학술논문

The Role of Detection Times in Reflectivity Estimation With Single-Photon Lidar
Document Type
Periodical
Source
IEEE Journal of Selected Topics in Quantum Electronics IEEE J. Select. Topics Quantum Electron. Selected Topics in Quantum Electronics, IEEE Journal of. 30(1: Single-Photon Technologies and Applications):1-14 Jan, 2024
Subject
Engineered Materials, Dielectrics and Plasmas
Photonics and Electrooptics
Photonics
Reflectivity
Single-photon avalanche diodes
Laser radar
Surface emitting lasers
Maximum likelihood estimation
Detectors
Dead time
direct time of flight
Fisher information
Poisson processes
single-photon avalanche diode
time-correlated single-photon counting
Language
ISSN
1077-260X
1558-4542
Abstract
In direct time-of-flight single-photon lidar, the photon detection times are typically used to estimate the depth, while the number of detections is used to estimate the reflectivity. This paper examines the use of detection times in reflectivity estimation with a free-running SPAD by proposing new estimators and unifying previous results with new analysis. In the low-flux regime where dead times are negligible, we examine the Cramér--Rao bound of reflectivity estimation. When depth is unknown, we show that an estimator based on censoring can perform almost as well as a maximum likelihood estimator, and, surprisingly, incorrect depth estimation can reduce the mean-squared errors of reflectivity estimation. We also examined joint estimation of signal and background fluxes, for which our proposed censoring-based estimator performs as well as the maximum likelihood estimator. In the high-flux regime where dead times are not negligible, we model the detection times as a Markov chain and examine some reflectivity estimators that exploit the detection times.