GIS Use in Mapping Coral Reefs

Size: px
Start display at page:

Download "GIS Use in Mapping Coral Reefs"

Transcription

1 GIS Use in Mapping Coral Reefs Coral reefs rank among the most biologically productive and diverse of natural ecosystems and are undoubtedly one of the major biodiversity hot spots on the planet. Coral reefs occur mainly between the Tropics of Cancer and Capricorn, and further north and south within warm currents. Corals are slow growing and sensitive to their environment, making it more of a challenge for reefs to restore themselves after impact. With a general worldwide trend towards coral reef degradation, the management of these valuable ecosystems has become more important than ever. Habitat mapping is a prerequisite for condition and resources assessment of any ecosystem which leads to the implementation of management practices. There are many causes for the degradation of coral reef systems, including urbanization of coastal areas (Lewis 2002), hurricanes and tropical storms (Gardner et al. 2005). Degradation has more than one form. Symptoms of coral decline may include skeleton breakage and lose of live coral cover, changes in community composition and loss of species diversity, reduction in reproductive output and recruitment, disease, death and coral bleaching (Lewis 2002). Specifically, coral bleaching is the expulsion of symbiotic pigmented zooxanthellae from the coral body (Andréfouët 2002). Regardless of the type of degradation, it can be monitored using GIS and remote sensing. One method of mapping coral reefs is through oceanographic methods such as sidescan sonar. For mapping with side-scan sonar, overlapping transects of the reef area are run producing a georeferenced mosaic (Franklin et al. 2003). This mosaic can be used a base layer in GIS, and be digitized to show areas, boundaries and specific locations (points, lines, and polygons), creating a map. In their study of the Tortugas region of Florida, Franklin et al. interpreted five categories of deeper reef habitats based on image contrast and density that reflected the apparent relief and complexity of benthic features from a side-scan sonar mosaic (2003). Using GIS, they digitized polygons of the categories, and displayed them accordingly in a map (Franklin et al. 2003). Another method of mapping coral reefs is analyzing aerial photographs. Aerial photograph analysis is also a good way of monitoring change in reefs over long periods of time, since there are many archived aerial photos going back decades that can be used for comparison to current photos. With aerial photography analysis, reefs are described according to their geomorphology rather than explicit ecological properties (Lewis 2002). Using GIS analysis of aerial photography from 1950 and 1991, Lewis was able to show structural loss of fringing coral reefs at the island of Barbados (2002).

2 He did this by digitizing polygons of the borders of the reefs and calculating the areas in GIS, then overlaying the layers to see the changes (Lewis 2002). Despite the many advancing in other remote sensing techniques, aerial photography often remains as the preferred technology (Dahdouh-Guebas 2002), especially in shallow reefs close to the ocean surface. The use of satellite imagery is also common in the mapping of coral reefs. Satellite imagery has the advantages of increased spectral resolution, more frequent temporal resolution (though not as far in the past as aerial photography), and a large range of spatial resolution (Dahdouh-Guebas 2002). For a temporal study of mapping coral bleaching, satellite imagery is the preferred technology, as bleached corals have a distinct increase in reflectance, though a very fine resolution is required (~10cm) to best see the full extent of the bleaching event (Andréfouët 2002). Turner and Klaus used Landsat ETM imagery, processed with ERDAS, in their study of the coral reefs of the Mascarenes (2005). Scuba and snorkel surveys collected data which was then linked to the Landsat imagery and compared with aerial photography in GIS to create a map showing reef classifications (Turner and Klaus 2005). The authors acknowledged the usefulness of GIS in integrating data of many different types into a single database (Turner and Klaus 2005), which can be queried and mapped accordingly. Bello-Pineda et al. took GIS mapping of coral reefs to a new level with the incorporation of Landsat TM imagery, aerial photography, and aerial video mosaics (2006). This fusion of imagery technology created a complex thematic map, which was used to create map units in the Automated Land Evaluation System (ALES) software (Bello- Pineda et al. 2006). The ALES data was exported to the GIS as an attributes database and linked to the thematic map (Bello-Pineda et al. 2006). The combined data was used to create suitability maps of utilizing different resource types of the reef, for example a lobster fishery and snorkeling (Bello-Pineda et al. 2006). There are many different ways of mapping coral reef systems, and the method selected seems to depend on what question you are asking. To demonstrate the temporal change in area of a reef system, a simple area calculation from an aerial photo is sufficient. However, if the sustenance of an area is dependent on the reef resources, the method described by Bello-Pineda et al. for creating a suitability map for different resources for proper management would probably be a better analysis to conduct. However, the more complex the analysis, the more it will cost to perform said analysis, and cost is often an issue. Despite this, as the need to better manage the world s coral

3 reefs the best we possibly can increases each year, I would like to see more suitability assessment analyses conducted to better manage what resources remain. In the future, it is likely that coral reef mapping will also start including larger analyses of artificial reefs. Artificial reefs are deployed for various reasons to increase reef fish production with new habitat (Rubec 1999), and to provide additional hard substrate to increase the settling of coral polyps in attempts to restore reefs. The artificial reefs are usually deployed close to natural reefs (Tseng et al. 2001). Over time, it is assumed that polyp settlement will occur, and will build up over the years, possibly creating new reef systems, as the more the corals build, the more reef dependent species will settle in as well, creating new ecosystems. Artificial reef deployment will by no means create new reefs overnight, but in the future, they have the potential to become more ecologically important as natural reefs continue to decline. Florida is ahead of the game and has already mapped many of its artificial reefs in GIS and made the data available to the general public (Rubec 1999), and I should like to see more areas follow suit. Satellite imagery has the potential to replace aerial photography, as the technology is progressing quickly. The availability of hyper-spectral imagery will have an impact, as more minute data will be able to be obtained from images at incredible resolution. Satellite imagery is there, if you have the money and know the site location. Aerial photography is not always easily obtainable, readily available, or cost effective, if the reef is in a remote location. In addition, each year more satellites are deployed with the newest technology, so there are many options in getting the imagery you need of the target reef to complete a GIS analysis. In the future, I think hyper-spectral imagery will take GIS mapping to a level that will be amazing. Literature Cited Andréfouët, S., et al Choosing the appropriate spatial resolution for monitoring coral bleaching events using remote sensing. Coral Reefs 21: Gardner, Toby A., et al Hurricanes and Caribbean coral reefs: impacts, recovery patterns, and role in long-term decline. Ecology 86(1): Tseng, Chen-Te, et al GIS-assisted site selection for artificial reefs. Fisheries Science 67:

