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  • Article
  • Open Access
2 Citations
4,015 Views
22 Pages

Lidar Ratio Regional Transfer Method for Extinction Coefficient Accuracy Improvement in Lidar Networks

  • Yicheng Tong,
  • Sijie Chen,
  • Da Xiao,
  • Kai Zhang,
  • Jing Fang,
  • Chong Liu,
  • Yibing Shen and
  • Dong Liu

28 January 2022

Lidar networks are essential to study the three-dimensional distribution of aerosols on a regional scale. At present, both Mie-scattering lidar (ML) and advanced lidars are being used in lidar networks. The latter can retrieve extinction coefficients...

  • Review
  • Open Access
2,456 Views
34 Pages

A Review of Solid-State LiDAR Principles and Metasurface-Based LiDAR Sensors

  • Elif Demirbas,
  • Braden Boucher,
  • Matthew Baker,
  • Joshua Andrews,
  • William Cruz,
  • Sara Mueller and
  • Samuel Serna-Otalvaro

19 December 2025

Light Detecting and Ranging (LiDAR) has been a promising solution for autonomous vehicles. For beam-steering mechanisms, solid-state LiDAR with microelectromechanical systems (MEMS) and optical phased arrays (OPAs) have demonstrated robust and compac...

  • Article
  • Open Access
16 Citations
4,084 Views
29 Pages

Low-Cost Calibration of Matching Error between Lidar and Motor for a Rotating 2D Lidar

  • Chang Yuan,
  • Shusheng Bi,
  • Jun Cheng,
  • Dongsheng Yang and
  • Wei Wang

20 January 2021

For a rotating 2D lidar, the inaccurate matching between the 2D lidar and the motor is an important error resource of the 3D point cloud, where the error is shown both in shape and attitude. Existing methods need to measure the angle position of the...

  • Article
  • Open Access
9 Citations
6,830 Views
19 Pages

LiDAR Intensity Completion: Fully Exploiting the Message from LiDAR Sensors

  • Weichen Dai,
  • Shenzhou Chen,
  • Zhaoyang Huang,
  • Yan Xu and
  • Da Kong

4 October 2022

Light Detection and Ranging (LiDAR) systems are novel sensors that provide robust distance and reflection strength by active pulsed laser beams. They have significant advantages over visual cameras by providing active depth and intensity measurements...

  • Technical Note
  • Open Access
8 Citations
2,260 Views
13 Pages

The Detection of Desert Aerosol Incorporating Coherent Doppler Wind Lidar and Rayleigh–Mie–Raman Lidar

  • Manyi Li,
  • Haiyun Xia,
  • Lian Su,
  • Haobin Han,
  • Xiaofei Wang and
  • Jinlong Yuan

22 November 2023

Characterization of aerosol transportation is important in order to understand regional and global climatic changes. To obtain accurate aerosol profiles and wind profiles, aerosol lidar and Doppler wind lidar are generally combined in atmospheric mea...

  • Review
  • Open Access
22 Citations
11,798 Views
28 Pages

Advances in Silicon-Based Integrated Lidar

  • Mingxuan Hu,
  • Yajun Pang and
  • Long Gao

26 June 2023

Silicon-based Lidar is an ideal way to reduce the volume of the Lidar and realize monolithic integration. It removes the moving parts in the conventional device and realizes solid-state beam steering. The advantages of low cost, small size, and high...

  • Article
  • Open Access
20 Citations
4,709 Views
18 Pages

10 April 2020

Lidar techniques have been widely employed for atmospheric remote sensing during past decades. However, an important drawback of the traditional atmospheric pulsed lidar technique is the large blind range, typically hundreds of meters, due to incompl...

  • Feature Paper
  • Review
  • Open Access
46 Citations
14,951 Views
35 Pages

Polarization Lidar: Principles and Applications

  • Xudong Liu,
  • Liping Zhang,
  • Xiaoyu Zhai,
  • Liye Li,
  • Qingji Zhou,
  • Xue Chen and
  • Xiaobo Li

4 October 2023

Traditional lidar techniques mainly rely on the backscattering/echo light intensity and spectrum as information sources. In contrast, polarization lidar (P-lidar) expands the dimensions of detection by utilizing the physical property of polarization....

