DETECTING TROPICAL DEFORESTATION USING SATELLITE RADAR DATA
|
|
- Primrose Tyler
- 7 years ago
- Views:
Transcription
1 The Balance between Biodiversity Conservation and Sustainable Use oftropical Rain Forests DETECTING TROPICAL DEFORESTATION USING SATELLITE RADAR DATA Belinda Arunarwati and Yousif Ali Hussin Indonesia is the most richly tropical forested nation in Southeast Asia. Over most of the country, forest land use is regulated by a system of land assessment known as TGHK (Tata Guna Hutan Kesepakatan) or consensus of forest land use. The key to wisely managing forest land and its resources is information. In the case of Indonesian deforestation, information is required not only about the rate and the extent of deforestation, but also about certain related factors such as the presence of deforestation in relation to TGHK classes, its location within each class of TGHK and its type. Data derived from remote sensors are increasingly being utilised as a data source in GIS. Conventional methods of remote sensing using optical systems have failed in some parts of Indonesia because of cloud cover. Radar, which is free from time and weather restrictions, may be a useful alternative source of remote sensing data in Indonesia. Deforestation is expressed by the rate of change of forest cover area caused by the change of use of forest land from forest to non-forest. Several factors are directly responsible for the change in the forest, such as commercial logging, pasture, colonisation programmes or spontaneous migration, slash-and-burn agriculture, construction of highways, mining and hydro-electricity projects. Deforestation is mainly caused by expansion of agricultural activities and other land use practices, such as logging activity. It has been suggested that more than 80 percent of deforestation can be attributed to agricultural expansion. Logging, indirectly contributes to this major cause of deforestation by providing farmers with access through the construction of timber extraction roads. The main objectives of this research were to investigate the potential of satellite radar data for detecting, differentiating and classifying deforestation in the forest concession area which has been selectively logged by PT Sylva Gama, Jambi, Central Sumatra, Indonesia. The following satellite images were used for this research project: Landsat-5 TM data of September 15, 1993, Spot XS data of March 21, 1993, ERS-1 images of October 17, 1993, June 6, 1994, and July 7, 1994, and JERS-1 of August 16, The research methodology is illustrated in Figure 2. Figures 3 and 4 and Tables 1, 2 and 3 show a comparison between the ability of ERS and JERS satellite radar images to differentiate land and forest cover types, using both image classification and image visual interpretation. Table 1 Differences between JERS-1 and ERS-1 radar images visual interpretation JERS (L band) Recognises 11 classes Can separate old and young Can distinguish rubber from forest Not good for distinguishing settlement Can distinguish annual crops from agricultural land Can detect clear cut Plantation pattern of oil palm is not so clear ERS (C band) Recognises 8 classes Cannot separate old and young Cannot distinguish rubber from forest Good for distinguishing settlement Cannot distinguish the area of annual crops from agricultural land Can also detect clear cut Plantation pattern of oil palm is more clear 245