4 Annotated Bibliography Bello-Pineda, J., R. Ponce-Hernandez, and M.A. Liceaga-Correa Incorporating GIS and MCE for suitability assessment modelling of coral reef resources. Environmental Monitoring and Assessment 114: This study focuses on the incorporation of GIS with multicriteria evaluation (MCE) for the development of suitability assessment models for coral reef resources at the Alacranes Reef National Park (ARNP), Yucatan, Mexico. Landsat TM imagery from February 1998 was georeferenced to 1:75,000 analog black and white aerial photos from January 1996 was used as the base layer for the GIS analyses. Aerial video transects were acquired and digitized to raster format and individual frames were pasted together to create video mosaics and then georeferenced. To create a thematic map of the ARNP, the video mosaics were overlaid on top of the aerial photographs, the composite Landsat TM image and an already existing bathymetric model in GIS. Using the spatial resolution of the video and field study data, conspicuous habitats at the reef were identified, and digitized in GIS, effectively mapping the reef system of the ARNP by classification. From this map, using MCE, and incorporating physical and biological data, a suitability map can be created for different resources and management strategies implemented. Dahdouh-Guebas, Farid The use of remote sensing and GIS in the sustainable management of tropical coastal ecosystems. Environment, Development and Sustainability 4: The author recognizes the importance of coastal ecosystems such as mangrove forests, seagrass beds, and coral reefs and the need to successfully develop and implement appropriate management practices. Remote sensing images provide a valuable look at the environment at different spatial, temporal, and spectral resolutions. GIS enables the researcher to view the different resolutions as different layers and displayed simultaneously. This paper s value is in the options presented for acquiring the imagery and which type of sensor is best for the ecosystem you want to study. The author stresses the ability to view temporal changes in GIS and its value in predicting the future status of coastal ecosystems. This is an important aspect of coral reef management. Franklin, Eric C., et al Benthic habitat mapping in the Tortugas region, Florida. Marine Geodesy 26: Franklin et al. recognize that the creation of no-take and marine protected areas (MPA) are a sure way to protect coral reefs and the associated fish species. Before new management practices can be implemented, the area must be thoroughly analyzed.

5 The authors created, integrated, and manipulated data with ArcInfo to produce a digital benthic habitat map of the Tortugas region of study. Data sets were collected for a period of roughly ten years using bathymetric soundings, thematic coverages generated from aerial photogrammetry, single-beam side-scan sonar, and in situ visual surveys. The combined data produced not only a bathymetric map of the areas reefs, but also a classification map. This data greatly contributed to the implementation of three no-take MPAs totaling approximately 675 km 2 in the Tortugas region. Lewis, J.B Evidence from aerial photography of structural loss of coral reefs at Barbados, West Indies. Coral Reefs 21: Lewis used aerial photography to show evidence of coral reef degradation around the island of Barbados in the West Indies. Archived aerial photos from 1950 (1:12,000) and 1991 (1:10,000) were scanned at 600 dpi. The 1:12,000 scale photos were enlarged and the scale corrected with reference to a 1:10,000 topographical map before scanning. Geospatial points of reference were added to the photos, and the coral reef borders were traced, the areas calculated, and the results overlaid using geographic information system analysis. Eight locations of detected reef degradation were selected for field verification. Lewis showed that Barbados reefs showed had lost up to 24% of their structure in the 41 year period. Rubec, P.J GIS as a tool for research, management and placement of artificial reef fisheries. Pages , In: Florida Artificial Reef Summit 98, Proceedings of a conference held in West Palm Beach, Florida. Florida Department of Environmental Protection, and Palm Beach County Department of Environmental Resources Management. In this paper, Rubec focuses on the mapping of benthic habitats for the deployment of artificial reefs and artificial reef systems using GIS. Artificial reefs are deployed to help restore coral reefs and coral reef fisheries. Just like natural coral reefs, artificial coral reefs must be appropriately managed and their status monitored over time. The monitoring of reef systems can facilitate immediate implementation of different management practices through database queries of potentially impacted areas (following hurricanes for example). The frequency with which GIS is now used allows researchers to easily provide the data sets to other agencies and the public. Turner, John and Rebecca Klaus Coral reefs of the Mascarenes, Western Indian Ocean. Philosophical Transactions of the Royal Society 363: In this study, Landsat imagery of the Mascarenes was processed using ERDAS image software and used as a base layer to develop relational database with GIS. In situ analysis was also conducted at reef locations, and all external data was linked to the database. The classified biotope map was converted to a polygon vector layer in GIS.

6 The reefs were classified into biotopes based on both physical and biological factors, such as age, vegetation, bathymetry, and density. This study is a good example of detailed classification mapping in GIS as a tool for management, specifically marine protected area planning.

