Airborne Laserscanning Technology for Natural Hazard Monitoring and Protection in Alpine Areas

Size: px
Start display at page:

Download "Airborne Laserscanning Technology for Natural Hazard Monitoring and Protection in Alpine Areas"

Transcription

1 Member of Swissphoto Group Airborne Laserscanning Technology for Natural Hazard Monitoring and Protection in Alpine Areas Geomorphometry 2009, Zürich September 1 st 2009 Stephan Landtwing BSF Swissphoto AG

2 Presentation Outline BSF Swissphoto (short) Company Presentation Lidar Technology and Processes Digital Elevation Models in Switzerland Project LWN country-wide Lidar data collection Lidar Data for Natural Hazard Monitoring and Protection Project Examples Handheld Lidar System scan2map Conclusions and Outlook

3 BSF Swissphoto Core business Airborne Data Acquisition 3D Mapping Geodesy & Surveying 3 offices Zürich-Regensdorf, Switzerland Berlin-Schönefeld, Germany Pasewalk, Germany 60 employees Turn-over 9 Mio in 2008 ~ 50 % in Switzerland & Germany ~ 30 % in Austria, Italy, Poland, Ukraine ~ 20 % other areas

4 3D Mapping: Technology and Resources aircraft 3 Large-format Digital Cameras Vexcel Ultracam (D, X, Xp) 2 Optech Lidar Systems ALTM 3100, ALTM Gemini 1 handheld Lidar System Scan2Map 3 Analogue Cameras > 10 digital photogrammetric workstations

5 Lidar Technology The Basics D-GNSS: Positioning IMU (Inertial Measurement Unit): Orientation Lidar: Time-of-Flight measurement Camera & other sensors optional D-GNSS Elevation Yaw Longitude Pitch Latitude Roll IMU

6 Lidar Technology The Pros Active system: Independent of ambient lighting Direct geo-referencing Multiple measurements per emitted pulse Direct determination of surface model (DSM) Penetration of forest to derive terrain model (DTM) High level of detail to derive further objects

7 Lidar Technology Forest Penetration

8 Lidar Technology The Hardware GPS Antenna GPS Antenna (Base Station) LIDAR & Digital camera

9 Lidar the Workflow Flight Planning GNSS Reference Station Survey Flight GNSS/IMU, Point Cloud Processing Georef. 3D Point Cloud unclassified Automatic Classification ( 95% ) - Ground - Outliers - others (Vegetation, Buildings, Vehicles, Power Lines,...) - (Buildings) Manual Checks & Corrections - DTM Corrections - Building Details - Catenaries & Towers Automatic & Semiaut. Classification Ground Control Classified Point Cloud DTM, DSM Q Docs, Metadata

10 Lidar Workflow Flight Planning

11 Flight Planning Terrain

12 Flight Planning Terrain

13 Flight Planning Terrain

14 The Survey Flight

15 Lidar Workflow - Post Processing GNSS/IMU Processing Trajectory Point Cloud Computation Boresight Calibration and Strip Adjustment Coordinate Transformations Tiling Classification

16 Lidar Derived Products Base Data Derived Products and Applications Terrain Model Surface Model Contours Shading Analysis Cadastre Data Noise Propagation Plans Models and Maps Hillshades Flood Models Orthophotos 3D Building Models 3D-Visualization Plans Viewshed and Analysis Maps

17 Digital Elevation Models in Switzerland Global Models: GTOPO-30, SRTM, ASTER etc. Outstanding Topographic Maps 1: DHM25: 25 m Grid Model based on Digitized Contours (10 m, 20 m) Lidar DTM/DSM collected in 6 lots > km 2

18 Project LWN country-wide Lidar DTM/DSM Product Specifications DTM and DSM Vertical accuracy of interpolated model < 0.5 m (1 ) Point density open area : 0.44 pts/m2, maximum distance between two points: 2 m Areas above 2100 m MSL not part of the project DTM: Point density forested area: 1370 pts/ha DSM: Vertical accuracy < 1.5 m (1 ) for vegetation Point cloud filtering DTM defined as topsoil without vegetation and buildings Non-permanent objects like trains, non-perennial vegetation and installations for constructions to be removed from DSM DSM classified as Ground, Vegetation and Building

19 Swiss Topography Plains Moderate Hills Rolling hills Steep hills and mountains Lakes

20 Challenging Flight Planning & Operations Sensors employed by BSF Swissphoto in the project: TerraPoint ALTMS2536 (lot 2 lot 4) Optech ALTM3100 (lot 5) Flying Height ft AGL, side overlap % Example flight plan in the Canton Uri Main Valley from 500m ascending to 900 m Steep slopes perpendicular to main valley: within 3.5 km +/ m height differences (~55 degree) Discontinuous pattern of mountains and ridges

21 Planned flight lines Planned linesand over main valley as 3D profile Topographic Map 1: Trajectory flight line profile merged

22

23 Lidar for Natural Hazard Monitoring and Protection Project Example 1: Natural Hazard Map Canton St. Gallen Mandatory inventory of areas at risk by natural hazards: Flooding, avalanches, rock falls, land slides,... Resulting risk zones have consequences for land use planning Detailed hazard simulation and analysis on the basis of highresolution vector elevation models Blickrichtung der Foto vom

24 Lidar for Natural Hazard Monitoring and Protection Project Example 1: Natural Hazard Map Canton St. Gallen Project Area 330 km 2 DTM/DSM production Pre-Alpine and Alpine territory ( m MSL) in Eastern Switzerland Ca. 30% urban area DTM Production Concept Data collection Airborne Laserscanner Optech ALTM 3100 Mean point density = 2 pts / m 2 Digital Aerial Camera Vexcel UltraCamX GSD = 12 cm Terrestrial survey of ground control elements DTM generation based on Classified and thinned Lidar point cloud (TIN) 2700 oriented aerial images stereo compilation of break lines and obstacles Existing 2D cadaster data from 61 counties

25 Natural Hazard Map Canton St. Gallen Data Examples Lidar Base Data DSM, Digital Surface Model DTM, Digitales Terrain Model

26 Natural Hazard Map Canton St. Gallen Data Examples Automatically derived forest boundaries (increased roughness)

27 Natural Hazard Map Canton St. Gallen Data Examples Combination Lidar + breaklines DTM as TIN Hillshade and vector data

28 Natural Hazard Map Canton St. Gallen Data Examples Enforced Breaklines for correct drainage simulation Lidar DTM w/o breaklines Final DTM w/ enforced breaklines

