We all are well aware of LiDAR and the benefits of LiDAR, if not then spend some time searching out how organizations are turning to LiDAR for high precision 3D and aerial mapping projects. There’s LiDAR centric industry magazines out there (See LiDAR Magazine for example), LiDAR discussion groups, facebook pages, meetups and much more. Mapping companies small and large are all looking at the technology as a solution for creating amazing 3D data products or for simply filling in the gaps in their maps, webmaps, and apps. We explore some options for professionals interested in LiDAR by sharing 10 Software solutions that you might want to consider to help managing, analyzing, and working with LiDAR.
LiDAR dataset of a section of highway (Image Credit: Safe Software)
Rapidlasso LAStools – LAStools is a collection of highly-efficient, scriptable tools with multi-core batching that process LAS, compressed LAZ, Terrasolid BIN, ESRI Shapefiles, and ASCII. this product suite is used heavily used in the commercial sector, government agencies, research labs, and educational institutions alike for filtering, tiling, rasterizing, triangulating, converting, clipping, quality-checking, etc… The company also an has open-source LiDAR compressor tool (award winning) called LASzip for those with a need for compressed LiDAR.
LiDAR Compressor – The company has a number of fine solutions that will help the LiDAR user be much more productive including their LiDAR Compressor Tool which enables users to reduce LiDAR file sizes by 75 percent or more while retaining all of your points and all of the precision and accuracy of your point data. Also from Lizardtech is their GeoGofer Solution to help locate your LiDAR data.
LiMo – LiDAR Mobile App – Developed by OGSystems, this is a LiDAR viewing app for android and iOS. The app is available for free on the Google play store and apple iTunes app store. With the app, users can not only view but also manipulate either their own point clouds or download existing data provided by OGSystems servers.
Global Mapper LiDAR Module – This solution offers the ability to quickly identify and classify building and vegetation points in unclassified LiDAR data, a new tool to automate the feature extraction process for creating 3D vector buildings and trees, and dramatically improved automatic classification of ground points. The LiDAR Module offers an array of post-processing tools that enable the querying, filtering, editing, reclassifying, and exporting of LiDAR data.
TerraSolid for processing LiDAR data – Terrasolid develops software products that are used for processing LiDAR and image data from airborne and mobile laser scanning systems. TerraSolid products are able to use the pointclouds in a geospatial setting. Terrasolid develops software products that are used world-wide for processing point cloud and image data from airborne and mobile systems.
LiDAR in ArcGIS – ArcGIS offers many tools for managing lidar point clouds and deriving useful products from them to aid scientific research and decision making. Learn more about Working natively with Lidar data with Esri solutions. Esri has also authored a paper in their ArcNews publication titled 5 Ways to Use Lidar More Efficiently
RiALITY on iPad from Riegl – This app allows users to experience LiDAR data in a completely new environment. It also allows easier LiDAR data demonstrations through the use of an iPad. RiALITY features true color point clouds and 3D navigation. In a breakthrough technological development, the app features an Augmented Reality Mode. The Augmented Reality Mode allows point clouds to be virtually projected into the real world.
LP360 – This solution turns ArcMap Basic edition into the world’s most powerful GIS environment for LIDAR point cloud processing. Whether from airborne LIDAR or drone collected imagery, 3D point clouds have become a critical base mapping layer. LP360 provides tools from rapid visualization and derived product generation through advanced features such as automatic ground classification and building footprint extraction.
Certainty 3D – Software for working with and extracting featured from LiDAR data. Solutions include TopoDot for point cloud data processing, TopoLift to support your laser scanning, and TopoPlanner & TopoMission, free apps to help plan, estimate and manage your scanning projects. Their products address the challenges of data management, quality assessment and extraction of 3D CAD models from LiDAR data.
