期刊文献+

时间相关单光子计数型激光雷达距离判别法 被引量:5

Distance Estimation Method Based on Photon Counting LIDAR
下载PDF
导出
摘要 为了解决光子计数型激光雷达测量系统,收集到的信号存在不确定性的问题,提出一种贝叶斯推论下的马尔可夫信号法,可实现回波峰值位置、峰值幅度等参量的提取,达到信号重建的目的.依据贝叶斯理论,利用后验预设分布模型近似描述参量的先验分布,有效提高对参量存在空间的探测速度.在求解过程中,将这些参量构成一个全局近似解,利用贝叶斯推论对所有全局近似解进行评估,挑选出最合适的全局近似解作为问题的全局最优解.实验表明,该方法具有较高的准确性和良好的鲁棒性. In order to solve the certain randomness in the signal received of photon counting. Light detection and ranging a method of Markov techniques based on the Bayesian inference was proposed to extract the peak position, peak amplitude and the noise of the present sampling data, so that the accurate distance was easily got. In Bayesian inference, the posterior distribution can be adopted to describe the prior distribution as approximately, which could effectively improve the exploration of the parameter spaces. During processing, the updated parameter and other parameters constituted a global approximate solution, and the Bayesian inference was used for the optimal solution in the global approximation solutions. Experiments demonstrated show that the parameters can be estimated to a high degree of accuracy and the method is robust.
出处 《光子学报》 EI CAS CSCD 北大核心 2015年第5期7-12,共6页 Acta Photonica Sinica
基金 国家自然科学基金(Nos.61101196 61271332) 中国博士后科学基金(No.2012M521085) 微光夜视技术重点实验室开放基金(No.J20130501)资助
关键词 激光雷达 光子计数 贝叶斯推论 马尔可夫 鲁棒性 Light Detection and Ranging (LIDAR) Photon counting Bayesian inference Markov Robust
  • 相关文献

参考文献15

  • 1ALBOTA M A, AULL B F, FOUCHE D G, et al.Three-dimensional imaging laser radars with Geiger-mode avalanche photodiode arrays[J].Lincoln Laboratory Journal, 2002, 13(2): 351-370.
  • 2阮航,吴彦鸿,贾鑫,叶伟.自旋目标逆合成孔径激光雷达成像算法[J].光子学报,2013,42(10):1238-1243. 被引量:2
  • 3ALBOTA M A, HEINRICHS R M, KOCHER D G, et al.Three-dimensional imaging laser radar with a photon-counting avalanche photodiode array and microchip laser[J].Applied Optics, 2002, 41(36):7671-7678.
  • 4BUSCK J, HEISELBERG H.Gated viewing and high-accuracy three-dimensional laser radar[J].Applied Optics, 2004, 43(24): 4705-4710.
  • 5MASSA J S, WALLACE A M, BULLER G S, et al.Laser depth measurement based on time-correlated single-photon counting[J].Optic Letters, 1997, 22(8): 543-545.
  • 6MCCARTHY A, COLLINS R J, KRICHEL N J, et al.Long-range time-of-flight scanning sensor based on high-speed time-correlated single-photon counting[J].Applied Optics, 2009, 48(32): 6241-6251.
  • 7MASSA J S, BULLER G, WALKER A, et al.Optical design and evaluation of a three-dimensional imaging and ranging system based on time-correlated single-photon counting[J].Applied Optics, 2002, 41(6): 3261-3276.
  • 8WANG Fei, ZHAO Yuan, ZHANG Yu, et al.Range accuracy limitation of pulse ranging systems based on geiger mode single photon detectors[J].Applied Optics, 2010, 49(29): 5561-5566.
  • 9薛永宏,张涛,陈荣利,安玮,张寅生.基于马尔可夫随机场的红外有形目标检测算法(英文)[J].光子学报,2013,42(10):1231-1237. 被引量:4
  • 10DIACONIS P, SALOFF-COSTE L.What do we know about the metropolis algorithm[J].Journal of Computer and System Sciences, 1998, 57: 20-36.

二级参考文献35

  • 1保铮,邢孟道,王彤等.雷达成像技术[M],北京:电子工业出版社,2008.
  • 2Rogers L T, Hattan C P and Stapleton J K 2000 Radio Sci. 35955.
  • 3Wei M, Qin X, Wang X H and Jiang W M 2007 Trans. Atmos. Sci. 30 736 (in Chinese).
  • 4Tabrikian J and Krolik J K 1999 IEEE Trails. Antennas Propag. 47 1727.
  • 5Gersoft P, Rogers L T, Krolik J K and Hodgkiss W S 2003 Radio Sci. 382640.
  • 6Barrios A 2004 Radio Sci. 39 2930.
  • 7Gerstoft P, Hodgkiss W S, Rogers L T and Jablecki M 2004 Radio Sci. 393077.
  • 8Yardim C, Gerstoft P and Hodgkiss W S 2006 IEEE Trails. Antennas Propag. 541318.
  • 9Yasudevan S, Anderson H R, Kraut S, Gerstoft P, Rogers L T and Kro?lik J L 2007 Radio Sci. 423423.
  • 10Yardirn C, Gerstoft P and Hodgkiss W S 2007 Radio Sci. 42 3561.

共引文献9

同被引文献42

引证文献5

二级引证文献24

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部