29 Natural Hazard Map Canton St. Gallen Data Examples 3D Visualization with extruded buildings, bridges etc.

30 Lidar for Natural Hazard Monitoring and Protection Project Example 2: Rock Fall on Highway Rock fall on Trans-Alpine Gotthard highway May 31st 2006

31 Lidar for Natural Hazard Monitoring and Protection Project Example 2: Rock Fall on Highway Rock fall on Trans-Alpine Gotthard highway May 31st 2006 Immediate Lidar data collection for Documenting the situation Identifying future hazards Planning protective measures

32 DSM incl. vegetation and buildings DTM

33 Highway Rock Fall Data Examples Overhanging rock face contour generation

34 Highway Rock Fall Data Examples Overhanging rock face contour generation 5m

35 Highway Rock Fall Data Examples Overhanging rock face contour generation 1m

36 Highway Rock Fall Data Examples Overhanging rock face contour generation 50cm

37 Highway Rock Fall Data Examples Overhanging rock face contour generation 25cm

38 Highway Rock Fall Resulting Protection Measures

39 Lidar for Natural Hazard Monitoring and Protection Project Example 3: Land Slide Monitoring Thawing permafrost leads to instable slopes and landslides Annual Lidar flight over several affected areas in Tyrolia, Austria to detect and document terrain changes

40 Handheld Lidar & Camera System scan2map

41 scan2map - Advantages Simple installation on a helicopter very little installation time (< 30min) Fast deployment on short notice No recalibration needed: all sensors (incl. GNSS antenna) are tightly fixed in one sensor block Oblique and nadir surveying can be performed in a single flight Map vertical rock faces with high accuracy Fills the gap between terrestrial and conventional airborne Lidar

42 scan2map Data example Colorized point cloud of quarry

43 Conclusions and Outlook Technology Hardware Mature commercial systems, robust operation Multi Pulse in Air technology available, operation tricky Full Wave Form recording offered by most vendors Development to higher pulse rates and accuracies expected to continue Technology Software and Algorithms Lagging behind capabilities of hardware R & D focus on: Calibration / Strip adjustment Classification Automated (vector) feature extraction Full Wave Form analysis Tying point cloud data into consumer GIS software

44 Conclusions and Outlook Applications Many countries working on wide-area DTM/DSM collection (1 4 points / m 2 ) Many potential clients are only beginning to see the advantages of Lidar technology: Corridor infrastructure: power lines, pipeline, railway, highway Natural hazards, emergency response Forestry Industry Trends Sensor Fusion Real-time QC and georeferencing Using point cloud data in GIS environments

45 Thank you for your Attention! Questions?

Managing Lidar (and other point cloud) Data. Lindsay Weitz Cody Benkelman

Managing Lidar (and other point cloud) Data. Lindsay Weitz Cody Benkelman (and other point cloud) Data Lindsay Weitz Cody Benkelman Presentation Context What is lidar, and how does it work? Not this presentation! What can you do with lidar in ArcGIS? What does Esri recommend

More information

How To Make An Orthophoto

How To Make An Orthophoto ISSUE 2 SEPTEMBER 2014 TSA Endorsed by: CLIENT GUIDE TO DIGITAL ORTHO- PHOTOGRAPHY The Survey Association s Client Guides are primarily aimed at other professionals such as engineers, architects, planners

More information

3D Building Roof Extraction From LiDAR Data

3D Building Roof Extraction From LiDAR Data 3D Building Roof Extraction From LiDAR Data Amit A. Kokje Susan Jones NSG- NZ Outline LiDAR: Basics LiDAR Feature Extraction (Features and Limitations) LiDAR Roof extraction (Workflow, parameters, results)

More information

In Flight ALS Point Cloud Georeferencing using RTK GPS Receiver

In Flight ALS Point Cloud Georeferencing using RTK GPS Receiver Integration of Geodetic Sensors In Flight ALS Point Cloud Georeferencing using RTK GPS Receiver Yannick Stebler, Philipp Schär, Jan Skaloud, Bertrand Merminod E mail: yannick.stebler@epfl.ch Web: http://topo.epfl.ch

More information

LIDAR and Digital Elevation Data

LIDAR and Digital Elevation Data LIDAR and Digital Elevation Data Light Detection and Ranging (LIDAR) is being used by the North Carolina Floodplain Mapping Program to generate digital elevation data. These highly accurate topographic

More information

Request for Proposals for Topographic Mapping. Issued by: Teton County GIS and Teton County Engineering Teton County, Wyoming

Request for Proposals for Topographic Mapping. Issued by: Teton County GIS and Teton County Engineering Teton County, Wyoming Request for Proposals for Topographic Mapping Issued by: Teton County GIS and Teton County Engineering Teton County, Wyoming Proposals due: 2:00PM MDT July 1, 2015 Proposals may be delivered to: Teton

More information

Submitted to: Submitted by: Department of Geology and Mineral Industries 800 NE Oregon Street, Suite 965 Portland, OR 97232

Submitted to: Submitted by: Department of Geology and Mineral Industries 800 NE Oregon Street, Suite 965 Portland, OR 97232 LIDAR REMOTE SENSING DATA COLLECTION DEPARTMENT OF F GEOLOGY AND MINERAL INDUSTRIES CRATER LAKE, OREGON NOVEMBER 30, 2010 Submitted to: Department of Geology and Mineral Industries 800 NE Oregon Street,

More information

Using Optech LMS to Calibrate Survey Data Without Ground Control Points

Using Optech LMS to Calibrate Survey Data Without Ground Control Points Challenge An Optech client conducted an airborne lidar survey over a sparsely developed river valley. The data processors were finding that the data acquired in this survey was particularly difficult to

More information

Lidar 101: Intro to Lidar. Jason Stoker USGS EROS / SAIC

Lidar 101: Intro to Lidar. Jason Stoker USGS EROS / SAIC Lidar 101: Intro to Lidar Jason Stoker USGS EROS / SAIC Lidar Light Detection and Ranging Laser altimetry ALTM (Airborne laser terrain mapping) Airborne laser scanning Lidar Laser IMU (INS) GPS Scanning

More information

How To Fuse A Point Cloud With A Laser And Image Data From A Pointcloud

How To Fuse A Point Cloud With A Laser And Image Data From A Pointcloud REAL TIME 3D FUSION OF IMAGERY AND MOBILE LIDAR Paul Mrstik, Vice President Technology Kresimir Kusevic, R&D Engineer Terrapoint Inc. 140-1 Antares Dr. Ottawa, Ontario K2E 8C4 Canada paul.mrstik@terrapoint.com