(1) define the objectives and intended use of the maps and spatial data and

(1) define the objectives and intended use of the maps and spatial data and Mapping coastal seabed habitats in Tasmania: development and integration of remote sensing techniques within a hierarchical framework Alan Jordan Vanessa Halley Miles Lawler Richard Mount Project Planning

More information

The Use of Geographic Information Systems in Risk Assessment

The Use of Geographic Information Systems in Risk Assessment The Use of Geographic Information Systems in Risk Assessment With Specific Focus on the RiVAMP Methodology Presented by Nadine Brown August 27, 2012 Climate Studies Group Mona Climate Change Workshop Presentation

More information

Approaches to biogeographic classification of the world s oceans. Marjo Vierros United Nations University Institute of Advanced Studies

Approaches to biogeographic classification of the world s oceans. Marjo Vierros United Nations University Institute of Advanced Studies Approaches to biogeographic classification of the world s oceans Marjo Vierros United Nations University Institute of Advanced Studies This presentation will cover International policy developments of

More information

TECHNIQUES FOR SPATIAL ANALYSIS AND VISUALIZATION OF BENTHIC MAPPING DATA

TECHNIQUES FOR SPATIAL ANALYSIS AND VISUALIZATION OF BENTHIC MAPPING DATA TECHNIQUES FOR SPATIAL ANALYSIS AND VISUALIZATION OF BENTHIC MAPPING DATA FINAL REPORT April 2003 SAIC Report No. 623 Prepared for: NOAA Coastal Services Center 2234 South Hobson Avenue Charleston SC 29405-2413

More information

Remote Sensing and GIS Application In Change Detection Study In Urban Zone Using Multi Temporal Satellite

Remote Sensing and GIS Application In Change Detection Study In Urban Zone Using Multi Temporal Satellite Remote Sensing and GIS Application In Change Detection Study In Urban Zone Using Multi Temporal Satellite R.Manonmani, G.Mary Divya Suganya Institute of Remote Sensing, Anna University, Chennai 600 025

More information

Understanding Raster Data

Understanding Raster Data Introduction The following document is intended to provide a basic understanding of raster data. Raster data layers (commonly referred to as grids) are the essential data layers used in all tools developed

More information

WHAT IS GIS - AN INRODUCTION

WHAT IS GIS - AN INRODUCTION WHAT IS GIS - AN INRODUCTION GIS DEFINITION GIS is an acronym for: Geographic Information Systems Geographic This term is used because GIS tend to deal primarily with geographic or spatial features. Information

More information

Summary Report for Rookery Bay National Estuarine Research Reserve

Summary Report for Rookery Bay National Estuarine Research Reserve Summary Report for Rookery Bay National Estuarine Research Reserve Contacts: Kevin Cunniff, Rookery Bay National Estuarine Research Reserve Katie Laakkonen, City of Naples Seagrass Integrated Mapping and

More information

Sound GIS Project Experience

Sound GIS Project Experience Project Experience Marine Vegetation Atlas for Washington State Washington Department of Natural Resources. September 2012 January 2014 supported the marine scientists of DNR s Nearshore Habitat Program

More information

A quick overview of geographic information systems (GIS) Uwe Deichmann, DECRG <udeichmann@worldbank.org>

A quick overview of geographic information systems (GIS) Uwe Deichmann, DECRG <udeichmann@worldbank.org> A quick overview of geographic information systems (GIS) Uwe Deichmann, DECRG Why is GIS important? A very large share of all types of information has a spatial component ( 80

More information

COASTAL MONITORING & OBSERVATIONS LESSON PLAN Do You Have Change?

COASTAL MONITORING & OBSERVATIONS LESSON PLAN Do You Have Change? Coastal Change Analysis Lesson Plan COASTAL MONITORING & OBSERVATIONS LESSON PLAN Do You Have Change? NOS Topic Coastal Monitoring and Observations Theme Coastal Change Analysis Links to Overview Essays

More information

RESOLUTION MERGE OF 1:35.000 SCALE AERIAL PHOTOGRAPHS WITH LANDSAT 7 ETM IMAGERY

RESOLUTION MERGE OF 1:35.000 SCALE AERIAL PHOTOGRAPHS WITH LANDSAT 7 ETM IMAGERY RESOLUTION MERGE OF 1:35.000 SCALE AERIAL PHOTOGRAPHS WITH LANDSAT 7 ETM IMAGERY M. Erdogan, H.H. Maras, A. Yilmaz, Ö.T. Özerbil General Command of Mapping 06100 Dikimevi, Ankara, TURKEY - (mustafa.erdogan;

More information

A GIS helps you answer questions and solve problems by looking at your data in a way that is quickly understood and easily shared.

A GIS helps you answer questions and solve problems by looking at your data in a way that is quickly understood and easily shared. A Geographic Information System (GIS) integrates hardware, software, and data for capturing, managing, analyzing, and displaying all forms of geographically referenced information. GIS allows us to view,

More information

REQUEST FOR PROPOSAL (RFP) For Consultancy Services

REQUEST FOR PROPOSAL (RFP) For Consultancy Services National Environment & Planning Agency 10 & 11 Caledonia Avenue, Kingston 5, Jamaica W.I. Tel: (876) 754-7540 Fax: (876) 754-7595-6, toll free help-line: 1-888-991-5005 Website: http://www.nepa.gov.jm

More information

Pipeline Routing using GIS and Remote Sensing Tobenna Opara Ocean Engineering Department University of Rhode Island Tobennaopara@my.uri.

Pipeline Routing using GIS and Remote Sensing Tobenna Opara Ocean Engineering Department University of Rhode Island Tobennaopara@my.uri. Pipeline Routing using GIS and Remote Sensing Tobenna Opara Ocean Engineering Department University of Rhode Island Tobennaopara@my.uri.edu Pipelines are utilized by the oil and gas industry to transport

More information

Optical Analysis Overview

Optical Analysis Overview Optical Analysis Overview To analyze seafloor videography collected by the TOAD camera sled deployments, a series of five small circles extending in a straight horizontal line are marked on a video monitor

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

Martin County Coastal GIS Program St Lucie Inlet Planning Tool

Martin County Coastal GIS Program St Lucie Inlet Planning Tool Martin County Coastal GIS Program St Lucie Inlet Planning Tool Alexandra Carvalho, Ph.D., GISP Kathy Fitzpatrick, P.E. Jessica Garland Martin County, Florida Presentation Overview County Coastal Programs

More information

Forest Service Southern Region Jess Clark & Kevin Megown USFS Remote Sensing Applications Center (RSAC)