Merrick MARS – The Merrick Advanced Remote Sensing (MARS®) software suite is a comprehensive, production-grade Windows application designed to visualize, manage, process and analyze LiDAR point cloud data. The MARS suite includes MARS FreeView (basic LiDAR visualization), MARS Explorer (LiDAR data classification and processing), MARS Explorer QC (automated feature processing), and MARS Production for advanced processing and more.
BONUS — Safe Software, FME has a number of built in functionality that enables users to process and analyze raster data products. FME can support the transformation of point cloud data into over 300 data formats! Note, Dale Lutz of Safe addressed the topic of LiDAR in a blog post that discussed how Esri was knocking down the barriers to working with LiDAR data via their native support for LAS within ArcGIS at R 10.1.
Lidar sensors on UAVs capture imagery which only a few years back needed an aircraft, large heavy lidar sensors and a crew to accomplish. Along with lidar sensors mounted on UAVs, sophisticated software can process the lidar images very quickly so effective decisions can be made by stakeholders and relevant parties.
The drone lidar sector is growing rapidly and especially over the past 2 years. In only a short period of time, manufacturers of best aircraft lidar sensors have engineered lidar sensors for small drones.
The output from these UAV lidar sensors is outstanding and will keep improving as more manufacturers enter this sector. Over the coming years, we are going to see most of the lidar sensor work moving from aircraft to UAVs.
In this post we look at 10 of the best lidar sensors for small unmanned aerial vehicles. These lidar sensor manufacturers are Velodyne, Routescene, Leddartech, Riegl, YellowScan and Geodetics. We also discuss some of the many great uses of lidar technology and how each lidar sensor works well in different sectors such as mining, forestry, surveying, corridor mapping etc.
About Lidar Sensor Technology
Lidar – Light Detection and Ranging or Lidar is a remote sensing technology where the environment is usually scanned with a pulsed laser beam and the reflection time of the signal from the object back to the detector is measured.
The Time-of-Flight (TOF) reflection time measurement can be used over distances from one meter up to several kilometers. To increase the range of lidar systems, very short laser pulses in the invisible Near Infrared range are used. These enable a far higher laser power compared to continuous wave lasers while still complying with eye safety requirements.
During the scanning process, the lidar system will gather individual distance points within an aggregate of points, from which 3D images of the environment can be computed. The laser scanners deflect the laser beam using deflecting mirrors, which enables them to achieve very wide fields of vision (FOV).
Most of the latest UAV lidar systems can rotate around their own axis and offer 360 degree visibility. Modern devices achieve very high data rates with over one million distance points per second.
How Lidar Sensors Works In Brief
Emission of a laser pulse
Record of the back scattered signal
Distance measurement (Time of flight x speed of light)
Retrieving plane position and altitude
Computation of precise echo position
UAV Lidar Sensor Uses
Lidar Sensors For Drone Collision Avoidance
Within a lidar sensor, a number of independent elements are integrated into a single device and will generate critical ranging data for safe navigation along with precise positioning. Lidar technology has obstacle detection capabilities over a wide field of view making it a top performer as part of a sense and avoid solution. Lidar is the leading technology for automobile collision avoidance and also in driver-less cars.
Collision avoidance technology has now moved across into the consumer drone sector with the highly innovative DJI Phantom 4 Pro (using 2 Ultrasound sensors and 4 monocular sensors) and the Yuneec Typhoon H Pro (uses the Intel RealSense R200 3D camera) now with collision avoidance.
Lidar Sensors For Ground And Above Ground Imagery
The latest lidar sensors have integrated optical altimeter technology which deliver accurate distance measurements above ground level while meeting size, weight, and cost requirements of UAV manufacturers.
Agriculture and forestry use lidar to inspect vegetation such as leaves and crops. Also, the above ground imagery (for example forest canopy) can be removed to view the ground surface area.
Lidar Drones For Structural Inspection
The best lidar sensors have powerful built-in signal processing, large field of view, and multi-segment measurements which generate critical distance data and efficient obstacle detection which enable safe navigation when performing structural inspections.