More information

METHODOLOGY FOR LANDSLIDE SUSCEPTIBILITY AND HAZARD MAPPING USING GIS AND SDI

METHODOLOGY FOR LANDSLIDE SUSCEPTIBILITY AND HAZARD MAPPING USING GIS AND SDI The 8th International Conference on Geo-information for Disaster Management Intelligent Systems for Crisis Management METHODOLOGY FOR LANDSLIDE SUSCEPTIBILITY AND HAZARD MAPPING USING GIS AND SDI T. Fernández

More information

Notable near-global DEMs include

Notable near-global DEMs include Visualisation Developing a very high resolution DEM of South Africa by Adriaan van Niekerk, Stellenbosch University DEMs are used in many applications, including hydrology [1, 2], terrain analysis [3],

More information

The X100. Safe and fully automatic. Fast and with survey accuracy. revolutionary mapping. create your own orthophotos and DSMs

The X100. Safe and fully automatic. Fast and with survey accuracy. revolutionary mapping. create your own orthophotos and DSMs The X100 revolutionary mapping Safe and fully automatic create your own orthophotos and DSMs Fast and with survey accuracy operates even in harsh weather conditions (up to 65 km/h wind & light rain) Image

More information

High Resolution RF Analysis: The Benefits of Lidar Terrain & Clutter Datasets

High Resolution RF Analysis: The Benefits of Lidar Terrain & Clutter Datasets 0 High Resolution RF Analysis: The Benefits of Lidar Terrain & Clutter Datasets January 15, 2014 Martin Rais 1 High Resolution Terrain & Clutter Datasets: Why Lidar? There are myriad methods, techniques

More information

INTEGRATED GEOPHYSICAL AND REMOTE SENSING STUDIES ON GROTTA GIGANTE SHOW CAVE (TRIESTE ITALY) P. Paganini, A. Pavan, F. Coren, A.

INTEGRATED GEOPHYSICAL AND REMOTE SENSING STUDIES ON GROTTA GIGANTE SHOW CAVE (TRIESTE ITALY) P. Paganini, A. Pavan, F. Coren, A. INTEGRATED GEOPHYSICAL AND REMOTE SENSING STUDIES ON GROTTA GIGANTE SHOW CAVE (TRIESTE ITALY) P. Paganini, A. Pavan, F. Coren, A. Fabbricatore Aerial lidar survey - strumentation Piper Seneca II - PA34

More information

3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension

3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension 3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension R.Queen Suraajini, Department of Civil Engineering, College of Engineering Guindy, Anna University, India, suraa12@gmail.com

More information

Digital Image Increase

Digital Image Increase Exploiting redundancy for reliable aerial computer vision 1 Digital Image Increase 2 Images Worldwide 3 Terrestrial Image Acquisition 4 Aerial Photogrammetry 5 New Sensor Platforms Towards Fully Automatic

More information

LiDAR Point Cloud Processing with

LiDAR Point Cloud Processing with LiDAR Research Group, Uni Innsbruck LiDAR Point Cloud Processing with SAGA Volker Wichmann Wichmann, V.; Conrad, O.; Jochem, A.: GIS. In: Hamburger Beiträge zur Physischen Geographie und Landschaftsökologie

More information

Opportunities for the generation of high resolution digital elevation models based on small format aerial photography

Opportunities for the generation of high resolution digital elevation models based on small format aerial photography Opportunities for the generation of high resolution digital elevation models based on small format aerial photography Boudewijn van Leeuwen 1, József Szatmári 1, Zalán Tobak 1, Csaba Németh 1, Gábor Hauberger

More information

3D Point Cloud Analytics for Updating 3D City Models

3D Point Cloud Analytics for Updating 3D City Models 3D Point Cloud Analytics for Updating 3D City Models Rico Richter 25 th May 2015 INSPIRE - Geospatial World Forum 2015 Background Hasso Plattner Institute (HPI): Computer Graphics Systems group of Prof.

More information

State of the art in mobile terrestrial laser scanning systems in Romania and at an international level

State of the art in mobile terrestrial laser scanning systems in Romania and at an international level UN/Moldova/USA Workshop on the Applications of GNSS Chisinau, 17-21 May 2010 State of the art in mobile terrestrial laser scanning systems in Romania and at an international level V.G. Olteanu, A. Badea,

More information

3-D Object recognition from point clouds

3-D Object recognition from point clouds 3-D Object recognition from point clouds Dr. Bingcai Zhang, Engineering Fellow William Smith, Principal Engineer Dr. Stewart Walker, Director BAE Systems Geospatial exploitation Products 10920 Technology

More information

STATE OF NEVADA Department of Administration Division of Human Resource Management CLASS SPECIFICATION

STATE OF NEVADA Department of Administration Division of Human Resource Management CLASS SPECIFICATION STATE OF NEVADA Department of Administration Division of Human Resource Management CLASS SPECIFICATION TITLE PHOTOGRAMMETRIST/CARTOGRAPHER V 39 6.102 PHOTOGRAMMETRIST/CARTOGRAPHER II 33 6.110 PHOTOGRAMMETRIST/CARTOGRAPHER

More information

Vorstellung eines photogrammetrischen Kamerasystems für UAVs mit hochgenauer GNSS/INS Information für standardisierte Verarbeitungsverfahren

Vorstellung eines photogrammetrischen Kamerasystems für UAVs mit hochgenauer GNSS/INS Information für standardisierte Verarbeitungsverfahren Vorstellung eines photogrammetrischen Kamerasystems für UAVs mit hochgenauer GNSS/INS Information für standardisierte Verarbeitungsverfahren T. Kraft a, M. Geßner a, H. Meißner a, H. J. Przybilla b, M.

More information

Full Waveform Digitizing, Dual Channel Airborne LiDAR Scanning System for Ultra Wide Area Mapping

Full Waveform Digitizing, Dual Channel Airborne LiDAR Scanning System for Ultra Wide Area Mapping Full Waveform Digitizing, Dual Channel Airborne LiDAR Scanning System for Ultra Wide Area Mapping RIEGL LMS-Q56 high laser pulse repetition rate up to 8 khz digitization electronics for full waveform data

More information

IMPERVIOUS SURFACE MAPPING UTILIZING HIGH RESOLUTION IMAGERIES. Authors: B. Acharya, K. Pomper, B. Gyawali, K. Bhattarai, T.