Forest Service Southern Region Jess Clark & Kevin Megown USFS Remote Sensing Applications Center (RSAC) Hurricane Katrina Damage Assessment on Lands Managed by the Desoto National Forest using Multi-Temporal Landsat TM Imagery and High Resolution Aerial Photography Renee Jacokes-Mancini Forest Service Southern

More information

A METHODOLOGY FOR GIS INTERFACING OF MARINE DATA

A METHODOLOGY FOR GIS INTERFACING OF MARINE DATA A METHODOLOGY FOR GIS INTERFACING OF MARINE DATA Proceedings of GIS PLANET 98: International Conference and Exhibition on Geographic Information, Lisbon, Portugal, 7-11 September 1998 Vasilis Valavanis,

More information

A KNOWLEDGE-BASED APPROACH FOR REDUCING CLOUD AND SHADOW ABSTRACT

A KNOWLEDGE-BASED APPROACH FOR REDUCING CLOUD AND SHADOW ABSTRACT A KNOWLEDGE-BASED APPROACH FOR REDUCING CLOUD AND SHADOW Mingjun Song, Graduate Research Assistant Daniel L. Civco, Director Laboratory for Earth Resources Information Systems Department of Natural Resources

More information

STATUS REPORT FOR THE SUBMERGED REEF BALL TM ARTIFICIAL REEF SUBMERGED BREAKWATER BEACH STABILIZATION PROJECT FOR THE GRAND CAYMAN MARRIOTT HOTEL

STATUS REPORT FOR THE SUBMERGED REEF BALL TM ARTIFICIAL REEF SUBMERGED BREAKWATER BEACH STABILIZATION PROJECT FOR THE GRAND CAYMAN MARRIOTT HOTEL STATUS REPORT FOR THE SUBMERGED REEF BALL TM ARTIFICIAL REEF SUBMERGED BREAKWATER BEACH STABILIZATION PROJECT FOR THE GRAND CAYMAN MARRIOTT HOTEL performed by Lee E. Harris, Ph.D., P.E. Consulting Coastal

More information

Assessment of environmental vulnerability of Maputo bay using Remote Sensing data and GIS

Assessment of environmental vulnerability of Maputo bay using Remote Sensing data and GIS Assessment of environmental vulnerability of Maputo bay using Remote Sensing data and GIS Introduction In tropical countries we can identify two types of ecosystems in risk along the cost: mangrove and

More information

DYNAMICS OF EMERGENT MACROPHYTES OVERGROWTH IN LAKE ENGURES

DYNAMICS OF EMERGENT MACROPHYTES OVERGROWTH IN LAKE ENGURES Jānis Brižs Latvijas Universitāte, Latvija DYNAMICS OF EMERGENT MACROPHYTES OVERGROWTH IN LAKE ENGURES Abstract Expansion of emergent plants is one of the most important problems of Lake Engures, a Ramsar

More information

Chapter Contents Page No

Chapter Contents Page No Chapter Contents Page No Preface Acknowledgement 1 Basics of Remote Sensing 1 1.1. Introduction 1 1.2. Definition of Remote Sensing 1 1.3. Principles of Remote Sensing 1 1.4. Various Stages in Remote Sensing

More information

Geospatial Information for disaster risk reduction and natural resources management. Rolando Ocampo Alcántar

Geospatial Information for disaster risk reduction and natural resources management. Rolando Ocampo Alcántar Geospatial Information for disaster risk reduction and natural resources management Rolando Ocampo Alcántar Content Background Geospatial Information for Disaster Management Risk Atlas Information Exchange

More information

Principles and Practices of Data Integration

Principles and Practices of Data Integration Data Integration Data integration is the process of combining data of different themes, content, scale or spatial extent, projections, acquisition methods, formats, schema, or even levels of uncertainty,

More information

Using Remote Sensing Imagery to Evaluate Post-Wildfire Damage in Southern California

Using Remote Sensing Imagery to Evaluate Post-Wildfire Damage in Southern California Graham Emde GEOG 3230 Advanced Remote Sensing February 22, 2013 Lab #1 Using Remote Sensing Imagery to Evaluate Post-Wildfire Damage in Southern California Introduction Wildfires are a common disturbance

More information

Subactivity: Habitat Conservation Program Element: National Wetlands Inventory

Subactivity: Habitat Conservation Program Element: National Wetlands Inventory HABITAT CONSERVATION FY 29 BUDGET JUSTIFICATION Subactivity: Habitat Conservation Program Element: National Wetlands Inventory National Wetlands Inventory ($) FTE 27 4,7 2 28 Enacted 5,255 2 Fixed Costs

More information

Slide 1. Slide 2. Slide 3

Slide 1. Slide 2. Slide 3 Satellite Analysis of Sea Surface Temperatures in the Florida Keys to Monitor Coral Reef Health NASA Stennis Space Center Earthzine/DEVELOP Virtual Poster Session, Summer 2011 Video Transcript Slide 1

More information

The Marine Protected Area Inventory

The Marine Protected Area Inventory The Marine Protected Area Inventory New pictures Jordan Gass, Hugo Selbie and Charlie Wahle ESRI Ocean Forum November 6, 2013 Outline What is the MPA Inventory? Purpose Data How it s used Future directions

More information

GEOGRAPHIC INFORMATION SYSTEMS Lecture 20: Adding and Creating Data

GEOGRAPHIC INFORMATION SYSTEMS Lecture 20: Adding and Creating Data Adding Existing Data Into ArcGIS - there are many different ways to get data into ArcGIS GEOGRAPHIC INFORMATION SYSTEMS Lecture 20: Adding and Creating Data Add Data - normally we use the Add Data button

More information

Coastal Engineering Indices to Inform Regional Management

Coastal Engineering Indices to Inform Regional Management Coastal Engineering Indices to Inform Regional Management Lauren Dunkin FSBPA 14 February 2013 Outline Program overview Standard products Coastal Engineering Index Conclusion and future work US Army Corps