Lidar Sensors In The Night
Lidar sensors also described as laser scanning will work in low contrast or shadowy situations, even at night.
Lidar UAV Uses In Brief
Agriculture & forestry
Archaeology and cultural heritage documentation
Corridor mapping: power line, railway track, and pipeline inspection
Topography in open-cast mining
Construction site monitoring
Building and structural inspections
Surveying of urban environments
Resource management
Collision avoidance
Shoreline and storm surge modeling
Hydrodynamic modeling
Digital Elevation Models
Multispectral and Photogrammetry Imagery
Lidar, multispectral and photogrammetry imagery are all very closely related technologies. In some sectors and situations, images from all 3 are required to give a full analysis of the terrain, vegetation or structure. To read further on these technologies see the following articles:
Now, sometimes you might hear people talk about Flash Lidar. Time-of-Flight cameras sensors are often referred to as Flash Lidar. But there are big differences in the technology and it’s uses.
ToF is scannerless, meaning that the entire scene is captured with a single light pulse, as opposed to point-by-point with a rotating laser beam.
Time-of-flight cameras capture a whole scene in three dimensions with a dedicated image sensor, and therefore has no need for moving parts. ToF has so many great uses. Here is a terrific article giving you all the information on ToF cameras and best uses.
10 Top Lidar Sensors For UAVs
The below lidar sensors were designed and engineered for small UAVs. Use the web links to each lidar sensor for more information. Each manufacturer has excellent websites giving you full data sheets along with the best uses for their lidar sensors.
LeddarTech – Vu8 Lidar Sensor
The LeddarTech Vu8 is a compact solid-state lidar which provides highly accurate multi-target detection over eight independent segments. Detecting targets at up to a 215 meter range and weighting only 75 grams, the Vu8 delivers nearly twice the range for half the volume compared with the Leddar M16 from which it inspires.
The Vu8 uses a fixed laser light source, which significantly increases the sensor’s robustness and cost-efficiency. The Vu8 has a high tolerance to noise and interference. This means it is unaffected by other sensors’ signal, by lighting conditions including direct sunlight, and it provides reliable detection in various weather conditions including rain and snow.
The Vu8 sensor is particularly suited for navigation and collision avoidance applications in driver-assisted, semi-autonomous and autonomous vehicles, such as drones, trucks, heavy equipment for construction and mining, shuttles, buses and other public transportation vehicles.
Applications such as Advanced Traffic Management System (ATMS) requiring longer ranges as well as wide fields of view will also benefit greatly from the new Vu8 sensor.
Features and Benefits of the Vu8 Lidar Sensor
Detection range up to 215 m (≈ 700 ft)
Compact and lightweight (≈ 75 g)
8 independent segments with simultaneous acquisition and lateral discrimination capabilities
20°, 48° and 100° beam width options, for optimized field of view
Rapid refresh rate up to 100 Hz
Immune to ambient light
No moving parts, for ultimate robustness
Easy to integrate, includes Leddar Enabler SDK
Based on the modular LeddarVu platform for flexible integration and customization
Best cost/performance ratio
Velodyne – 3 Of the Best Lidar Sensors For UAVs
Velodyne Lidar now provides a full line of sensors capable of delivering the most accurate real-time 3D data on the market. Their sensors are developed to create a full 360 degree field of vision environmental view for use in autonomous vehicles, industrial equipment, 3D mapping and surveillance. Velodyne have 3 lidar sensors for UAVs.
HDL-32E Lidar Sensor
The HDL-32E LiDAR sensor is small, lightweight, ruggedly built and features up to 32 lasers across a 40 degree vertical field of view. The HDL-32E measures only 5.7″ high x 3.4″ in diameter, weighs less than 2kg and was designed to exceed the demands of the most challenging real world autonomous navigation, 3D mobile mapping and other lidar applications.
