得到的三维假彩图;(c) 从三维图像中提取的截面(绿色轨迹)与用坐标测量机(CMM)进行测量的结果(蓝色叉线)对比图,误差(红色叉线)标准差低于 2 μm[46]
Figure 15. (a) Photograph of an Al-step block with the NIST logo imprinted and a quarter located on the lower left corner; (b) False colored, 3D surface image of the step block, along with a quarter on the bottom left, measured by our FMCW LADAR system at a stand-off of z0= 4.760 m; (c) The FMCW LADAR image (green trace) is compared to an average of 12 measurement points taken with a CMM (blue crosses). The error (red crosses) has a standard deviation below 2 μm[46]
图 18 (a) 滤波后孤子梳的光谱;(b) 测距信号和辅助信号的时域图;(c) 提取辅助信号中的校准峰值位置。图中包含了原始辅助信号和经过希尔伯特变换(HT)的复包络信号,以及对复包络信号进行低通滤波和包络拟合处理后的波形[15]
Figure 18. (a) Spectral of the soliton comb after filtering; (b) Time-domain graph of the ranging signal and auxiliary signal; (c) Extraction of calibration peak positions in the auxiliary signal. The figure contains the original auxiliary signal and the complex envelope signal through Hilbert transform (HT), as well as the waveform processed by low-pass filtering and envelope fitting for the complex envelope signal[15]
图 20 (a) 测量干涉仪的多次扫描,目标在线性运动平台上;(b) 以最快的线性运动平台速度进行单次扫描;(c) 以直线拟合放大(a);(d),(c)拟合直线的残差[52]
Figure 20. (a) Multiple scans of a measurement interferometer with the target on a linear motion stage; (b) Single scan at fastest linear motion stage speed; (c) Zoom in of (a) with a straight line fit; (d) Residual to the straight line fit in (c)[52]
图 26 ILC对VCSEL激光扫频线性化的实验结果。(a) 残余非线性与迭代次数的关系;(b) 第256次迭代的激光频率扫描和相应的驱动电压波形。ROI用红色标记;(c),(d) 第256次迭代的ROI中的向下和向上斜坡激光频率扫描和残余误差;(e),(f) 用于比较的第一次迭代的向下和向上斜坡激光频率扫描和剩余误差[58]
Figure 26. Experimental results of laser frequency sweep linearization of VCSEL by ILC. (a) Residual nonlinearity versus the number of iterations; (b) Laser frequency sweep and the corresponding drive voltage waveforms at the 256th iteration. The ROI is labeled by red color; (c), (d) The down- and up-ramp laser frequency sweeps and residual errors in the ROIs of the 256th iteration; (e), (f) The down- and up-ramp laser frequency sweeps and residual errors of the 1st iteration for comparison[58]
图 27 (a) 基于FMCW的LiDAR系统的示意图。AWG:任意波形发生器;DFB:分布式反馈激光器;PC:偏振控制器;MZM:Mach-Zehnder调制器;BPD:平衡光电探测器;DAQ:数据采集卡。实线表示光路,虚线表示电子路;(b) 光调制后的主激光器(红色)、没有光注入的从激光器(黑色)和注入锁定后的从激光器(蓝色)的光谱[59]
Figure 27. (a) The sketch diagram of the proposed FMCW-based LiDAR system. AWG: arbitrary waveform generator; DFB: distributed feedback laser; PC: polarization controller; MZM: Mach-Zehnder modulator; BPD: balanced photodetector; DAQ: data acquisition card. Solid line means light path and dash line means electronic path; (b) The optical spectra of the master laser after optical modulation (red), the slave laser without the optical injection (black), and the slave laser after the injection-locked (blue)[59]
表 1 四种FMCW激光雷达测量的非线性校正技术重要参数和实验结果对比
Table 1. Comparison of parameters and experimental results of nonlinear correction techniques for FMCW LiDAR
非线性校正技术 锁相反馈控制线性化[17] 等光频间隔重采样[31] 光频梳校正法[46] 相位比值法[52] 频率调制范围/THz 4.8 3.52 ~1 7.49 & 5.30 频率调制速度/(THz/s) 6 1 3.4 PHz/s 6.24 THz/s & 4.42 THz/s 线性度标准差/kHz 170 --- --- --- 距离分辨率/μm 31 50 130 --- 实验所测距离/m 1.5 8.7 10.5 20 测量标准差 86 nm --- 10 μm --- 相对测量不确定度 --- --- --- 0.41×10-6 (k=2)* *k=2是指高斯概率分布假设中的置信水平为2σ -
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