More information

Digital image processing

Digital image processing 746A27 Remote Sensing and GIS Lecture 4 Digital image processing Chandan Roy Guest Lecturer Department of Computer and Information Science Linköping University Digital Image Processing Most of the common

More information

Mapping Coral Reefs of Phi Phi Island Using Remote Sensing and GIS for Integrated Coastal Zone Management

Mapping Coral Reefs of Phi Phi Island Using Remote Sensing and GIS for Integrated Coastal Zone Management Mapping Coral Reefs of Phi Phi Island Using Remote Sensing and GIS for Integrated Coastal Zone Management Sarawut Ninsawat and Nitin Kumar Tripathi Space Technology Application and Research Program (STAR)

More information

GEOGRAPHIC INFORMATION SYSTEMS

GEOGRAPHIC INFORMATION SYSTEMS GEOGRAPHIC INFORMATION SYSTEMS WHAT IS A GEOGRAPHIC INFORMATION SYSTEM? A geographic information system (GIS) is a computer-based tool for mapping and analyzing spatial data. GIS technology integrates

More information

.FOR. Forest inventory and monitoring quality

.FOR. Forest inventory and monitoring quality .FOR Forest inventory and monitoring quality FOR : the asset to manage your forest patrimony 2 1..FOR Presentation.FOR is an association of Belgian companies, created in 2010 and supported by a university

More information

ENVI THE PREMIER SOFTWARE FOR EXTRACTING INFORMATION FROM GEOSPATIAL IMAGERY.

ENVI THE PREMIER SOFTWARE FOR EXTRACTING INFORMATION FROM GEOSPATIAL IMAGERY. ENVI THE PREMIER SOFTWARE FOR EXTRACTING INFORMATION FROM GEOSPATIAL IMAGERY. ENVI Imagery Becomes Knowledge ENVI software uses proven scientific methods and automated processes to help you turn geospatial

More information

Nature Values Screening Using Object-Based Image Analysis of Very High Resolution Remote Sensing Data

Nature Values Screening Using Object-Based Image Analysis of Very High Resolution Remote Sensing Data Nature Values Screening Using Object-Based Image Analysis of Very High Resolution Remote Sensing Data Aleksi Räsänen*, Anssi Lensu, Markku Kuitunen Environmental Science and Technology Dept. of Biological

More information

Selecting the appropriate band combination for an RGB image using Landsat imagery

Selecting the appropriate band combination for an RGB image using Landsat imagery Selecting the appropriate band combination for an RGB image using Landsat imagery Ned Horning Version: 1.0 Creation Date: 2004-01-01 Revision Date: 2004-01-01 License: This document is licensed under a

More information

Sextant. Spatial Data Infrastructure for Marine Environment. C. Satra Le Bris, E. Quimbert, M. Treguer

Sextant. Spatial Data Infrastructure for Marine Environment. C. Satra Le Bris, E. Quimbert, M. Treguer Sextant On-Line information system for marine geographical information E. Quimbert, M. Bellouis, F. Lecuy, M. Treguer Centre de Bretagne BP 70, Plouzané 29280 France E-mail: sextant@ifremer.fr Sextant

More information

Buffer Operations in GIS

Buffer Operations in GIS Buffer Operations in GIS Nagapramod Mandagere, Graduate Student, University of Minnesota npramod@cs.umn.edu SYNONYMS GIS Buffers, Buffering Operations DEFINITION A buffer is a region of memory used to

More information

Cartographic and Geospatial Materials

Cartographic and Geospatial Materials LIBRARY OF CONGRESS COLLECTIONS POLICY STATEMENTS ±² Collections Policy Statement Index Cartographic and Geospatial Materials This document consolidates and replaces the former Maps, Atlases, and Remote

More information

Terms of Reference For First Joint Mission for the Pilot Programme on Climate Resilience (PPCR) In St. Vincent and the Grenadines

Terms of Reference For First Joint Mission for the Pilot Programme on Climate Resilience (PPCR) In St. Vincent and the Grenadines Terms of Reference For First Joint Mission for the Pilot Programme on Climate Resilience (PPCR) In St. Vincent and the Grenadines 1 Glossary of Terms and Abbreviations CIF IDB MTESP NEMO NESDC NESDP NGO

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

Coral Triangle Initiative (CTI) on Coral Reefs, Fisheries and Food Securities

Coral Triangle Initiative (CTI) on Coral Reefs, Fisheries and Food Securities 2008/MRCWG/022 Agenda Item: 10 Coral Triangle Initiative (CTI) on Coral Reefs, Fisheries and Food Securities Purpose: Information Submitted by: Indonesia 21 st Marine Resource Conservation Working Group

More information

Web Based GIS Consulting Portal with Crop-Land Suitability

Web Based GIS Consulting Portal with Crop-Land Suitability Web Based GIS Consulting Portal with Crop-Land Suitability P.K.S.C. Jayasinghe a, Takemi Machida b a Ibaraki University, Ibaraki prefecture, Japan, subashjp@yahoo.com, b Ibaraki University, Ibaraki prefecture,

More information

MPA NETWORKS MODULE 2 2.1 INTRODUCTION TO MPA NETWORKS. Advantages of Networks 2.2 TYPES OF MPA NETWORKS. Social Networks. Ecological Networks

MPA NETWORKS MODULE 2 2.1 INTRODUCTION TO MPA NETWORKS. Advantages of Networks 2.2 TYPES OF MPA NETWORKS. Social Networks. Ecological Networks 2.1 INTRODUCTION TO MPA NETWORKS Advantages of Networks 2.2 TYPES OF MPA NETWORKS Social Networks Ecological Networks Management-based Networks Case Study: A Regional Approach to MPA Development in West

More information

Mapping Land Cover Patterns of Gunma Prefecture, Japan, by Using Remote Sensing ABSTRACT