IMPERVIOUS SURFACE MAPPING UTILIZING HIGH RESOLUTION IMAGERIES. Authors: B. Acharya, K. Pomper, B. Gyawali, K. Bhattarai, T. IMPERVIOUS SURFACE MAPPING UTILIZING HIGH RESOLUTION IMAGERIES Authors: B. Acharya, K. Pomper, B. Gyawali, K. Bhattarai, T. Tsegaye ABSTRACT Accurate mapping of artificial or natural impervious surfaces

More information

AirborneHydroMapping. New possibilities in bathymetric and topographic survey

AirborneHydroMapping. New possibilities in bathymetric and topographic survey AirborneHydroMapping New possibilities in bathymetric and topographic survey AIRBORNE HYDROMAPPING (2008 2011) Layout needs from water engineering side: - Shallow water applications - High point density

More information

Kotylo (2002) specifies the possible data basis for an orienteering map with the pros and the cons as follows:

Kotylo (2002) specifies the possible data basis for an orienteering map with the pros and the cons as follows: APPLYING LASER SCANNING AS A BASIS FOR DERIVING ORIENTEERING MAPS OF VIENNA Ditz Robert, Gartner Georg Institute of Military Geography, Ministry of Defence, Austria Institute of Geoinformation and Cartography,

More information

COMPARISON OF AERIAL IMAGES, SATELLITE IMAGES AND LASER SCANNING DSM IN A 3D CITY MODELS PRODUCTION FRAMEWORK

COMPARISON OF AERIAL IMAGES, SATELLITE IMAGES AND LASER SCANNING DSM IN A 3D CITY MODELS PRODUCTION FRAMEWORK COMPARISON OF AERIAL IMAGES, SATELLITE IMAGES AND LASER SCANNING DSM IN A 3D CITY MODELS PRODUCTION FRAMEWORK G. Maillet, D. Flamanc Institut Géographique National, Laboratoire MATIS, Saint-Mandé, France

More information

IP-S3 HD1. Compact, High-Density 3D Mobile Mapping System

IP-S3 HD1. Compact, High-Density 3D Mobile Mapping System IP-S3 HD1 Compact, High-Density 3D Mobile Mapping System Integrated, turnkey solution Ultra-compact design Multiple lasers minimize scanning shades Unparalleled ease-of-use No user calibration required

More information

ULTRACAMXP, THE NEW DIGITAL AERIAL CAMERA SYSTEM BY VEXCEL IMAGING / MICROSOFT INTRODUCTION

ULTRACAMXP, THE NEW DIGITAL AERIAL CAMERA SYSTEM BY VEXCEL IMAGING / MICROSOFT INTRODUCTION ULTRACAMXP, THE NEW DIGITAL AERIAL CAMERA SYSTEM BY VEXCEL IMAGING / MICROSOFT Michael Gruber, Alexander Wiechert Vexcel Imaging / Microsoft Photogrammetry Anzengrubergasse 8, A-8010 Graz, Austria {michgrub,

More information

High Resolution Digital Surface Models and Orthoimages for Telecom Network Planning

High Resolution Digital Surface Models and Orthoimages for Telecom Network Planning Renouard, Lehmann 241 High Resolution Digital Surface Models and Orthoimages for Telecom Network Planning LAURENT RENOUARD, S ophia Antipolis FRANK LEHMANN, Berlin ABSTRACT DLR of Germany and ISTAR of

More information

Point Clouds: Big Data, Simple Solutions. Mike Lane

Point Clouds: Big Data, Simple Solutions. Mike Lane Point Clouds: Big Data, Simple Solutions Mike Lane Light Detection and Ranging Point Cloud is the Third Type of Data Vector Point Measurements and Contours Sparse, highly irregularly spaced X,Y,Z values

More information

3D MODELING OF LARGE AND COMPLEX SITE USING MULTI-SENSOR INTEGRATION AND MULTI-RESOLUTION DATA

3D MODELING OF LARGE AND COMPLEX SITE USING MULTI-SENSOR INTEGRATION AND MULTI-RESOLUTION DATA 3D MODELING OF LARGE AND COMPLEX SITE USING MULTI-SENSOR INTEGRATION AND MULTI-RESOLUTION DATA G. Guidi 1, F. Remondino 2, 3, M. Russo 1, F. Menna 4, A. Rizzi 3 1 Dept.INDACO, Politecnico of Milano, Italy

More information

CIESIN Columbia University

CIESIN Columbia University Conference on Climate Change and Official Statistics Oslo, Norway, 14-16 April 2008 The Role of Spatial Data Infrastructure in Integrating Climate Change Information with a Focus on Monitoring Observed

More information

RiMONITOR. Monitoring Software. for RIEGL VZ-Line Laser Scanners. Ri Software. visit our website www.riegl.com. Preliminary Data Sheet

RiMONITOR. Monitoring Software. for RIEGL VZ-Line Laser Scanners. Ri Software. visit our website www.riegl.com. Preliminary Data Sheet Monitoring Software RiMONITOR for RIEGL VZ-Line Laser Scanners for stand-alone monitoring applications by autonomous operation of all RIEGL VZ-Line Laser Scanners adaptable configuration of data acquisition

More information

Utah State General Records Retention Schedule SCHEDULE 1 GEOSPATIAL DATA SETS

Utah State General Records Retention Schedule SCHEDULE 1 GEOSPATIAL DATA SETS Utah State General Records Retention Schedule SCHEDULE 1 BIOTA RECORDS (Item 1-26) These are geospatial records that depict wildlife use areas in the state of Utah as determined by wildlife biologists

More information

Pima Regional Remote Sensing Program

Pima Regional Remote Sensing Program Pima Regional Remote Sensing Program Activity Orthophoto GIS Mapping and Analysis Implementing Agency Pima Association of Governments (Tucson, Arizona area Metropolitan Planning Organization) Summary Through

More information

3D City Modelling from LIDAR Data

3D City Modelling from LIDAR Data Chapter 10 3D City Modelling from LIDAR Data Rebecca (O.C.) Tse, Christopher Gold, and Dave Kidner Abstract Airborne Laser Surveying (ALS) or LIDAR (Light Detection and Ranging) becomes more and more popular

More information

Digital Terrain Model Grid Width 10 m DGM10

Digital Terrain Model Grid Width 10 m DGM10 Digital Terrain Model Grid Width 10 m Status of documentation: 23.02.2015 Seite 1 Contents page 1 Overview of dataset 3 2 Description of the dataset contents 4 3 Data volume 4 4 Description of the data