2 The Tropenbos Foundation, Wageningen, the Netherlands Table 2 Comparison between two data sets of ERS and JERS images First Data Sets (DS1) (ers1:red, ers2:green, ers3:blue) Recognises 6 classes Cannot separate the forest into logged-over forest and Cannot recognise oil palm, because mixed with the forest itself Can recognise the wet area Clear cut can be seen, but bit difficult to detect Rice is more easy to detect Agriculture mixed with the trees (rubber and forest itself) Cannot separate the forest stand from other perennial trees like rubber Second Data Sets (DS2) (jers:red, ers2:green, res3:blue) Recognises 7 classes Cannot separate the forest into logged-over forest and Can see oil palm separately from forest, but cannot distinguish it from rubber Can recognise the wet area Clear cut easy to detect Rice can be seen, but is not so clear because mixed with water and wet area Agriculture mixed with the trees (rubber) Can separate the forest stand from other perennial trees like rubber Table 3 The comparison of the result of both classification approaches Some remarks Visual Interpretation Digital Processing Single JERS Single ERS Data sets with JERS and ERS Data sets with ERS only Number of classes Separates logged-over yes yes no no and Separates old and yes no no no Separates rubber from forest yes no yes no Detects clear cut yes yes yes yes, but not so clear Separates oil palm from forest yes, but not so clear yes yes no 246
3 The Balance between Biodiversity Conservation and Sustainable Use oftropical Rain Forests Indonesian Forest Situation preparation Topomap (1982) Forest Land Use Map 1982 Forest Land Use Map 1996 ERS s JERS Digitizing Filtering Rasterization Digitizing Geometric correction Digital Topomap Segment and raster Hardcopy manipulation Training sample Knowledge of area Digital Forest Landuse map Visual Interpretation Signature area Deforestation In the field Detection and delineation classification Differentiation and classification Report Digitizing and rasterization Classified images Analysis and discussion Classified images Accuracy assessment Forest Landuse Change (Deforestation Type) Deforestation: In Integration with forest Landuse planning Deforestation Map Figure 2 Research methodology 247
4 The Tropenbos Foundation, Wageningen, the Netherlands Figure 3 Classification results of JERS-1 Radar showing the deforestation in the study area 248
5 The Balance between Biodiversity Conservation and Sustainable Use oftropical Rain Forests Figure 4 Classification Results of ERS-1 Radar showing the deforestation in the study area 249
6 The Tropenbos Foundation, Wageningen, the Netherlands 250
Let s SAR: Mapping and monitoring of land cover change with ALOS/ALOS-2 L-band data
Let s SAR: Mapping and monitoring of land cover change with ALOS/ALOS-2 L-band data Rajesh Bahadur THAPA, Masanobu SHIMADA, Takeshi MOTOHKA, Manabu WATANABE and Shinichi rajesh.thapa@jaxa.jp; thaparb@gmail.com
More informationLand Cover Change and Fire Damage Monitoring using ERS-1/2 SAR multi-temporal data sets in East-Kalimantan, Indonesia 1
Land Cover Change and Fire Damage Monitoring using ERS-1/2 SAR multi-temporal data sets in East-Kalimantan, Indonesia 1 Ruandha Agung Sugardiman Department of Environmental Sciences Sub-department of Water
More informationSUPPORTING FACTSHEET
SUPPORTING FACTSHEET 13 August 2015 Progress towards delivering Asia Pulp & Paper Group s peatland commitments OVERVIEW... 2 APP CONSERVATION MILESTONES... 2 CONTEXT... 2 Indonesia scommitment to greenhouse
More informationRemote 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 informationCurtailing Deforestation in Indonesia: Improving Forest Mapping and Monitoring using Drones Technology
Curtailing Deforestation in Indonesia: Improving Forest Mapping and Monitoring using Drones Technology Indonesia is home to one of the world s largest tropical forest, mangrove, peat land, and biodiversity;
More informationASSESSMENT OF FOREST RECOVERY AFTER FIRE USING LANDSAT TM IMAGES AND GIS TECHNIQUES: A CASE STUDY OF MAE WONG NATIONAL PARK, THAILAND
ASSESSMENT OF FOREST RECOVERY AFTER FIRE USING LANDSAT TM IMAGES AND GIS TECHNIQUES: A CASE STUDY OF MAE WONG NATIONAL PARK, THAILAND Sunee Sriboonpong 1 Yousif Ali Hussin 2 Alfred de Gier 2 1 Forest Resource
More information.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 informationWho is responsible for the destruction of the Amazon rainforest?