Mapping Land Cover Patterns of Gunma Prefecture, Japan, by Using Remote Sensing ABSTRACT 1 Mapping Land Cover Patterns of Gunma Prefecture, Japan, by Using Remote Sensing Zhaohui Deng, Yohei Sato, Hua Jia Department of Biological and Environmental Engineering, Graduate School of Agricultural

More information

CONSIDERATIONS ON THE POTENTIAL OF INCREASE IN COASTAL VULNERABILITY IN TINHARÉ AND BOIPEBA ISLANDS, BAHIA, BRAZIL, IN FACE OF CLIMATE CHANGE

CONSIDERATIONS ON THE POTENTIAL OF INCREASE IN COASTAL VULNERABILITY IN TINHARÉ AND BOIPEBA ISLANDS, BAHIA, BRAZIL, IN FACE OF CLIMATE CHANGE CONSIDERATIONS ON THE POTENTIAL OF INCREASE IN COASTAL VULNERABILITY IN TINHARÉ AND BOIPEBA ISLANDS, BAHIA, BRAZIL, IN FACE OF CLIMATE CHANGE Carla I. Elliff & Ruy K. P. Kikuchi Universidade Federal da

More information

MPA Baseline Program. Annual Progress Report. North Coast Region

MPA Baseline Program. Annual Progress Report. North Coast Region MPA Baseline Program Annual Progress Report Principal Investigators - please use this form to submit your MPA Baseline Program project annual report, including an update on activities completed over the

More information

Remote Sensing in Natural Resources Mapping

Remote Sensing in Natural Resources Mapping Remote Sensing in Natural Resources Mapping NRS 516, Spring 2016 Overview of Remote Sensing in Natural Resources Mapping What is remote sensing? Why remote sensing? Examples of remote sensing in natural

More information

GREAT BARRIER REEF. Climate Change Action Plan

GREAT BARRIER REEF. Climate Change Action Plan GREAT BARRIER REEF Climate Change Action Plan 2007 2011 Climate change is now recognised as the greatest long-term threat to the Great Barrier Reef. The Great Barrier Reef is internationally renowned as

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

Introduction to Imagery and Raster Data in ArcGIS

Introduction to Imagery and Raster Data in ArcGIS Esri International User Conference San Diego, California Technical Workshops July 25, 2012 Introduction to Imagery and Raster Data in ArcGIS Simon Woo slides Cody Benkelman - demos Overview of Presentation

More information

Advanced Image Management using the Mosaic Dataset

Advanced Image Management using the Mosaic Dataset Esri International User Conference San Diego, California Technical Workshops July 25, 2012 Advanced Image Management using the Mosaic Dataset Vinay Viswambharan, Mike Muller Agenda ArcGIS Image Management

More information

The Idiots Guide to GIS and Remote Sensing

The Idiots Guide to GIS and Remote Sensing The Idiots Guide to GIS and Remote Sensing 1. Picking the right imagery 1 2. Accessing imagery 1 3. Processing steps 1 a. Geocorrection 2 b. Processing Landsat images layerstacking 4 4. Landcover classification

More information

The Everglades & Northern Estuaries; St. Lucie River Estuary, Indian River Lagoon & Caloosahatchee Estuary. Water Flows & Current Issues

The Everglades & Northern Estuaries; St. Lucie River Estuary, Indian River Lagoon & Caloosahatchee Estuary. Water Flows & Current Issues The Everglades & Northern Estuaries; St. Lucie River Estuary, Indian River Lagoon & Caloosahatchee Estuary Water Flows & Current Issues Florida Governor Rick Scott August 20, 2013 Upper Chain of Lakes

More information

Coral Reefs Lecture Notes

Coral Reefs Lecture Notes Coral Reefs Lecture Notes (Topic 10D) page 1 Coral Reefs Lecture Notes Corals Polyps & Zooxanthellae Coral Polyps Are coral polyps algae or animals? Description (What do coral polyps look like? Make a

More information

Field Techniques Manual: GIS, GPS and Remote Sensing

Field Techniques Manual: GIS, GPS and Remote Sensing Field Techniques Manual: GIS, GPS and Remote Sensing Section A: Introduction Chapter 1: GIS, GPS, Remote Sensing and Fieldwork 1 GIS, GPS, Remote Sensing and Fieldwork The widespread use of computers

More information

Ocean Engineering, Surveying and Mapping Services

Ocean Engineering, Surveying and Mapping Services Ocean Engineering, Surveying and Mapping Services FUGRO PELAGOS, INC. Fugro collects and interprets data related to the earth s surface and the soils and rocks beneath. It provides advice based on the

More information

Remote sensing and GIS applications in coastal zone monitoring

Remote sensing and GIS applications in coastal zone monitoring Remote sensing and GIS applications in coastal zone monitoring T. Alexandridis, C. Topaloglou, S. Monachou, G.Tsakoumis, A. Dimitrakos, D. Stavridou Lab of Remote Sensing and GIS School of Agriculture

More information

National Parks and Wildlife Service

National Parks and Wildlife Service ISSN 2009-4086 National Parks and Wildlife Service Conservation Objectives Series Kilkee Reefs SAC 002264 Page 1 of 9 National Parks and Wildlife Service, Department of Arts, Heritage and the Gaeltacht,

More information

REGIONAL SEDIMENT MANAGEMENT: A GIS APPROACH TO SPATIAL DATA ANALYSIS. Lynn Copeland Hardegree, Jennifer M. Wozencraft 1, Rose Dopsovic 2 INTRODUCTION

REGIONAL SEDIMENT MANAGEMENT: A GIS APPROACH TO SPATIAL DATA ANALYSIS. Lynn Copeland Hardegree, Jennifer M. Wozencraft 1, Rose Dopsovic 2 INTRODUCTION REGIONAL SEDIMENT MANAGEMENT: A GIS APPROACH TO SPATIAL DATA ANALYSIS Lynn Copeland Hardegree, Jennifer M. Wozencraft 1, Rose Dopsovic 2 ABSTRACT: Regional sediment management (RSM) requires the capability

More information

Mosaicking and Subsetting Images

Mosaicking and Subsetting Images Mosaicking and Subsetting Images Using SAGA GIS Tutorial ID: IGET_RS_005 This tutorial has been developed by BVIEER as part of the IGET web portal intended to provide easy access to geospatial education.