Dual Returns
± 2 cm accuracy
1.3 kg with cabling (2.86 lbs)
32 Channels
80 – 100 meter range
700,000 Points per Second
360° Horizontal FOV
+10° to -30° Vertical FOV
Low Power Consumption
Rugged Design
Weighs less than 2 kg (4.4 lbs)
Puck VLP-16 Lidar Sensor
Velodyne’s new PUCK™ VLP-16 lidar sensor is the smallest, newest, and most advanced product in Velodyne’s 3D lidar product range. It is more cost-effective than similarly priced sensors and developed with mass production in mind. It retains the key features of Velodyne’s breakthroughs in lidar: Real-time, 360 degree horizontal FOV, 3D distance and calibrated reflectivity measurements.
Dual Returns
830 grams
16 channels
100 meter range
300,000 points per second
360 degree Horizontal FOV
± 15° vertical FOV
Low Power Consumption
Protective Design
Weight of 830 grams (1.82 lbs)
Velodyne Puck Lite Lidar Sensor For UAVs
Velodyne LiDAR’s Puck LITE™ is a lighter weight version of the VLP-16 PUCK for applications that demand a lower weight to meet their requirements. The Puck LITE™ has identical performance to VLP-16 with the only difference in weight of 590 grams (1.3 lbs) versus 830 grams for the VLP-16.
No other changes have been made to the Puck LITE™ as it retains its patented 360 degree surround view to capture real-time 3D lidar data which includes distance and calibrated reflectivity measurements.
Here is a terrific video which explains how lidar is being used and what the Velodyne lidar sensors can do.
Riegl – VUX-1UAV LiDAR Sensor
Laser scanning utilizing high-end unmanned airborne platforms provides the possibility to acquire data in dangerous and/or hard-to-reach areas, while offering an excellent cost-to-benefit-ratio for numerous applications, e.g., precision farming, forestry, and mining.
For years, Riegl Airborne Laser Scanners have been successfully used in powerful unmanned airborne platforms. With the VUX-1UAV airborne scanner and the RiCOPTER which is Riegls‘s remotely piloted aircraft system for Unmanned Laser Scanning (ULS), Riegl have revolutionized the commercial and civil market with its advanced systems.
The Riegl VUX-1UAV (former VUX-1) is a very lightweight and compact lidar laser scanner, meeting the challenges of emerging survey solutions by UAS/UAV/RPAS, both in measurement performance as in system integration.
With regard to the specific restrictions and flight characteristics of UAS, the Riegl VUX-1UAV is designed to be mounted in any orientation and even under limited weight and space conditions.
It is modest in power consumption with the instrument requiring only 1 power supply. The entire data set of an acquisition campaign is stored onto an internal 240 Gigabyte SSD and/or provided as real-time line scan data via the integrated LAN TCP / IP interface.
VUX-1UAV Lidar Sensor Main Features:
10 mm survey grade accuracy
Scan speed up to 200 scans per second
Measurement rate up to 500,000 measurements per second (@ 550 kHz PRR & 330° FOV)
Operating flight altitude up to more than 1,000 feet
Field of view up to 330 degree for practically unrestricted data acquisition
Regular point pattern, perfectly parallel scan lines
Multiple target capability – practically unlimited number of targets echoes
Compact (227 x 180 x 125 mm), lightweight (3.5 kg) and rugged
Easily mountable on professional UAS / UAV / RPAS
Mechanical and electrical interface for IMU mounting
Electrical interfaces for GPS data string and Sync Pulse (1 PPS)
LAN-TCP/IP Interface
Scan data storage on internal 240 Gigabyte SSD Memory
VUX-1UAV Lidar Sensor Main Applications
Agriculture & forestry
Archaeology and cultural heritage documentation
Corridor Mapping: power line, railway track and pipeline inspection
Topography in Open-Cast Mining
Construction-site monitoring
Surveying of urban environments
Resource management
This next video shows the Riegl’s ready to fly UAV laser scanning system which is equipped with the survey grade VUX-1UAV lidar sensor.