  • Article
  • Open Access
29 Citations
6,703 Views
13 Pages

Measurement and Study of Lidar Ratio by Using a Raman Lidar in Central China

  • Wei Wang,
  • Wei Gong,
  • Feiyue Mao,
  • Zengxin Pan and
  • Boming Liu

We comprehensively evaluated particle lidar ratios (i.e., particle extinction to backscatter ratio) at 532 nm over Wuhan in Central China by using a Raman lidar from July 2013 to May 2015. We utilized the Raman lidar data to obtain homogeneous aeroso...

  • Article
  • Open Access
32 Citations
10,717 Views
25 Pages

10 June 2020

Development and validation of reliable environment perception systems for automated driving functions requires the extension of conventional physical test drives with simulations in virtual test environments. In such a virtual test environment, a per...

  • Article
  • Open Access
3 Citations
2,157 Views
16 Pages

Synergy between Short-Range Lidar and In Situ Instruments for Determining the Atmospheric Boundary Layer Lidar Ratio

  • Andres Esteban Bedoya-Velásquez,
  • Romain Ceolato,
  • Gloria Titos,
  • Juan Antonio Bravo-Aranda,
  • Andrea Casans,
  • Diego Patrón,
  • Sol Fernández-Carvelo,
  • Juan Luis Guerrero-Rascado and
  • Lucas Alados-Arboledas

29 April 2024

Short-range elastic backscatter lidar (SR-EBL) systems are remote sensing instruments for studying low atmospheric boundary layer processes. This work presents a field campaign oriented to filling the gap between the near-surface aerosol processes re...

  • Review
  • Open Access
376 Citations
39,958 Views
25 Pages

A Survey on LiDAR Scanning Mechanisms

  • Thinal Raj,
  • Fazida Hanim Hashim,
  • Aqilah Baseri Huddin,
  • Mohd Faisal Ibrahim and
  • Aini Hussain

In recent years, light detection and ranging (LiDAR) technology has gained huge popularity in various applications such as navigation, robotics, remote sensing, and advanced driving assistance systems (ADAS). This popularity is mainly due to the impr...

  • Article
  • Open Access
43 Citations
11,760 Views
29 Pages

Taking the Motion out of Floating Lidar: Turbulence Intensity Estimates with a Continuous-Wave Wind Lidar

  • Felix Kelberlau,
  • Vegar Neshaug,
  • Lasse Lønseth,
  • Tania Bracchi and
  • Jakob Mann

10 March 2020

Due to their motion, floating wind lidars overestimate turbulence intensity ( T I ) compared to fixed lidars. We show how the motion of a floating continuous-wave velocity–azimuth display (VAD) scanning lidar in all six degrees of freedo...

  • Technical Note
  • Open Access
4 Citations
2,279 Views
15 Pages

A Lidar Biomass Index of Tidal Marshes from Drone Lidar Point Cloud

  • Cuizhen Wang,
  • James T. Morris and
  • Erik M. Smith

21 May 2024

Accompanying climate change and sea level rise, tidal marsh mortality in coastal wetlands has been globally observed that urges the documentation of high-resolution, 3D marsh inventory to assist resilience planning. Drone Lidar has proven useful in e...

  • Review
  • Open Access
5 Citations
9,415 Views
27 Pages

Advances in LiDAR Hardware Technology: Focus on Elastic LiDAR for Solid Target Scanning

  • Wentao Li,
  • Tianyun Shi,
  • Rui Wang,
  • Jingjie Yang,
  • Zhen Ma,
  • Wanpeng Zhang,
  • Huijin Fu and
  • Pengyue Guo

14 November 2024

This paper explores the development of elastic LiDAR technology, focusing specifically on key components relevant to solid target scanning applications. By analyzing its fundamentals and working mechanisms, the advantages of elastic LiDAR for precise...