More information

Shoreline Change Prediction Model for Coastal Zone Management in Thailand

Shoreline Change Prediction Model for Coastal Zone Management in Thailand Journal of Shipping and Ocean Engineering 2 (2012) 238-243 D DAVID PUBLISHING Shoreline Change Prediction Model for Coastal Zone Management in Thailand Siriluk Prukpitikul, Varatip Buakaew, Watchara Keshdet,

More information

Michigan Tech Research Institute Wetland Mitigation Site Suitability Tool

Michigan Tech Research Institute Wetland Mitigation Site Suitability Tool Michigan Tech Research Institute Wetland Mitigation Site Suitability Tool Michigan Tech Research Institute s (MTRI) Wetland Mitigation Site Suitability Tool (WMSST) integrates data layers for eight biophysical

More information

Remote Sensing Method in Implementing REDD+

Remote Sensing Method in Implementing REDD+ Remote Sensing Method in Implementing REDD+ FRIM-FFPRI Research on Development of Carbon Monitoring Methodology for REDD+ in Malaysia Remote Sensing Component Mohd Azahari Faidi, Hamdan Omar, Khali Aziz

More information

Vegetation Resources Inventory

Vegetation Resources Inventory Vegetation Resources Inventory Guidelines for Preparing a Project Implementation Plan for Photo Interpretation Prepared by Ministry of Sustainable Resource Management Terrestrial Information Branch for

More information

Resolutions of Remote Sensing

Resolutions of Remote Sensing Resolutions of Remote Sensing 1. Spatial (what area and how detailed) 2. Spectral (what colors bands) 3. Temporal (time of day/season/year) 4. Radiometric (color depth) Spatial Resolution describes how

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

Mapping Mashup/Data Integration Development Resources

Mapping Mashup/Data Integration Development Resources Mapping Mashup/Data Integration Development Resources David Hart GIS Specialist University of Wisconsin Sea Grant Institute October 6, 2008 Virtual Globes A virtual globe is a 3D software model or representation

More information

ICRI Resolution on Artificial Coral Reef Restoration and Rehabilitation

ICRI Resolution on Artificial Coral Reef Restoration and Rehabilitation ICRI Resolution on Artificial Coral Reef Restoration and Rehabilitation This Resolution was tabled and discussed at the ICRI General Meeting in Seychelles on Wednesday, 27 April 2005. It was approved after

More information

Geographic Information Systems (GIS) @ GIS at UCSD. Here to help you explore our world

Geographic Information Systems (GIS) @ GIS at UCSD. Here to help you explore our world Geographic Information Systems (GIS) @ GIS at UCSD Here to help you explore our world GIS at UCSD what it is and what it means to you Tracey Hughes UCSD GIS Coordinator 2006 Image from Google Earth An

More information

Imagery. 1:50,000 Basemap Generation From Satellite. 1 Introduction. 2 Input Data

Imagery. 1:50,000 Basemap Generation From Satellite. 1 Introduction. 2 Input Data 1:50,000 Basemap Generation From Satellite Imagery Lisbeth Heuse, Product Engineer, Image Applications Dave Hawkins, Product Manager, Image Applications MacDonald Dettwiler, 3751 Shell Road, Richmond B.C.

More information

Open Source Desktop GIS Solutions for the Not-So Casual User

Open Source Desktop GIS Solutions for the Not-So Casual User Open Source Desktop GIS Solutions for the Not-So Casual User Roger C. Lowe III Warnell School of Forestry and Natural Resources The University of Georgia Athens, GA 30605 rlo@warnell.uga.edu Abstract Ask

More information

APPLICATION OF MULTITEMPORAL LANDSAT DATA TO MAP AND MONITOR LAND COVER AND LAND USE CHANGE IN THE CHESAPEAKE BAY WATERSHED

APPLICATION OF MULTITEMPORAL LANDSAT DATA TO MAP AND MONITOR LAND COVER AND LAND USE CHANGE IN THE CHESAPEAKE BAY WATERSHED APPLICATION OF MULTITEMPORAL LANDSAT DATA TO MAP AND MONITOR LAND COVER AND LAND USE CHANGE IN THE CHESAPEAKE BAY WATERSHED S. J. GOETZ Woods Hole Research Center Woods Hole, Massachusetts 054-096 USA

More information

Supporting Online Material for Achard (RE 1070656) scheduled for 8/9/02 issue of Science

Supporting Online Material for Achard (RE 1070656) scheduled for 8/9/02 issue of Science Supporting Online Material for Achard (RE 1070656) scheduled for 8/9/02 issue of Science Materials and Methods Overview Forest cover change is calculated using a sample of 102 observations distributed

More information

Compiled from ESRI s Web site: http://www.esri.com. 1. What Is a GIS?