The dictionary defines deforestation as the removal of a forest where the land is then used for a non-forest use. In recent years, deforestation has become a significant issue with the loss of large areas
More informationAvailable study programs at Czech University of Life Sciences Prague
EU subject code University subject Name of course/program Mobility Language Homepage 1,1 1,1 Environmental Engineering in Agriculture II Rural Communication and Extension 1,1 Tropical Forestry and Agroforestry
More informationImproving global data on forest area & change Global Forest Remote Sensing Survey
Improving global data on forest area & change Global Forest Remote Sensing Survey work by FAO and partners - Adam Gerrand, E. Lindquist, R. D Annunzio, M. Wilkie, FAO, - F. Achard et al. TREES team at
More informationOpportunity cost analysis
Estimating the opportunity costs of REDD+ A training manual Version 1.3 Chapter 7. Opportunity cost analysis Objectives Show how to: 1. Generate an opportunity cost curve of REDD 2. Review effect of changes
More informationHistorical and projected deforestation rates 1990-2020 for Santo Island / Vanuatu
INTERNATIONAL CLIMATE INITIATIVE Regional project Climate Protection through Forest Conservation in Pacific Island Countries Historical and projected deforestation rates 1990-2020 for Santo Island / Vanuatu
More informationMONITORING TROPICAL FORESTS USING SYNTHETIC APERTURE RADAR
The Balance between Biodiversity Conservation and Sustainable Use of Tropical Rain Forests MONITORING TROPICAL FORESTS USING SYNTHETIC APERTURE RADAR Dirk H. Hoekman ABSTRACT Advanced Synthetic Aperture
More informationCorrelation Analysis of Factors Influencing Changes in Land Use in the Lower Songkhram River Basin, the Northeast of Thailand
Correlation Analysis of Factors Influencing Changes in Land Use in the Lower Songkhram River Basin, the Northeast of Thailand Rasamee SUWANWERAKAMTORN and Chat CHANTHALUECHA Geo-informatics Centre for
More informationVCS REDD Methodology Module. Methods for monitoring forest cover changes in REDD project activities
1 VCS REDD Methodology Module Methods for monitoring forest cover changes in REDD project activities Version 1.0 May 2009 I. SCOPE, APPLICABILITY, DATA REQUIREMENT AND OUTPUT PARAMETERS Scope This module
More informationUK Global Forest Monitoring Network: Forest Carbon Tracking
UK Global Forest Monitoring Network: Forest Carbon Tracking Andy Shaw Director, Knowledge Exchange, NCEO Head of Strategic Business Development, ISIC GMES/GEO Forum, ISIC, 2011 What is happening to the
More informationDEVELOPMENT OF EFFECTIVE INFORMATION SYSTEMS SUPPORTING MONITORING AND CERTIFICATION PROCESS OF PRODUCTION FOREST IN INDONESIA: CONCEPT AND PROGRESS
DEVELOPMENT OF EFFECTIVE INFORMATION SYSTEMS SUPPORTING MONITORING AND CERTIFICATION PROCESS OF PRODUCTION FOREST IN INDONESIA: CONCEPT AND PROGRESS M. A. Sharifi, And Y. Hussin International Institute
More informationSHAPING LAND-USE PRACTICES AND SUPPLY CHAINS THROUGH COMMODITY CERTIFICATION: THE EXPERIENCE OF THE RAINFOREST ALLIANCE
SHAPING LAND-USE PRACTICES AND SUPPLY CHAINS THROUGH COMMODITY CERTIFICATION: THE EXPERIENCE OF THE RAINFOREST ALLIANCE Jeffrey Milder, Rainforest Alliance GEF/STAP Mainstreaming Biodiversity Workshop
More informationDETECTING LANDUSE/LANDCOVER CHANGES ALONG THE RING ROAD IN PESHAWAR CITY USING SATELLITE REMOTE SENSING AND GIS TECHNIQUES
------------------------------------------------------------------------------------------------------------------------------- Full length Research Paper -------------------------------------------------------------------------------------------------------------------------------
More informationLCCS & GeoVIS for land cover mapping. Experience Sharing of an Exercise
LCCS & GeoVIS for land cover mapping Experience Sharing of an Exercise Forest Survey of India Subhash Ashutosh Joint Director Study Area Topographic sheet 53J4 Longitude - 78ºE - 78º15'E Latitude - 30ºN
More informationTHE FIRST TEST September 2013
THE FIRST TEST Performance milestones for customers and other stakeholders to assess the implementation of commitments made under Asia Pulp and Paper s Sustainability Roadmap Vision 2020 and Forest Conservation
More informationSOKOINE UNIVERSITY OF AGRICULTURE