  • Review
  • Open Access
6 Citations
4,924 Views
35 Pages

Spaceborne LiDAR Systems: Evolution, Capabilities, and Challenges

  • Jan Bolcek,
  • Mohamed Barakat A. Gibril,
  • Jiří Veverka,
  • Šimon Sloboda,
  • Roman Maršálek and
  • Tomáš Götthans

12 June 2025

In the realm of earth observation and space exploration, LiDAR technology offers humanity insights into the dynamics of our planet and beyond. This paper reviews spaceborne LiDAR instruments with attention to their evolution, capabilities, and achiev...

  • Project Report
  • Open Access
45 Citations
14,383 Views
22 Pages

IEA Wind Task 32: Wind Lidar
Identifying and Mitigating Barriers to the Adoption of Wind Lidar

  • Andrew Clifton,
  • Peter Clive,
  • Julia Gottschall,
  • David Schlipf,
  • Eric Simley,
  • Luke Simmons,
  • Detlef Stein,
  • Davide Trabucchi,
  • Nikola Vasiljevic and
  • Ines Würth

6 March 2018

IEA Wind Task 32 exists to identify and mitigate barriers to the adoption of lidar for wind energy applications. It leverages ongoing international research and development activities in academia and industry to investigate site assessment, power per...

  • Article
  • Open Access
4 Citations
1,773 Views
11 Pages

Lidar Complex for Control of the Ozonosphere over Tomsk, Russia

  • Alexey A. Nevzorov,
  • Alexey V. Nevzorov,
  • Olga Kharchenko and
  • Yaroslav O. Romanovskii

We present a union of three measurement systems on the basis of the Siberian lidar station and mobile ozone lidar. The lidars are designed for studying the ozonosphere using the method of differential absorption and scattering, as well as for studyin...

  • Article
  • Open Access
438 Views
25 Pages

China Aerosol Raman Lidar Network (CARLNET)—Part II: Quality Assessment of Lidar Raw Data

  • Zhichao Bu,
  • Yaru Dai,
  • Song Mao,
  • Qin Wang,
  • Zhenping Yin,
  • Yubin Wei,
  • Xuan Wang,
  • Yubao Chen and
  • Peng Zhang

22 February 2026

The China Aerosol Raman Lidar Network (CARLNET), developed by the China Meteorological Administration, currently comprises 49 multiwavelength polarization Raman lidars used for meteorological and atmospheric-environment monitoring. Timely and automat...

  • Article
  • Open Access
6 Citations
3,440 Views
21 Pages

17 February 2025

The utilization of 2D Light Detection and Ranging (LiDAR) measurements does not always provide the precision needed to accurately determine the motion range or recalibrate the position of Autonomous Guided Vehicles (AGVs). Consequently, it is essenti...

  • Feature Paper
  • Review
  • Open Access
405 Citations
43,961 Views
24 Pages

MEMS Mirrors for LiDAR: A Review

  • Dingkang Wang,
  • Connor Watkins and
  • Huikai Xie

27 April 2020

In recent years, Light Detection and Ranging (LiDAR) has been drawing extensive attention both in academia and industry because of the increasing demand for autonomous vehicles. LiDAR is believed to be the crucial sensor for autonomous driving and fl...

  • Article
  • Open Access
12 Citations
4,074 Views
25 Pages

LESS LiDAR: A Full-Waveform and Discrete-Return Multispectral LiDAR Simulator Based on Ray Tracing Algorithm

  • Yaotao Luo,
  • Donghui Xie,
  • Jianbo Qi,
  • Kun Zhou,
  • Guangjian Yan and
  • Xihan Mu

14 September 2023

Light detection and ranging (LiDAR) is a widely used technology for the acquisition of three-dimensional (3D) information about a wide variety of physical objects and environments. However, before conducting a campaign, a test is typically conducted...

  • Review
  • Open Access
175 Citations
21,623 Views
41 Pages

Synthesis of Transportation Applications of Mobile LIDAR

  • Keith Williams,
  • Michael J. Olsen,
  • Gene V. Roe and
  • Craig Glennie

18 September 2013

A thorough review of available literature was conducted to inform of advancements in mobile LIDAR technology, techniques, and current and emerging applications in transportation. The literature review touches briefly on the basics of LIDAR technology...

