An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar
Photon counting lidar for long-range detection faces the problem of declining ranging performance caused by background noise. Current anti-noise methods are not robust enough in the case of weak signal and strong background noise, resulting in poor ranging error. In this work, based on the character...
Guardado en:
Autores principales: | , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
MDPI AG
2021
|
Materias: | |
Acceso en línea: | https://doaj.org/article/27734037364e4f14b4a3da7cca71cfc2 |
Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
id |
oai:doaj.org-article:27734037364e4f14b4a3da7cca71cfc2 |
---|---|
record_format |
dspace |
spelling |
oai:doaj.org-article:27734037364e4f14b4a3da7cca71cfc22021-11-25T17:30:12ZAn Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar10.3390/e231114991099-4300https://doaj.org/article/27734037364e4f14b4a3da7cca71cfc22021-11-01T00:00:00Zhttps://www.mdpi.com/1099-4300/23/11/1499https://doaj.org/toc/1099-4300Photon counting lidar for long-range detection faces the problem of declining ranging performance caused by background noise. Current anti-noise methods are not robust enough in the case of weak signal and strong background noise, resulting in poor ranging error. In this work, based on the characteristics of the uncertainty of echo signal and noise in photon counting lidar, an entropy-based anti-noise method is proposed to reduce the ranging error under high background noise. Firstly, the photon counting entropy, which is considered as the feature to distinguish signal from noise, is defined to quantify the uncertainty of fluctuation among photon events responding to the Geiger mode avalanche photodiode. Then, the photon counting entropy is combined with a windowing operation to enhance the difference between signal and noise, so as to mitigate the effect of background noise and estimate the time of flight of the laser pulses. Simulation and experimental analysis show that the proposed method improves the anti-noise performance well, and experimental results demonstrate that the proposed method effectively mitigates the effect of background noise to reduce ranging error despite high background noise.Mingwei HuangZijing ZhangJiaheng XieJiahuan LiYuan ZhaoMDPI AGarticleentropyphoton counting lidarnoise mitigationranging errorScienceQAstrophysicsQB460-466PhysicsQC1-999ENEntropy, Vol 23, Iss 1499, p 1499 (2021) |
institution |
DOAJ |
collection |
DOAJ |
language |
EN |
topic |
entropy photon counting lidar noise mitigation ranging error Science Q Astrophysics QB460-466 Physics QC1-999 |
spellingShingle |
entropy photon counting lidar noise mitigation ranging error Science Q Astrophysics QB460-466 Physics QC1-999 Mingwei Huang Zijing Zhang Jiaheng Xie Jiahuan Li Yuan Zhao An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar |
description |
Photon counting lidar for long-range detection faces the problem of declining ranging performance caused by background noise. Current anti-noise methods are not robust enough in the case of weak signal and strong background noise, resulting in poor ranging error. In this work, based on the characteristics of the uncertainty of echo signal and noise in photon counting lidar, an entropy-based anti-noise method is proposed to reduce the ranging error under high background noise. Firstly, the photon counting entropy, which is considered as the feature to distinguish signal from noise, is defined to quantify the uncertainty of fluctuation among photon events responding to the Geiger mode avalanche photodiode. Then, the photon counting entropy is combined with a windowing operation to enhance the difference between signal and noise, so as to mitigate the effect of background noise and estimate the time of flight of the laser pulses. Simulation and experimental analysis show that the proposed method improves the anti-noise performance well, and experimental results demonstrate that the proposed method effectively mitigates the effect of background noise to reduce ranging error despite high background noise. |
format |
article |
author |
Mingwei Huang Zijing Zhang Jiaheng Xie Jiahuan Li Yuan Zhao |
author_facet |
Mingwei Huang Zijing Zhang Jiaheng Xie Jiahuan Li Yuan Zhao |
author_sort |
Mingwei Huang |
title |
An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar |
title_short |
An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar |
title_full |
An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar |
title_fullStr |
An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar |
title_full_unstemmed |
An Entropy-Based Anti-Noise Method for Reducing Ranging Error in Photon Counting Lidar |
title_sort |
entropy-based anti-noise method for reducing ranging error in photon counting lidar |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/27734037364e4f14b4a3da7cca71cfc2 |
work_keys_str_mv |
AT mingweihuang anentropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT zijingzhang anentropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT jiahengxie anentropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT jiahuanli anentropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT yuanzhao anentropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT mingweihuang entropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT zijingzhang entropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT jiahengxie entropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT jiahuanli entropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar AT yuanzhao entropybasedantinoisemethodforreducingrangingerrorinphotoncountinglidar |
_version_ |
1718412273973723136 |