SOKOINE UNIVERSITY OF AGRICULTURE FACULTY OF FORESTRY AND NATURE CONSERVATION CURRICULUM FOR MSc. (MNRSA) DEGREE PROGRAMME May 2009 MASTER OF SCIENCE IN MANAGEMENT OF NATURAL RESOURCES AND SUSTAINABLE
More informationIndonesian Cocoa Beans: current situation
Indonesian Cocoa Beans: current situation I Wayan Yasa Indonesian Cocoa Farmer Association, Indonesian Cocoa Board (ICB) Area and Production The Indonesian cocoa sector has experienced tremendous growth
More informationLand Use/Land Cover Map of the Central Facility of ARM in the Southern Great Plains Site Using DOE s Multi-Spectral Thermal Imager Satellite Images
Land Use/Land Cover Map of the Central Facility of ARM in the Southern Great Plains Site Using DOE s Multi-Spectral Thermal Imager Satellite Images S. E. Báez Cazull Pre-Service Teacher Program University
More informationRanger Report About Deforestation of the Rainforest
Ranger Report About Deforestation of the Rainforest About deforestation Forests are cut down for many reasons, but most of them are related to money or to people s need to provide for their families. The
More informationScience Rationale. Status of Deforestation Measurement. Main points for carbon. Measurement needs. Some Comments Dave Skole
Science Rationale Status of Deforestation Measurement Some Comments Dave Skole Tropical deforestation is related to: Carbon cycle and biotic emissions/sequestration Ecosystems and biodiversity Water and
More informationRemote Sensing an Introduction
Remote Sensing an Introduction Seminar: Space is the Place Referenten: Anica Huck & Michael Schlund Remote Sensing means the observation of, or gathering information about, a target by a device separated
More informationArcGIS Agricultural Land Use Maps from the Mississippi Cropland Data Layer
ArcGIS Agricultural Land Use Maps from the Mississippi Cropland Data Layer Fred L. Shore, Ph.D. Mississippi Department of Agriculture and Commerce Jackson, MS, USA fred_shore@nass.usda.gov Rick Mueller
More informationEnvironmental Remote Sensing GEOG 2021
Environmental Remote Sensing GEOG 2021 Lecture 4 Image classification 2 Purpose categorising data data abstraction / simplification data interpretation mapping for land cover mapping use land cover class
More informationLand Cover Mapping of the Comoros Islands: Methods and Results. February 2014. ECDD, BCSF & Durrell Lead author: Katie Green
Land Cover Mapping of the Comoros Islands: Methods and Results February 2014 ECDD, BCSF & Durrell Lead author: Katie Green About the ECDD project The ECDD project was run by Bristol Conservation & Science
More informationIntroductory oil palm IPM discovery learning manual
Introductory oil palm IPM discovery learning manual Project Objective Preparation of an introductory oil palm manual with pest datasheets and producer participatory exercises Brief Project Description
More informationAPPLICATION OF GOOGLE EARTH FOR THE DEVELOPMENT OF BASE MAP IN THE CASE OF GISH ABBAY SEKELA, AMHARA STATE, ETHIOPIA
APPLICATION OF GOOGLE EARTH FOR THE DEVELOPMENT OF BASE MAP IN THE CASE OF GISH ABBAY SEKELA, AMHARA STATE, ETHIOPIA Abineh Tilahun Department of Geography and environmental studies, Adigrat University,
More informationImage 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 informationGeospatial 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 informationJune 2011. TerraSAR-X-based Flood Mapping Service
June 2011 TerraSAR-X-based Flood Mapping Service Service TerraSAR-X-based Flood Mapping Product Flood extent map Product specifications Flood mask / water mask Input / output data Summary Content Date
More informationDigital 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 informationAPPLICATION OF ALOS DATA FOR LAND USE CHANGE IN GREEN AREA OF BANG KA CHAO, SAMUT PRAKAN PROVINCE
APPLICATION OF ALOS DATA FOR LAND USE CHANGE IN GREEN AREA OF BANG KA CHAO, SAMUT PRAKAN PROVINCE Chanika Sukawattanavijit, Ekkarat Pricharchon Geo-Informatics Scientist Geo-Informatics and Space Technology
More informationGLOBAL WOOD AND WOOD PRODUCTS FLOW
ITEM 5 GLOBAL WOOD AND WOOD PRODUCTS FLOW TRENDS AND PERSPECTIVES Table of Contents GLOBAL WOOD AND WOOD PRODUCTS FLOW - TRENDS AND PERSPECTIVES... 1 SUMMARY... 2 INTRODUCTION... 3 INTERNATIONAL TRADE...