More information

LiDAR for vegetation applications

LiDAR for vegetation applications LiDAR for vegetation applications UoL MSc Remote Sensing Dr Lewis plewis@geog.ucl.ac.uk Introduction Introduction to LiDAR RS for vegetation Review instruments and observational concepts Discuss applications

More information

Planning Tools related to water in Promotional Complex Forest Western Sudety Mountains

Planning Tools related to water in Promotional Complex Forest Western Sudety Mountains Planning Tools related to water in Promotional Complex Forest Western Sudety Mountains Radomir Balazy Forest Research Institute R.Balazy@ibles.waw.pl Content 1. Introduction 2. Technologies of data collection

More information

CONVERGENCE OF MMS AND PAVEMENT INSPECTION SENSORS FOR COMPLETE ROAD ASSESSMENT

CONVERGENCE OF MMS AND PAVEMENT INSPECTION SENSORS FOR COMPLETE ROAD ASSESSMENT 6th International Symposium on Mobile Mapping Technology, Presidente Prudente, São Paulo, Brazil, July 21-24, 2009 CONVERGENCE OF MMS AND PAVEMENT INSPECTION SENSORS FOR COMPLETE ROAD ASSESSMENT C. Larouche

More information

Evaluation of surface runoff conditions. scanner in an intensive apple orchard

Evaluation of surface runoff conditions. scanner in an intensive apple orchard Evaluation of surface runoff conditions by high resolution terrestrial laser scanner in an intensive apple orchard János Tamás 1, Péter Riczu 1, Attila Nagy 1, Éva Lehoczky 2 1 Faculty of Agricultural

More information

IP-S2 Compact+ 3D Mobile Mapping System

IP-S2 Compact+ 3D Mobile Mapping System IP-S2 Compact+ 3D Mobile Mapping System 3D scanning of road and roadside features Delivers high density point clouds and 360 spherical imagery High accuracy IMU options without export control Simple Map,

More information

Fabrizio Tadina Regional Sales Manager Western Europe Airborne Products Optech Incorporated

Fabrizio Tadina Regional Sales Manager Western Europe Airborne Products Optech Incorporated Fabrizio Tadina Regional Sales Manager Western Europe Airborne Products Optech Incorporated Airborne Trends Analysis Review of market pressures that are driving Optech development efforts Product Announcements

More information

LiDAR REMOTE SENSING

LiDAR REMOTE SENSING LiDAR REMOTE SENSING LOS OSOS CALIFORNIA 5/18/2011 (Updated 2/19/2013) Prepared for: Prepared by: WSI Corvallis Office 517 SW 2 nd St, Suite 400 Corvallis, OR 97333 LIDAR REMOTE SENSING DATA COLLECTION:

More information

Land Mobile Mapping & Survey

Land Mobile Mapping & Survey Land Mobile Mapping & Survey Trimble Geospatial Solutions Trimble s geospatial solution portfolio has been designed to put information to work. Mobile sensors on the land, in the air or indoors capture

More information

REGISTRATION OF LASER SCANNING POINT CLOUDS AND AERIAL IMAGES USING EITHER ARTIFICIAL OR NATURAL TIE FEATURES

REGISTRATION OF LASER SCANNING POINT CLOUDS AND AERIAL IMAGES USING EITHER ARTIFICIAL OR NATURAL TIE FEATURES REGISTRATION OF LASER SCANNING POINT CLOUDS AND AERIAL IMAGES USING EITHER ARTIFICIAL OR NATURAL TIE FEATURES P. Rönnholm a, *, H. Haggrén a a Aalto University School of Engineering, Department of Real

More information

MULTIPURPOSE USE OF ORTHOPHOTO MAPS FORMING BASIS TO DIGITAL CADASTRE DATA AND THE VISION OF THE GENERAL DIRECTORATE OF LAND REGISTRY AND CADASTRE

MULTIPURPOSE USE OF ORTHOPHOTO MAPS FORMING BASIS TO DIGITAL CADASTRE DATA AND THE VISION OF THE GENERAL DIRECTORATE OF LAND REGISTRY AND CADASTRE MULTIPURPOSE USE OF ORTHOPHOTO MAPS FORMING BASIS TO DIGITAL CADASTRE DATA AND THE VISION OF THE GENERAL DIRECTORATE OF LAND REGISTRY AND CADASTRE E.ÖZER, H.TUNA, F.Ç.ACAR, B.ERKEK, S.BAKICI General Directorate

More information

Appendix B. Introduction to Landslide Evaluation Tools Mapping, Remote Sensing, and Monitoring of Landslides

Appendix B. Introduction to Landslide Evaluation Tools Mapping, Remote Sensing, and Monitoring of Landslides Appendix B. Introduction to Landslide Evaluation Tools Mapping, Remote Sensing, and Monitoring of Landslides 66 The Landslide Handbook A Guide to Understanding Landslides Part 1. Mapping Maps are a useful

More information

3D Vision Based Mobile Mapping and Cloud- Based Geoinformation Services

3D Vision Based Mobile Mapping and Cloud- Based Geoinformation Services 3D Vision Based Mobile Mapping and Cloud- Based Geoinformation Services Prof. Dr. Stephan Nebiker FHNW University of Applied Sciences and Arts Northwestern Switzerland Institute of Geomatics Engineering,

More information

LIDAR Data visualization and the Silviculture of PervasION Data

LIDAR Data visualization and the Silviculture of PervasION Data FUSING LIDAR DATA, PHOTOGRAPHS, AND OTHER DATA USING 2D AND 3D VISUALIZATION TECHNIQUES Robert J. McGaughey, Research Forester Ward W. Carson, Research Engineer USDA Forest Service Pacific Northwest Research

More information

The Production of Orienteering Maps in Austria

The Production of Orienteering Maps in Austria The Production of Orienteering Maps in Austria Ditz Robert Institute for Military Geography, Federal Ministry of Defence and Sports, Austria Abstract. Due to changing technologies in collecting data, the

More information

Information Contents of High Resolution Satellite Images

Information Contents of High Resolution Satellite Images Information Contents of High Resolution Satellite Images H. Topan, G. Büyüksalih Zonguldak Karelmas University K. Jacobsen University of Hannover, Germany Keywords: satellite images, mapping, resolution,

More information

Files Used in this Tutorial

Files Used in this Tutorial Generate Point Clouds Tutorial This tutorial shows how to generate point clouds from IKONOS satellite stereo imagery. You will view the point clouds in the ENVI LiDAR Viewer. The estimated time to complete

More information

The following was presented at DMT 14 (June 1-4, 2014, Newark, DE).