Routescene – UAV LidarPod
The Routescene UAV LidarPod is a complete turnkey system developed specifically for use on UAVs. This company worked with the surveying industry and it’s their expertise which is behind the Routescene UAV LidarPod.
Routescene designed a reliable, practical and cost-effective solution for lidar applications. The UAV LidarPod is a robustly engineered and self contained system. It is simple to operate and enables rapid deployment in the field. The turnkey solution includes LidarViewer which is the specialized software to handle the resulting data.
The LidarPod sensor combines the best technology on the market to capture survey grade positional accuracy together with a very high point cloud density.
Points Per Second
The Routescene LidarPod will collect 700,000 points per second, which at an altitude of 40 meters (131 feet) and flying speed of 30 km per hour (18.64 mph) equates to 300 points per square meter. This offers a fantastic richness in the dataset which greatly enhances the detail which can be collected.
LidarPod Is Very Light
The Routescene UAV LidarPod total weight is less than 2.5 kg (5.5 lbs). This low weight will enable a 20 minute flight duration, the typical time required to perform a survey, allowing coverage of 1 square km on a single set of batteries.
Quality And Level Of Resilience
The Routescene UAV LidarPod contains all you need to collect precise survey data, quality control the data in real-time and create a very dense and accurate georeferenced point cloud. This means everything you need is built into the system including the lidar sensor, GPS / INS, radio telemetry, data storage and power management. No external components are necessary which eliminates the possibility of integration issues and loose connectors.
The internal firmware controls the sensors, parses the raw data and transmits data samples to the Routescene Ground Station; it also manages and monitors power consumption of the LidarPod.
The LidarPod uses the Velodyne HDL-32e lidar sensor mentioned above which delivers unsurpassed image resolution. Highlights of the Velodyne HDL-32e within the LidarPod;
32 laser sensors / detector pairs
Class 1 eye safe
905 nm wavelength
Time of flight distance measurement with intensity
700,000 3D points per second
Maximum Range: 100 meters with range accuracy of < 20 mm
Field of View: 360 degree vertical and 41 degree horizontal
Angular resolution (vertical): 1.33 degrees
Shock: 500 m/sec2 amplitude, 11 msec duration
Environmental Protection: IP67
Processing Lidar Data
Routescene have developed specialized software called LidarViewer, which enables you to easily import, visualize, and apply filters to the large volume of data you collect in a smart way, enabling the use of GIS and CAD packages thereafter.
LidarPod GPS \ INS
A state of the art integrated Real-Time Kinematic (RTK) GPS and Inertial Navigation System (INS) provides accurate position, velocity, acceleration and orientation under the most demanding conditions. The dual antenna moving baseline Real Time Kinetmatic (RTK) GNSS solution ensures that the LidarPod can achieve the highest accuracy possible for the lowest weight.
The GPS\INS sensor combines temperature calibrated accelerometers, gyroscopes, magnetometers and a pressure sensor with a multi channel RTK GNSS receiver. These are coupled in a sophisticated fusion algorithm to deliver accurate and reliable navigation and orientation.
Triple-frequency GNSS receiver that provides up to 1 cm accuracy positioning and supports all of the current and future satellite navigation systems, including GPS, GLONASS, GALILEO (European Satellite Navigation System) and BeiDou (Chines Satellite Navigation System). It also supports the Omnistar service for hassle free high accuracy positioning.
UAV Mounting Kit (optional)
A specially designed and tested solution for mounting the LidarPod and 2 GPS antennas onto your rotary UAV. The mounting kit includes an equipment plate which is compatible with 12 mm diameter UAV equipment rails, the 2 rails being 160 mm apart. The equipment plate includes quick release clamps for easy deployment.