Compiled from ESRI s Web site: http://www.esri.com. 1. What Is a GIS? Compiled from ESRI s Web site: http://www.esri.com 1. What Is a GIS? A geographic information system (GIS) is a computer-based tool for mapping and analysing things that exist and events that happen on

More information

Geospatial Software Solutions for the Environment and Natural Resources

Geospatial Software Solutions for the Environment and Natural Resources Geospatial Software Solutions for the Environment and Natural Resources Manage and Preserve the Environment and its Natural Resources Our environment and the natural resources it provides play a growing

More information

Image Draping & navigation within Virtual GIS

Image Draping & navigation within Virtual GIS Image Draping & navigation within Virtual GIS Draping of Geo Corrected data such as aerial imagery or map data enables virtual 3D field tours to be conducted in an area of interest. This document covers

More information

Land Use/ Land Cover Mapping Initiative for Kansas and the Kansas River Watershed

Land Use/ Land Cover Mapping Initiative for Kansas and the Kansas River Watershed Land Use/ Land Cover Mapping Initiative for Kansas and the Kansas River Watershed Kansas Biological Survey Kansas Applied Remote Sensing Program April 2008 Previous Kansas LULC Projects Kansas LULC Map

More information

INVESTIGA I+D+i 2013/2014

INVESTIGA I+D+i 2013/2014 INVESTIGA I+D+i 2013/2014 SPECIFIC GUIDELINES ON AEROSPACE OBSERVATION OF EARTH Text by D. Eduardo de Miguel October, 2013 Introducction Earth observation is the use of remote sensing techniques to better

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

Questions and Answers

Questions and Answers AutoCAD Raster Design 2012 Questions and Answers Make the most of rasterized scanned drawings, maps, aerial photos, satellite imagery, and digital elevation models. Get more out of your raster data and

More information

AN INVESTIGATION OF THE GROWTH TYPES OF VEGETATION IN THE BÜKK MOUNTAINS BY THE COMPARISON OF DIGITAL SURFACE MODELS Z. ZBORAY AND E.

AN INVESTIGATION OF THE GROWTH TYPES OF VEGETATION IN THE BÜKK MOUNTAINS BY THE COMPARISON OF DIGITAL SURFACE MODELS Z. ZBORAY AND E. ACTA CLIMATOLOGICA ET CHOROLOGICA Universitatis Szegediensis, Tom. 38-39, 2005, 163-169. AN INVESTIGATION OF THE GROWTH TYPES OF VEGETATION IN THE BÜKK MOUNTAINS BY THE COMPARISON OF DIGITAL SURFACE MODELS

More information

The Wildland-Urban Interface in the United States

The Wildland-Urban Interface in the United States The Wildland-Urban Interface in the United States Susan I. Stewart Northern Research Station, USDA Forest Service, Evanston, IL (sistewart@fs.fed.us) Volker C. Radeloff Department of Forestry, University

More information

How To Update A Vegetation And Land Cover Map For Florida

How To Update A Vegetation And Land Cover Map For Florida Florida Vegetation and Land Cover Data Derived from 2003 Landsat ETM+ Imagery Beth Stys, Randy Kautz, David Reed, Melodie Kertis, Robert Kawula, Cherie Keller, and Anastasia Davis Florida Fish and Wildlife

More information

CRMS Website Training

CRMS Website Training CRMS Website Training March 2013 http://www.lacoast.gov/crms Coastwide Reference Monitoring System - Wetlands CWPPRA Restoration Projects Congressionally funded in 1990 Multiple restoration techniques

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

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

Remote Sensing, GPS and GIS Technique to Produce a Bathymetric Map

Remote Sensing, GPS and GIS Technique to Produce a Bathymetric Map Remote Sensing, GPS and GIS Technique to Produce a Bathymetric Map Mark Schnur EES 5053 Remote Sensing Fall 2007 University of Texas at San Antonio, Department of Earth and Environmental Science, San Antonio,

More information

Implementing an Imagery Management System at Mexican Navy

Implementing an Imagery Management System at Mexican Navy Implementing an Imagery Management System at Mexican Navy The Mexican Navy safeguards 11,000 kilometers of Mexican coastlines, inland water bodies suitable for navigation, and the territorial sea and maritime

More information

UPPER COLUMBIA BASIN NETWORK VEGETATION CLASSIFICATION AND MAPPING PROGRAM

UPPER COLUMBIA BASIN NETWORK VEGETATION CLASSIFICATION AND MAPPING PROGRAM UPPER COLUMBIA BASIN NETWORK VEGETATION CLASSIFICATION AND MAPPING PROGRAM The Upper Columbia Basin Network (UCBN) includes nine parks with significant natural resources in the states of Idaho, Montana,

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

CONTINUING EROSION IN SOUTHEASTERN COASTAL MISSISSIPPI - POINT AUX CHENES BAY, WEST GRAND BAY, MIDDLE BAY, GRANDE BATTURE ISLANDS: 1995-1997

CONTINUING EROSION IN SOUTHEASTERN COASTAL MISSISSIPPI - POINT AUX CHENES BAY, WEST GRAND BAY, MIDDLE BAY, GRANDE BATTURE ISLANDS: 1995-1997 Summary of a Poster Presented at the: Sixty-Second Annual Meeting of the Mississippi Academy of Sciences in Biloxi, Mississippi February 26-27, 1998 ===============================================================

More information

Integrating Near Real-Time Data for Coral Reef Ecosystem Forecasting

Integrating Near Real-Time Data for Coral Reef Ecosystem Forecasting Integrating Near Real-Time Data for Coral Reef Ecosystem Forecasting NOAA s Integrated Coral Observing Network (ICON) Atlantic Oceanographic and Meteorological Laboratory Laboratory Review, March 18, 2008

More information

"49 39' 49 38.7' E 49 39.0' E 37 46.7' S 37 47.1' S.

49 39' 49 38.7' E 49 39.0' E 37 46.7' S 37 47.1' S. Appendix Template for Submission of Scientific Information to Describe Ecologically or Biologically Significant Marine Areas Note: Please DO NOT embed tables, graphs, figures, photos, or other artwork

More information

Remote sensing is the collection of data without directly measuring the object it relies on the

Remote sensing is the collection of data without directly measuring the object it relies on the Chapter 8 Remote Sensing Chapter Overview Remote sensing is the collection of data without directly measuring the object it relies on the reflectance of natural or emitted electromagnetic radiation (EMR).

More information

Mapping coastal landscapes in Sri Lanka - Report -

Mapping coastal landscapes in Sri Lanka - Report - Mapping coastal landscapes in Sri Lanka - Report - contact : Jil Bournazel jil.bournazel@gmail.com November 2013 (reviewed April 2014) Table of Content List of Figures...ii List of Tables...ii Acronyms...ii

More information