The following was presented at DMT 14 (June 1-4, 2014, Newark, DE). DMT 2014 The following was presented at DMT 14 (June 1-4, 2014, Newark, DE). The contents are provisional and will be superseded by a paper in the DMT 14 Proceedings. See also presentations and Proceedings

More information

Plan Plus Volume 1 No 1 2002 (117-123)

Plan Plus Volume 1 No 1 2002 (117-123) Plan Plus Volume 1 No 1 2002 (117-123) APPLICATION OF GIS (GEOGRAPHIC INFORMATION SYSTEM) FOR LANDSLIDE HAZARD ZONATION AND MAPPING DISASTER PRONE AREA: A STUDY OF KULEKHANI WATERSHED, NEPAL Purna Chandra

More information

3D Vision An enabling Technology for Advanced Driver Assistance and Autonomous Offroad Driving

3D Vision An enabling Technology for Advanced Driver Assistance and Autonomous Offroad Driving 3D Vision An enabling Technology for Advanced Driver Assistance and Autonomous Offroad Driving AIT Austrian Institute of Technology Safety & Security Department Christian Zinner Safe and Autonomous Systems

More information

Quality Assurance and Quality Control of LiDAR Systems and Derived Data

Quality Assurance and Quality Control of LiDAR Systems and Derived Data Quality Assurance and Quality Control of LiDAR Systems and Derived Data Prepared by Ayman Habib & Jim Van Rens Abstract LiDAR systems have been widely adopted for the acquisition of dense and accurate

More information

IP-S2 HD. High Definition 3D Mobile Mapping System

IP-S2 HD. High Definition 3D Mobile Mapping System IP-S2 HD High Definition 3D Mobile Mapping System Integrated, turnkey solution High Density, Long Range LiDAR sensor for ultimate in visual detail High Accuracy IMU and DMI Odometry for positional accuracy

More information

USING MOBILE LIDAR TO SURVEY A RAILWAY LINE FOR ASSET INVENTORY INTRODUCTION

USING MOBILE LIDAR TO SURVEY A RAILWAY LINE FOR ASSET INVENTORY INTRODUCTION USING MOBILE LIDAR TO SURVEY A RAILWAY LINE FOR ASSET INVENTORY a Michael Leslar, Sales and Marketing Support Engineer b Gordon Perry, Senior Project Manager b Keith McNease, Principal a Optech Incorporated

More information

ANALYSIS 3 - RASTER What kinds of analysis can we do with GIS?

ANALYSIS 3 - RASTER What kinds of analysis can we do with GIS? ANALYSIS 3 - RASTER What kinds of analysis can we do with GIS? 1. Measurements 2. Layer statistics 3. Queries 4. Buffering (vector); Proximity (raster) 5. Filtering (raster) 6. Map overlay (layer on layer

More information

Geospatial Cloud Computing - Perspectives for

Geospatial Cloud Computing - Perspectives for Geospatial Cloud Computing - Perspectives for Startups and Open Source Projects The Cases of OpenWebGlobe and 3D Vision Mobile Mapping for Urban Infrastructure Management Prof. Dr. Stephan Nebiker FHNW

More information

EXPLOITATION OF COUNTRYWIDE AIRBORNE LIDAR DATASET FOR DOCUMENTATION OF HISTORICAL HUMAN ACTIVITIES IN COUNTRYSIDE

EXPLOITATION OF COUNTRYWIDE AIRBORNE LIDAR DATASET FOR DOCUMENTATION OF HISTORICAL HUMAN ACTIVITIES IN COUNTRYSIDE EXPLOITATION OF COUNTRYWIDE AIRBORNE LIDAR DATASET FOR DOCUMENTATION OF HISTORICAL HUMAN ACTIVITIES IN COUNTRYSIDE Petr DUŠÁNEK 1 1 Charles University in Prague, Faculty of Science Albertov 6, Prague 2,

More information

Enhanced DEM-based flow path delineation algorithms for urban drainage modelling

Enhanced DEM-based flow path delineation algorithms for urban drainage modelling Enhanced DEM-based flow path delineation algorithms for urban drainage modelling João Paulo Leitão, S. Boonya-aroonnet, D. Prodanović and Č. Maksimović Belo Horizonte, Brasil October, 2009 Outline Urban

More information

DAMAGED ROAD TUNNEL LASER SCANNER SURVEY

DAMAGED ROAD TUNNEL LASER SCANNER SURVEY University of Brescia - ITALY DAMAGED ROAD TUNNEL LASER SCANNER SURVEY Prof. Giorgio Vassena giorgio.vassena@unibs.it WORKFLOW - Demand analysis - Instruments choice - On field operations planning - Laser

More information

Jean François Aumont (1), Bastien Mancini (2). (1) Image processing manager, Delair-Tech, (2) Managing director, Delair-Tech. Project : Authors:

Jean François Aumont (1), Bastien Mancini (2). (1) Image processing manager, Delair-Tech, (2) Managing director, Delair-Tech. Project : Authors: Jean François Aumont (1), Bastien Mancini (2). (1) Image processing manager, Delair-Tech, (2) Managing director, Delair-Tech. White paper DT26X DT-3BANDS XL APXL Project : Authors: Date:

More information

Teaching and Learning Strategies for 3D Urban and Landscape Modelling

Teaching and Learning Strategies for 3D Urban and Landscape Modelling Teaching and Learning Strategies for 3D Urban and Landscape Modelling Martin SMITH, Andrew BURTON, and Nikolaos KOKKAS, United Kingdom Key words: 3D modelling, visualization, teaching, learning SUMMARY

More information

EVALUATION OF AIRBORNE LIDAR DIGITAL TERRAIN MAPPING FOR HIGHWAY CORRIDOR PLANNING AND DESIGN

EVALUATION OF AIRBORNE LIDAR DIGITAL TERRAIN MAPPING FOR HIGHWAY CORRIDOR PLANNING AND DESIGN Waheed Uddin Director, Center for Advanced Infrastructure Technology, Carrier Hall 203 The University of Mississippi, University, MS 38677-1848, USA cvuddin@olemiss.edu KEY WORDS: Terrain, mapping, airborne,