YellowScan – 2 UAV Lidar Sensors
YellowScan designs and develops ultra compact and lightweight lidar 3D laser mapping and aerial remote sensing solutions for drone deployment in industrial & scientific applications.
Benefit of YellowScan UAV Lidar Sensors
Scanning Vegetation & Crops: YellowScan’s technology is one of the few to get true distance to vegetation in near real-time. Scan fast growing vegetation and crops as frequently as needed.
Optimized Maintenance Operations: Quick, light and easy to mobilize, the whole system (UAV+Lidar) can be carried in car trunk or airplane luggage: ideal for quickly surveying limited sections of the network which has not or can’t been scanned with large airborne lidar (sections missed, hard-to-access areas, fast growing vegetation sections)
Security: YellowScan UAV mapping allows for quick and complete acquisition while eliminating manned airborne or on the ground logistics.
Small areas (less than 10 square km or 100km linear)
Need to penetrate vegetation
Hard-to-access zones
Data needed in near real-time / frequently / regularly
Accuracy range of 5-50 cm
YellowScan Mapper Drone Lidar Sensor
The YellowScan Mapper lidar sensor is a lightweight turn key surveying solution for drones and other ultra-light aircraft. It’s small size and ultra-light weight allow it to be mounted on most UAVs.
On-board computer for continuous data acquisition and processing
Battery (up to 2 hours of autonomy)
Worldwide technical and operational support
YellowScan Surveyor UAV Lidar Sensor
The YellowScan Surveyor is one of the lightest and most accurate lidar sensor solutions for Civil Engineering & Mining professionals. This YellowScan Lidar UAV surveying solution has the highest level of accuracy and density which is also capable of producing real-time georeferenced point cloud data.
YellowScan Surveyor is a fully integrated system designed for the most demanding of terrains. The YellowScan Surveyor is quick and easily adapted to any drone.
Now, the YellowScan Surveyor does not replace the YellowScan Mapper mentioned above, but complements the YellowScan Mapper with a solution ideally suited for precise topography and demanding requirements for civil engineering and mining applications.
Yellow Scan Mapper Lidar Benefits
Designed by surveyors for surveyors
Robust and reliable
Turnkey, quick and simple to operate
Fully autonomous and can be quickly mounted on any drone
Subscale decimetric accuracy for highest density level data in demanding survey applications
YellowScan Mapper Lidar Specifications
Precision: 4cm
Absolute accuracy: 5cm
Laser scanner frequency: 300 kHz
Weight: 1.6 kg (3.5 lbs) battery included
Power consumption: 15W
Autonomy: 2 hours typical
Size (mm): 100 x 150 x 140
Leica Geosystems Lidar Sensors
Leica Geosystems are renowned for the Imaging and Lidar sensors. Their Lidar systems offer high accuracy due to their best-in-class performance in pulse and scan rate.
While they have multispectral and imaging sensors which are mounted on UAVs, their Airborne lidar sensors are large and heavy. Leica have 2 airborne lidar sensors which are too heavy for small UAVs. Their large and heavy lidar sensors for manned aircraft are as follows;
Leica ALS80 Airborne Lidar Sensor: It’s a high performance airborne sensor for urban mapping and utility corridor surveys. The weight of the ALS80 is 47kg (103 lbs) so it really is an aircraft lidar sensor.
Leica DragonEye Oblique Lidar Sensor: Industry leading 1 MHz airborne oblique lidar sensor. The weight of the DragonEye lidar sensor head is 37 kg (81.5 lbs). Again, this is also a lidar sensor for aircraft.
I would expect Leica to start designing small UAV lidar sensors in the near future. They have all the technology and this market is growing massively.
Geodetics – 2 Drone Lidar Sensors
Geodetics was founded in 1999 by a team of scientists with the goal of providing precise positioning technologies in the civilian market.
Since that time, Geodetics has grown into a product and integrated solution provider for Positioning, Navigation and Timing systems for a wide range of civilian and defense applications.