More informationGlobal Peatland Fund Presentation UNFCC Climate Conference
Global Peatland Fund Presentation UNFCC Climate Conference Bali (Indonesia), December 2007 Introduction Sustainable Investment Opportunity The Global Peatland Fund has been established to help prevent
More informationBy Gerald Urquhart, Walter Chomentowski, David Skole, and Chris Barber http://earthobservatory.nasa.gov/library/deforestation/
By Gerald Urquhart, Walter Chomentowski, David Skole, and Chris Barber http://earthobservatory.nasa.gov/library/deforestation/ The clearing of tropical forests across the Earth has been occurring on a
More informationAchieving a high-productivity, sustainable palm oil sector in Indonesia: a landscape management approach
Achieving a high-productivity, sustainable palm oil sector in Indonesia: a landscape management approach June 2015 Goal: A growing number of government, business and civil society, including Unilever and
More informationMonitoring Overview with a Focus on Land Use Sustainability Metrics
Monitoring Overview with a Focus on Land Use Sustainability Metrics Canadian Roundtable for Sustainable Crops. Nov 26, 2014 Agriclimate, Geomatics, and Earth Observation Division (ACGEO). Presentation
More informationOperational Space- Based Crop Mapping Protocols at AAFC A. Davidson, H. McNairn and T. Fisette.
Operational Space- Based Crop Mapping Protocols at AAFC A. Davidson, H. McNairn and T. Fisette. Science & Technology Branch. Agriculture and Agri-Food Canada. 1. Introduction Space-Based Crop Mapping at
More informationAnalysis of Land Use/Land Cover Change in Jammu District Using Geospatial Techniques
Analysis of Land Use/Land Cover Change in Jammu District Using Geospatial Techniques Dr. Anuradha Sharma 1, Davinder Singh 2 1 Head, Department of Geography, University of Jammu, Jammu-180006, India 2
More informationThe Story of REDD A real solution to deforestation?
The Story of REDD A real solution to deforestation? Find the movie on: www.fern.org/storyofredd REDD, or reduced emissions from deforestation and forest degradation, is one of the most controversial issues
More informationFacts on biodiversity
Facts on biodiversity What is biodiversity? Biological diversity (biodiversity) comprises diversity of species and habitats as well as the genetic diversity within the individual species of fauna and flora.
More informationHow 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 informationGEOGRAPHICAL INFORMATION SYSTEM (GIS) AS A TOOL FOR CERTIFICATION OF BIOFUELS IN ARGENTINA
GEOGRAPHICAL INFORMATION SYSTEM (GIS) AS A TOOL FOR CERTIFICATION OF BIOFUELS IN ARGENTINA International Workshop CHALLENGES AND SOCIAL AND ENVIRONMENTAL IMPACTS OF THE BIOFUEL PRODUCTION IN AMERICA. Buenos
More informationDeforestation in the Amazon
Deforestation in the Amazon By Rhett A Butler Rainforests once covered 14% of the earth's land surface; now they cover a mere 6% and experts estimate that the last remaining rainforests could be consumed
More information11 th Workshop on GHG Inventories in Asia (WGIA11)
11 th Workshop on GHG Inventories in Asia (WGIA11) 1994 Malaysia Ratified UNFCCC 2000 Initial National Communication 2009 National Green Technology & Climate Change Council 2012 to date Preparation of
More informationDevelopments toward a European Land Monitoring Framework. Geoff Smith. Seminar 2 nd December, 2015 Department of Geography, University of Cambridge
Developments toward a European Land Monitoring Framework Geoff Smith Specto Natura Limited Enable clients to deliver useful, accurate and reliable environmental information from EO. Positioned at the interface
More informationInnovation and new land monitoring services for climate change, forests and agroforestry
Innovation and new land monitoring services for climate change, forests and agroforestry Martin Herold Wageningen University Center for Geoinformation Current distribution of aboveground biomass Terrestrial