  • Technical Note
  • Open Access
23 Citations
3,602 Views
12 Pages

Local-Scale Horizontal CO2 Flux Estimation Incorporating Differential Absorption Lidar and Coherent Doppler Wind Lidar

  • Bin Yue,
  • Saifen Yu,
  • Manyi Li,
  • Tianwen Wei,
  • Jinlong Yuan,
  • Zhen Zhang,
  • Jingjing Dong,
  • Yue Jiang,
  • Yuanjian Yang and
  • Haiyun Xia
  • + 1 author

14 October 2022

A micro-pulse lidar system incorporating differential absorption lidar (DIAL) and coherent Doppler wind lidar (CDWL) is proposed and demonstrated. Due to the high signal-to-noise ratio (SNR) of the superconducting nanowire single-photon detector (SNS...

  • Article
  • Open Access
7 Citations
3,385 Views
17 Pages

High Spatial and Temporal Resolution Bistatic Wind Lidar

  • Paul Wilhelm,
  • Michael Eggert,
  • Julia Hornig and
  • Stefan Oertel

19 August 2021

The high-resolution bistatic lidar developed at the Physikalisch-Technische Bundesanstalt (PTB) aims to overcome the limitations of conventional monostatic lidar technology, which is widely used for wind velocity measurements in wind energy and meteo...

  • Article
  • Open Access
20 Citations
7,897 Views
23 Pages

Single photon sensitive airborne Light Detection And Ranging (LiDAR) enables a higher area performance at the price of an increased outlier rate and a lower ranging accuracy compared to conventional Multi-Photon LiDAR. Single Photon LiDAR, in particu...

  • Article
  • Open Access
7 Citations
3,286 Views
14 Pages

LiDAR Localization by Removing Moveable Objects

  • Seonghark Jeong,
  • Minseok Ko and
  • Jungha Kim

15 November 2023

In this study, we propose reliable Light Detection and Ranging (LiDAR) mapping and localization via the removal of moveable objects, which can cause noise for autonomous driving vehicles based on the Normal Distributions Transform (NDT). LiDAR measur...

  • Article
  • Open Access
93 Citations
14,058 Views
27 Pages

2 February 2012

Species information is a key component of any forest inventory. However, when performing forest inventory from aerial scanning Lidar data, species classification can be very difficult. We investigated changes in classification accuracy while identify...

  • Technical Note
  • Open Access
1,762 Views
13 Pages

An Ontology for Describing Wind Lidar Concepts

  • Francisco Costa,
  • Ashim Giyanani,
  • Dexing Liu,
  • Aidan Keane,
  • Carlo Alberto Ratti and
  • Andrew Clifton

31 May 2024

This article reports on an open-source ontology that has been developed to establish an industry-wide consensus on wind lidar concepts and terminology. The article provides an introduction to wind lidar ontology, provides an overview of its developme...

  • Article
  • Open Access
7 Citations
6,656 Views
15 Pages

Design of Lidar Data Acquisition and Control System in High Repetition Rate and Photon-Counting Mode: Providing Testing for Space-Borne Lidar

  • Liangliang Cheng,
  • Chenbo Xie,
  • Ming Zhao,
  • Lu Li,
  • Hao Yang,
  • Zhiyuan Fang,
  • Jianfeng Chen,
  • Dong Liu and
  • Yingjian Wang

12 May 2022

For ground-based lidars in atmospheric observation, their data acquisition unit and control unit usually work independently. They usually require the cooperation of large-volume, high-power-consumption Industrial Personal Computer (IPC). However, the...

  • Article
  • Open Access
49 Citations
18,754 Views
22 Pages

Requirements for Automotive LiDAR Systems

  • Zhuoqun Dai,
  • Alexander Wolf,
  • Peer-Phillip Ley,
  • Tobias Glück,
  • Max Caspar Sundermeier and
  • Roland Lachmayer

4 October 2022

Light detection and ranging (LiDAR) are fundamental sensors that help driving tasks for autonomous driving at various levels. Commercially available systems come in different specialized design schemes and involve plenty of specifications. In the lit...

