Lidar design, use, and calibration concepts for correct environmental detection
نویسنده
چکیده
The useful environmental interaction of a mobile robot, is completely dependent on the reliable extraction of information from its immediate surroundings. A particular class of sensors often now applied to this problem is the lidar (light detection and ranging) system. The aim of this article is to examine the performance limits and sources of error in these sensors at their design and calibration stages and during their general use. A framework, aimed directly at optimizing the quality of the output information, for use in mobile robot navigational algorithms, is given. The design concepts for producing correct range estimates in the presence of a large dynamic range ( 120 dB) of surface albedo is addressed. The performance limits, which can be expected in terms of systematic and random range errors, are theoretically analyzed and modeled to provide a correct calibration procedure. During this derivation, it will be shown that the naive determination of the sensor to target distance as a function of any lidar’s output signal, in general provides a false calibration. The possible scanning speed and data sampling rates are derived as functions of a lidar’s geometrical and electronic temporal design specifications. Finally the issue of temporally averaging of several range values is demonstrated and it will be shown that under certain quantified conditions, range variance reduction is possible. The text addresses the use of amplitude modulated continuous wave (AMCW) and time of flight lidars in general, but makes several references to a particular lidar design example, giving results and conclusions from an actual engineering AMCW lidar implementation.
منابع مشابه
Integration of Visible Image and LIDAR Altimetric Data for Semi-Automatic Detection and Measuring the Boundari of Features
This paper presents a new method for detecting the features using LiDAR data and visible images. The proposed features detection algorithm has the lowest dependency on region and the type of sensor used for imaging, and about any input LiDAR and image data, including visible bands (red, green and blue) with high spatial resolution, identify features with acceptable accuracy. In the proposed app...
متن کاملRadiometric Calibration of Airborne Lidar Intensity Data for Land Cover Classification
The rapid development of the airborne LiDAR systems paves the way for the use of the LiDAR technology in different bathymetric and topographic applications. LiDAR has been used effectively for digital terrain/surface modelling by measuring the range from the sensor to the earth surface. Information can be extracted on the geometry of the scanned features (e.g. buildings, roads) or surfaces elev...
متن کاملBreadboard Model of a 3d Lidar Sensor for Real-time Pose Estimation of Spacecraft
Reliable relative navigation between two spacecraft is a critical element of future On Orbit Servicing (OOS) missions and space debris removal scenarios. Sensors are required that allow for accurate estimates of a target satellite’s relative position and attitude. Scanning LiDAR (Light RADAR, also Light Detection And Ranging) based sensors are capable of creating a three dimensional point cloud...
متن کاملSmall Imaging Depth LIDAR and DCNN-Based Localization for Automated Guided Vehicle †
We present our third prototype sensor and a localization method for Automated Guided Vehicles (AGVs), for which small imaging LIght Detection and Ranging (LIDAR) and fusion-based localization are fundamentally important. Our small imaging LIDAR, named the Single-Photon Avalanche Diode (SPAD) LIDAR, uses a time-of-flight method and SPAD arrays. A SPAD is a highly sensitive photodetector capable ...
متن کاملGeometric Calibration and Radiometric Correction of LiDAR Data and Their Impact on the Quality of Derived Products
LiDAR (Light Detection And Ranging) systems are capable of providing 3D positional and spectral information (in the utilized spectrum range) of the mapped surface. Due to systematic errors in the system parameters and measurements, LiDAR systems require geometric calibration and radiometric correction of the intensity data in order to maximize the benefit from the collected positional and spect...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- IEEE Trans. Robotics and Automation
دوره 16 شماره
صفحات -
تاریخ انتشار 2000