TY - GEN
T1 - Two-Parameter Gauss-Newton Based Real- Time Ranging Method for Full-Waveform LiDAR
AU - Bi, Tengfei
AU - Li, Xiaolu
AU - Chen, Wenbin
AU - Ma, Zichen
AU - Xu, Lijun
AU - Li, Duan
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Real-time ranging can boost the imaging performance and speed for full-waveform light detection and ranging (FW-LiDAR). To enhance ranging accuracy and maximum ranging rate, a two-parameter Gauss-Newton (Two-GN) based real-time ranging method is proposed for high- accuracy real-time ranging with lower hardware resource consumption. The Two-GN reduces the coefficient matrix size from 3×3 to 2×2 for obtaining quick iteration step vector solutions. FPGA implementation employs a module-level pipeline to enhance the maximum ranging rate. Experimental results showed that the ranging standard deviation (RStD) of Two-GN achieves 1.5 mm@51.90 dB, the absolute of mean ranging error (MRE) is lower than 2.0 mm@12.53 dB. The maximum ranging rate is improved to 2.21 MHz, the FPGA hardware resource and power consumption are reduced by over 30%. It is beneficial for real time imaging applications in autonomous driving and spacecraft space docking.
AB - Real-time ranging can boost the imaging performance and speed for full-waveform light detection and ranging (FW-LiDAR). To enhance ranging accuracy and maximum ranging rate, a two-parameter Gauss-Newton (Two-GN) based real-time ranging method is proposed for high- accuracy real-time ranging with lower hardware resource consumption. The Two-GN reduces the coefficient matrix size from 3×3 to 2×2 for obtaining quick iteration step vector solutions. FPGA implementation employs a module-level pipeline to enhance the maximum ranging rate. Experimental results showed that the ranging standard deviation (RStD) of Two-GN achieves 1.5 mm@51.90 dB, the absolute of mean ranging error (MRE) is lower than 2.0 mm@12.53 dB. The maximum ranging rate is improved to 2.21 MHz, the FPGA hardware resource and power consumption are reduced by over 30%. It is beneficial for real time imaging applications in autonomous driving and spacecraft space docking.
KW - Field programmable gate array
KW - Full-waveform light detection and ranging
KW - Gauss-Newton
KW - Two-parameter Gaussian ranging model
UR - https://www.scopus.com/pages/publications/85197810286
U2 - 10.1109/I2MTC60896.2024.10560745
DO - 10.1109/I2MTC60896.2024.10560745
M3 - 会议稿件
AN - SCOPUS:85197810286
T3 - Conference Record - IEEE Instrumentation and Measurement Technology Conference
BT - I2MTC 2024 - Instrumentation and Measurement Technology Conference
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2024 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2024
Y2 - 20 May 2024 through 23 May 2024
ER -