  • Technical Note
  • Open Access
2 Citations
2,096 Views
14 Pages

Development and Calibration of 532 nm Standard Aerosol Lidar with Low Blind Area

  • Yubao Chen,
  • Zhichao Bu,
  • Xiaopeng Wang,
  • Yaru Dai,
  • Zhigang Li,
  • Tong Lu,
  • Yuan Liu and
  • Xuan Wang

2 February 2024

To better calibrate the aerosol lidar network constructed by the China Meteorological Administration, and ensure the data quality observed by the network, the Meteorological Observation Center (China Meteorological Administration) and the University...

  • Article
  • Open Access
18 Citations
6,880 Views
18 Pages

Enhancing Solid State LiDAR Mapping with a 2D Spinning LiDAR in Urban Scenario SLAM on Ground Vehicles

  • Weichen Wei,
  • Bijan Shirinzadeh,
  • Rohan Nowell,
  • Mohammadali Ghafarian,
  • Mohamed M. A. Ammar and
  • Tianyao Shen

4 March 2021

Solid-State LiDAR (SSL) takes an increasing share of the LiDAR market. Compared with traditional spinning LiDAR, SSLs are more compact, energy-efficient and cost-effective. Generally, the current study of SSL mapping is limited to adapting existing S...

  • Article
  • Open Access
47 Citations
9,128 Views
19 Pages

Subsurface Ocean Signals from an Orbiting Polarization Lidar

  • James H. Churnside,
  • Brandi J. McCarty and
  • Xiaomei Lu

19 July 2013

Detection of subsurface returns from the Cloud-Aerosol Lidar with Orthogonal Polarization (CALIOP) on the Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observation (CALIPSO) satellite were demonstrated. Despite the coarse range resolution of...

  • Article
  • Open Access
20 Citations
6,951 Views
20 Pages

Geometric Targets for UAS Lidar

  • Benjamin Wilkinson,
  • H. Andrew Lassiter,
  • Amr Abd-Elrahman,
  • Raymond R. Carthy,
  • Peter Ifju,
  • Eben Broadbent and
  • Nathan Grimes

14 December 2019

Lidar from small unoccupied aerial systems (UAS) is a viable method for collecting geospatial data associated with a wide variety of applications. Point clouds from UAS lidar require a means for accuracy assessment, calibration, and adjustment. In or...

  • Article
  • Open Access
34 Citations
9,951 Views
19 Pages

A Quantitative Assessment of LIDAR Data Accuracy

  • Ahmed Elaksher,
  • Tarig Ali and
  • Abdullatif Alharthy

11 January 2023

Airborne laser scanning sensors are impressive in their ability to collect a large number of topographic points in three dimensions in a very short time thus providing a high-resolution depiction of complex objects in the scanned areas. The quality o...

  • Feature Paper
  • Article
  • Open Access
21 Citations
8,265 Views
22 Pages

On-the-Fly Camera and Lidar Calibration

  • Balázs Nagy and
  • Csaba Benedek

2 April 2020

Sensor fusion is one of the main challenges in self driving and robotics applications. In this paper we propose an automatic, online and target-less camera-Lidar extrinsic calibration approach. We adopt a structure from motion (SfM) method to generat...

  • Article
  • Open Access
11 Citations
10,812 Views
34 Pages

27 April 2015

In order to study forests at the global scale, a detailed link budget for a lidar system onboard satellite is presented. It is based on an original approach coupling airborne lidar observations and an end-to-end simulator. The simulator is initialize...

  • Article
  • Open Access
18 Citations
17,231 Views
17 Pages

Direct Georeferencing of Stationary LiDAR

  • Ahmed Mohamed and
  • Benjamin Wilkinson

17 December 2009

Unlike mobile survey systems, stationary survey systems are given very little direct georeferencing attention. Direct Georeferencing is currently being used in several mobile applications, especially in terrestrial and airborne LiDAR systems. Georefe...

  • Article
  • Open Access
35 Citations
8,552 Views
21 Pages

24 March 2015

Structure is a fundamental physical element of habitat, particularly in woodlands, and hence there has been considerable recent uptake of airborne lidar data in forest ecology studies. This paper investigates the significance of lidar data characteri...