Their products and systems have been deployed in mission critical applications including Aerial Refueling, Aerial Combat Training, Intelligence, Surveillance and Reconnaissance, UAV’s, Aerostats and Dismounted Soldier tracking.
Geo-MMS SAASM Drone Lidar Sensor
The Geodetics Geo-MMS SAASM is a fully integrated lidar mapping payload for integration with small unmanned vehicles. The Geo-MMS system includes an inertial navigation system, utilizing a SAASM GPS sensor with a path to M-Code, coupled with a lidar sensor.
Raw data from the integrated GPS, IMU and lidar sensors are recorded on the internal data recording device and can be post-processed using Geodetics’ lidar tool software package to directly geo-reference the lidar point clouds.
Geo-MMS SAASM Specifications
Flexible mounting for different platforms including UAV, UAS, ground vehicles and robots
Minimized sensor size and weight to meet payload restrictions (5 lbs minimum payload)
Available with a many IMU’s to support a wide range of application requirement
Centimeter-level position accuracy (dual-frequency RTK configuration)
On-board data logging of all sensor and navigation solution data
User interface to fully control individual and collective GPS, IMU, Laser setting
Full post-processing support for GPS/IMU/LiDAR with RTD-Post and CYO
LAS file output
Geo-MMS SAASM Lidar Applications
Intelligence, Surveillance and Reconnaissance (ISR)
Situational Awareness
Sense and avoid
Asset management
Coastal surveillance
Hydrometric mapping
Critical Oil & Gas infrastructure inspection
DEM/DSM generation
Indoor mapping capable (SLAM)
Geo-MMS Drone Lidar Mobile Mapping System
The Geodetics Geo-MMS is a fully integrated lidar mapping payload for integration with small unmanned vehicles. The Geo-MMS includes an inertial navigation system coupled with a lidar sensor. Raw data from the integrated GPS, IMU and lidar sensors are recorded on the internal data recording device.
They can then be post-processed using Geodetics’ lidar tool software package to directly geo-reference the Lidar point clouds with LAS format output. Geo-MMS is available with a wide range of sensors.
Geo-MMS Specifications
Flexible mounting for different platforms including UAV, UAS, ground vehicles and robots
Minimized sensor size and weight to meet payload restrictions (5 lbs minimum payload)
Available with a many IMU’s to support a wide range of application requirement
Centimeter-level position accuracy (dual-frequency RTK configuration)
On-board data logging of all raw and navigation solution data
User interface to fully control individual and collective GPS, IMU, Laser setting
Full post-processing support with GPS/IMU Geo-PostProcessing
LAS file output
Geo-MMS Lidar Applications
Intelligence, Surveillance and Reconnaissance (ISR)
2017年，北京时间03月08日00:30，第十二届Esri全球开发者大会，在美国加州棕榈泉（Palm Springs, CA）举办，大会为期4天（北京时间03月8日-03月11日）。 本次大会开场进行了全球网上直播，世界各地的GISer都可以观看本次盛会。在开场视频中，重点提到了Esri今年对产品品牌提出的新主张—The Science of Where,那么该口号是怎么来的，以及该如何解读呢？暂且听听Esri总裁—杰克·丹杰蒙德是怎么阐述的。 PS：后半部分由大会主持人吉姆（Esri首席技术官，CTO）介绍大会的日程安排（没有翻译，有兴趣可以看看）。
The below lidar sensors were designed and engineered for small UAVs. Use the web links to each lidar sensor for more information. Each manufacturer has excellent websites giving you full data sheets along with the best uses for their lidar sensors.
Velodyne 
The Routescene UAV LidarPod is a complete turnkey system developed specifically for use on UAVs. This company worked with the surveying industry and it’s their expertise which is behind the Routescene UAV LidarPod.
The 
Geodetics was founded in 1999 by a team of scientists with the goal of providing precise positioning technologies in the civilian market.