More information

FOREST PARAMETER ESTIMATION BY LIDAR DATA PROCESSING

FOREST PARAMETER ESTIMATION BY LIDAR DATA PROCESSING P.-F. Mursa Forest parameter estimation by LIDAR data processing FOREST PARAMETER ESTIMATION BY LIDAR DATA PROCESSING Paula-Florina MURSA, Master Student Military Technical Academy, paula.mursa@gmail.com

More information

Photogrammetric Point Clouds

Photogrammetric Point Clouds Photogrammetric Point Clouds Origins of digital point clouds: Basics have been around since the 1980s. Images had to be referenced to one another. The user had to specify either where the camera was in

More information

Dr. Rinaldo Wurglitsch Solution Development Manger

Dr. Rinaldo Wurglitsch Solution Development Manger Data Management Integrative End-To-End Geo Collection: From Sensor to GIS Dr. Rinaldo Wurglitsch Solution Development Manger Austrian Federal Railways The Austrian Federal Railways (de: Österreichische

More information

Description of Simandou Archaeological Potential Model. 13A.1 Overview

Description of Simandou Archaeological Potential Model. 13A.1 Overview 13A Description of Simandou Archaeological Potential Model 13A.1 Overview The most accurate and reliable way of establishing archaeological baseline conditions in an area is by conventional methods of

More information

LiDAR Remote Sensing Data Collection: Panther Creek, Oregon April 27, 2012

LiDAR Remote Sensing Data Collection: Panther Creek, Oregon April 27, 2012 LiDAR Remote Sensing Data Collection: Panther Creek, Oregon April 27, 2012 Submitted to: Department of Interior Bureau of Land Management Oregon State Office 333 SW 3 rd Ave Portland, OR 97204 Submitted

More information

of large scale imagery without GPS

of large scale imagery without GPS Titelmaster Online geocoding and evaluation of large scale imagery without GPS Wolfgang Förstner, Richard Steffen Department of Photogrammetry Institute for Geodesy and Geoinformation University of Bonn

More information

Optimal Cell Towers Distribution by using Spatial Mining and Geographic Information System

Optimal Cell Towers Distribution by using Spatial Mining and Geographic Information System World of Computer Science and Information Technology Journal (WCSIT) ISSN: 2221-0741 Vol. 1, No. 2, -48, 2011 Optimal Cell Towers Distribution by using Spatial Mining and Geographic Information System

More information

NEW DIGITAL TERRAIN MODELING (DTM) TOOLS FOR CABLE ROUTE PLANNING by Dr. Jose M. Andres Makai Ocean Engineering Inc.

NEW DIGITAL TERRAIN MODELING (DTM) TOOLS FOR CABLE ROUTE PLANNING by Dr. Jose M. Andres Makai Ocean Engineering Inc. NEW DIGITAL TERRAIN MODELING (DTM) TOOLS FOR CABLE ROUTE PLANNING by Dr. Jose M. Andres Makai Ocean Engineering Inc. EXISTING CABLE ROUTE PLANNING TOOLS In recent years, methods used for submarine cable

More information

Opportunities for Mapping Rooftop Solar Energy using LiDAR

Opportunities for Mapping Rooftop Solar Energy using LiDAR Opportunities for Mapping Rooftop Solar Energy using LiDAR An Introduction for BC Local Governments March 2013 Thoreau Rory Tooke Opportunities for Mapping Rooftop Solar Energy using LiDAR An Introduction

More information

RED RELIEF IMAGE MAP 1 : NEW VISUALIZATION METHOD FOR THREE DIMENSIONAL DATA

RED RELIEF IMAGE MAP 1 : NEW VISUALIZATION METHOD FOR THREE DIMENSIONAL DATA RED RELIEF IMAGE MAP 1 : NEW VISUALIZATION METHOD FOR THREE DIMENSIONAL DATA Tatsuro CHIBA, Shin-ichi KANETA, Yusuke SUZUKI Asia Air Survey Co., Ltd. 1-2-2 Manpukuji, Kawasaki, Japan (ta.chiba, sni.kaneta,

More information

The State of North Carolina, the

The State of North Carolina, the Report North Carolina to Produce Flood Insurance Rate Maps in Partnership with the Federal Emergency Management Agency (FEMA) By Gary W. Thompson, PLS, Director, North Carolina Geodetic Survey, and Dave

More information

Accuracy test of 3D modelling for buffer strip calculation and land monitoring. SIN spa - Rome

Accuracy test of 3D modelling for buffer strip calculation and land monitoring. SIN spa - Rome Accuracy test of 3D modelling for buffer strip calculation and land monitoring D. Biscontini, L. Rossi, P. Tosi S. Di Ielsi, F. Manzi, M.A.DelMoro SIN spa - Rome Digital Surface Model at high resolution

More information

Results of digital aerial triangulation using different software packages

Results of digital aerial triangulation using different software packages ABSTRACT Results of digital aerial triangulation using different software packages Thomas Kersten Swissphoto Vermessung AG Dorfstr. 53, CH - 8105 Regensdorf-Watt, Switzerland Phone +41 1 871 22 22, Fax

More information

From Pixel to Info-Cloud News at Leica Geosystems JACIE Denver, 31 March 2011 Ruedi Wagner Hexagon Geosystems, Geospatial Solutions Division.

From Pixel to Info-Cloud News at Leica Geosystems JACIE Denver, 31 March 2011 Ruedi Wagner Hexagon Geosystems, Geospatial Solutions Division. From Pixel to Info-Cloud News at Leica Geosystems JACIE Denver, 31 March 2011 Ruedi Wagner Hexagon Geosystems, Geospatial Solutions Division What else can I do with my sensor/data? Earth to Image Image

More information

Image Analysis CHAPTER 16 16.1 ANALYSIS PROCEDURES

Image Analysis CHAPTER 16 16.1 ANALYSIS PROCEDURES CHAPTER 16 Image Analysis 16.1 ANALYSIS PROCEDURES Studies for various disciplines require different technical approaches, but there is a generalized pattern for geology, soils, range, wetlands, archeology,

More information

Digital Remote Sensing Data Processing Digital Remote Sensing Data Processing and Analysis: An Introduction and Analysis: An Introduction

Digital Remote Sensing Data Processing Digital Remote Sensing Data Processing and Analysis: An Introduction and Analysis: An Introduction Digital Remote Sensing Data Processing Digital Remote Sensing Data Processing and Analysis: An Introduction and Analysis: An Introduction Content Remote sensing data Spatial, spectral, radiometric and

More information

Positioning Aware Solutions for Smart Grid. Enterprise Geospatial & Business Development Manager- GIS DC (Trimble, MEIA Region)