  • Article
  • Open Access
1 Citations
2,368 Views
18 Pages

6 October 2023

It was for a long time believed that lidar systems based on the use of high-repetition micro-pulse lasers could be effectively used to only stimulate atmospheric elastic backscatter echoes, and thus were only exploited in elastic backscatter lidar sy...

  • Article
  • Open Access
29 Citations
7,902 Views
15 Pages

29 May 2019

This paper describes an optical interference suppression scheme that allows flash light detection and ranging (LiDAR) imagers to run safely and reliably in uncontrolled environments where multiple LiDARs are expected to operate concurrently. The issu...

  • Article
  • Open Access
22 Citations
7,076 Views
24 Pages

Radiometric Calibration of a Dual-Wavelength, Full-Waveform Terrestrial Lidar

  • Zhan Li,
  • David L. B. Jupp,
  • Alan H. Strahler,
  • Crystal B. Schaaf,
  • Glenn Howe,
  • Kuravi Hewawasam,
  • Ewan S. Douglas,
  • Supriya Chakrabarti,
  • Timothy A. Cook and
  • Michael Schaefer
  • + 2 authors

2 March 2016

Radiometric calibration of the Dual-Wavelength Echidna® Lidar (DWEL), a full-waveform terrestrial laser scanner with two simultaneously-pulsing infrared lasers at 1064 nm and 1548 nm, provides accurate dual-wavelength apparent reflectance (ρapp), a p...

  • Article
  • Open Access
25 Citations
10,635 Views
17 Pages

An Automotive LiDAR Performance Test Method in Dynamic Driving Conditions

  • Jewoo Park,
  • Jihyuk Cho,
  • Seungjoo Lee,
  • Seokhwan Bak and
  • Yonghwi Kim

11 April 2023

The Light Detection and Ranging (LiDAR) sensor has become essential to achieving a high level of autonomous driving functions, as well as a standard Advanced Driver Assistance System (ADAS). LiDAR capabilities and signal repeatabilities under extreme...

  • Article
  • Open Access
2 Citations
3,452 Views
13 Pages

Semantic Lidar-Inertial SLAM for Dynamic Scenes

  • Zean Bu,
  • Changku Sun and
  • Peng Wang

18 October 2022

Over the past few years, many impressive lidar-inertial SLAM systems have been developed and perform well under static scenes. However, most tasks are under dynamic environments in real life, and the determination of a method to improve accuracy and...

  • Review
  • Open Access
10 Citations
11,788 Views
28 Pages

A Review of 2D Lidar SLAM Research

  • Yingying Ran,
  • Xiaobin Xu,
  • Zhiying Tan and
  • Minzhou Luo

28 March 2025

Two-dimensional (2D) simultaneous localization and mapping (SLAM) is a key technology for intelligent indoor robots. By using a map generated via SLAM, the robot can navigate and perform specific tasks. This paper reviews the progress of 2D Lidar SLA...

  • Article
  • Open Access
19 Citations
7,416 Views
13 Pages

Assessing the Severity of Wind Gusts with Lidar

  • René Bos,
  • Ashim Giyanani and
  • Wim Bierbooms

14 September 2016

Lidars have gained a lot of popularity in the field of wind energy, partly because of their potential to be used for wind turbine control. By scanning the oncoming wind field, any threats such as gusts can be detected early and high loads can be avoi...

  • Article
  • Open Access
2 Citations
3,604 Views
14 Pages

Real Pseudo-Lidar Point Cloud Fusion for 3D Object Detection

  • Xiangsuo Fan,
  • Dachuan Xiao,
  • Dengsheng Cai and
  • Wentao Ding

18 September 2023

Three-dimensional object detection technology is an essential component of autonomous driving systems. Existing 3D object detection techniques heavily rely on expensive lidar sensors, leading to increased costs. Recently, the emergence of Pseudo-Lida...

  • Article
  • Open Access
81 Citations
13,893 Views
34 Pages

Alternative Methodologies for LiDAR System Calibration

  • Ayman Habib,
  • Ki In Bang,
  • Ana Paula Kersting and
  • Jacky Chow

23 March 2010

Over the last few years, LiDAR has become a popular technology for the direct acquisition of topographic information. In spite of the increasing utilization of this technology in several applications, its accuracy potential has not been fully explore...

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