Positioning Aware Solutions for Smart Grid. Enterprise Geospatial & Business Development Manager- GIS DC (Trimble, MEIA Region) Positioning Aware Solutions for Smart Grid Presented by: Pankaj Gupta Enterprise Geospatial & Business Development Manager- GIS DC (Trimble, MEIA Region) Overview: Position-aware solutions for Smart Grid

More information

3D City Modelling of Istanbul Historic Peninsula by Combination of Aerial Images and Terrestrial Laser Scanning Data

3D City Modelling of Istanbul Historic Peninsula by Combination of Aerial Images and Terrestrial Laser Scanning Data 4th EARSel Workshop on Remote Sensing for Developing Countries/GISDECO 8, Istanbul, Turkey, June 4-7, 2008 3D City Modelling of Istanbul Historic Peninsula by Combination of Aerial Images and Terrestrial

More information

Chapter 5 Topographic Maps Bengt Rystedt, Sweden

Chapter 5 Topographic Maps Bengt Rystedt, Sweden Chapter 5 Topographic Maps Bengt Rystedt, Sweden 5.1 Introduction A topographic map describes a place (topos is Greek for place). For a long time, they have been used for military purposes but are now

More information

GEOENGINE MSc in Geomatics Engineering (Master Thesis) Anamelechi, Falasy Ebere

GEOENGINE MSc in Geomatics Engineering (Master Thesis) Anamelechi, Falasy Ebere Master s Thesis: ANAMELECHI, FALASY EBERE Analysis of a Raster DEM Creation for a Farm Management Information System based on GNSS and Total Station Coordinates Duration of the Thesis: 6 Months Completion

More information

SURVEYING WITH GPS. GPS has become a standard surveying technique in most surveying practices

SURVEYING WITH GPS. GPS has become a standard surveying technique in most surveying practices SURVEYING WITH GPS Key Words: Static, Fast-static, Kinematic, Pseudo- Kinematic, Real-time kinematic, Receiver Initialization, On The Fly (OTF), Baselines, Redundant baselines, Base Receiver, Rover GPS

More information

TURNING IMAGES INTO 3D AND 4D MODELS

TURNING IMAGES INTO 3D AND 4D MODELS TURNING IMAGES INTO 3D AND 4D MODELS Fabio REMONDINO 3D Optical Metrology (3DOM) Bruno Kessler Foundation (FBK) Trento, Italy Email: remondino@fbk.eu http://3dom.fbk.eu Cultural Herritage: Monuments /

More information

Terrasolid Software for LiDAR processing

Terrasolid Software for LiDAR processing Terrasolid Software for LiDAR processing Terrasolid Ltd. Founded in 1989, privately held 25+ years of software development on MicroStation 15+ years of point cloud software development Last fiscal year

More information

DEVELOPMENT OF REAL-TIME VISUALIZATION TOOLS FOR THE QUALITY CONTROL OF DIGITAL TERRAIN MODELS AND ORTHOIMAGES

DEVELOPMENT OF REAL-TIME VISUALIZATION TOOLS FOR THE QUALITY CONTROL OF DIGITAL TERRAIN MODELS AND ORTHOIMAGES DEVELOPMENT OF REAL-TIME VISUALIZATION TOOLS FOR THE QUALITY CONTROL OF DIGITAL TERRAIN MODELS AND ORTHOIMAGES Dr.-Ing. Manfred Wiggenhagen University of Hanover, Germany Institute for Photogrammetry and

More information

OPERATING MINIMA FOR AEROPLANES AND HELICOPTER OPERATIONS PURPOSE REFERENCE 4.0 DEFINITION

OPERATING MINIMA FOR AEROPLANES AND HELICOPTER OPERATIONS PURPOSE REFERENCE 4.0 DEFINITION ORDER TCAA-O-OPS034A March 2013 OPERATING MINIMA FOR AEROPLANES AND HELICOPTER OPERATIONS PURPOSE 1. This Order gives guidance to the Authority s Operations Inspector on the procedures for approval of

More information

Northern San Andreas Fault, CA and West Rainier Seismic Zone, WA LiDAR Metadata Report

Northern San Andreas Fault, CA and West Rainier Seismic Zone, WA LiDAR Metadata Report Northern San Andreas Fault, CA and West Rainier Seismic Zone, WA LiDAR Metadata Report Documentation prepared by TerraPoint, LLC & David Harding, NASA GSFC (11/16/04 & 12/02/04) For purposes of distribution

More information

APPLANIX POSITION AND ORIENTATION SYSTEMS FOR LAND VEHICLES (POS LV)

APPLANIX POSITION AND ORIENTATION SYSTEMS FOR LAND VEHICLES (POS LV) APPLANIX POSITION AND ORIENTATION SYSTEMS FOR LAND VEHICLES (POS LV) POS LV powers any application where vehicle positioning and orientation is required. capture everything. precisely. APPLANIX POSITION

More information

Introduction to GIS (Basics, Data, Analysis) & Case Studies. 13 th May 2004. Content. What is GIS?

Introduction to GIS (Basics, Data, Analysis) & Case Studies. 13 th May 2004. Content. What is GIS? Introduction to GIS (Basics, Data, Analysis) & Case Studies 13 th May 2004 Content Introduction to GIS Data concepts Data input Analysis Applications selected examples What is GIS? Geographic Information

More information

DATA VISUALIZATION GABRIEL PARODI STUDY MATERIAL: PRINCIPLES OF GEOGRAPHIC INFORMATION SYSTEMS AN INTRODUCTORY TEXTBOOK CHAPTER 7

DATA VISUALIZATION GABRIEL PARODI STUDY MATERIAL: PRINCIPLES OF GEOGRAPHIC INFORMATION SYSTEMS AN INTRODUCTORY TEXTBOOK CHAPTER 7 DATA VISUALIZATION GABRIEL PARODI STUDY MATERIAL: PRINCIPLES OF GEOGRAPHIC INFORMATION SYSTEMS AN INTRODUCTORY TEXTBOOK CHAPTER 7 Contents GIS and maps The visualization process Visualization and strategies

More information

Rapid Updates of GIS Databases from Digital Images

Rapid Updates of GIS Databases from Digital Images Rapid Updates of GIS Databases from Digital Images Howard Schultz, Allen R. Hanson, Edward M. Riseman, Frank Stolle University of Massachusetts Computer Science Department Amherst, MA 01003 {schultz hanson

More information