More informationToward Sustainable Palm Oil. Cargill Sustainable Palm Oil Action Plan and Progress Update
Toward Sustainable Palm Oil Cargill Sustainable Palm Oil Action Plan and Progress Update Toward Sustainable Palm Oil 1 Sustainability is always ongoing. In this progress report, we ll highlight what we
More informationSatelliteRemoteSensing for Precision Agriculture
SatelliteRemoteSensing for Precision Agriculture Managing Director WasatSp. z o.o. Copernicus the road to economic development Warsaw, 26-27 February 2015 Activitiesof WasatSp. z o.o. The company provides
More informationHistorical Analysis and Projection of Oil Palm Plantation Expansion on Peatland in Southeast Asia
White Paper Number 17 February 2012 Indirect Effects of Biofuel Production Historical Analysis and Projection of Oil Palm Plantation Expansion on Peatland in Southeast Asia Jukka Miettinen, Al Hooijer,
More informationFOREST CONVERSION FOR RUBBER PLANTATION IN VIETNAM
FOREST CONVERSION FOR RUBBER PLANTATION IN VIETNAM Nguyen Vinh Quang Forest Trends Phuket, 21 July 2014 Illegal Forest Conversion in the Mekong: Policy Implications for Land Investments, Climate, and Forest
More informationPlan 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 informationAgroforestry and climate change. Emmanuel Torquebiau FAO webinar 5 February 2013
Agroforestry and climate change Emmanuel Torquebiau FAO webinar 5 February 2013 Agroforestry: well-known buffering and resilience effects Climate variability is well buffered by agroforestry because of
More informationHalting Deforestation and Achieving Sustainability A RAINFOREST ALLIANCE POSITION PAPER ON SUSTAINABLE AGRICULTURAL AND FORESTRY SUPPLY CHAINS
Halting Deforestation and Achieving Sustainability A RAINFOREST ALLIANCE POSITION PAPER ON SUSTAINABLE AGRICULTURAL AND FORESTRY SUPPLY CHAINS Rainforest Alliance s Position on Halting Deforestation and
More informationThe Role of SPOT Satellite Images in Mapping Air Pollution Caused by Cement Factories
The Role of SPOT Satellite Images in Mapping Air Pollution Caused by Cement Factories Dr. Farrag Ali FARRAG Assistant Prof. at Civil Engineering Dept. Faculty of Engineering Assiut University Assiut, Egypt.
More informationGlobal Climate Change: Carbon Reporting Initiative
United States Agency for International Development Cooperative Agreement No. EEM-A-00-06-00024-00 Global Climate Change: Carbon Reporting Initiative January 2012 Submitted by: Nancy Harris Ecosystem Services
More informationSupporting 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 informationTHE OPEN DRAGON PROGRAMMER S TOOLKIT: A FRAMEWORK FOR LEARNING GEOINFORMATICS SOFTWARE DEVELOPMENT
THE OPEN DRAGON PROGRAMMER S TOOLKIT: A FRAMEWORK FOR LEARNING GEOINFORMATICS SOFTWARE DEVELOPMENT Sally E. Goldin and Kurt T. Rudahl Department of Computer Engineering King Mongkut's University of Technology
More informationLiquid Biofuels for Transport
page 1/11 Scientific Facts on Liquid Biofuels for Transport Prospects, risks and opportunities Source document: FAO (2008) Summary & Details: GreenFacts Context - Serious questions are being raised about
More informationAPPLICATION OF MULTI-STAGE CLASSIFICATION TO DETECT ILLEGAL LOGGING WITH THE USE OF MULTI-SOURCE DATA
APPLICATION OF MULTI-STAGE CLASSIFICATION TO DETECT ILLEGAL LOGGING WITH THE USE OF MULTI-SOURCE DATA A Case Study in Labanan Forest Management Unit, East Kalimantan, Indonesia Arief Wijaya March, 2005
More informationRESOLUTION 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 informationCharcoal Production in Ghana
Charcoal Production in Ghana Building a Sustainable Model based on Community Management and Payments for Ecosystem Services John J. Mason Executive Director NCRC, Accra In 1900 Ghana had 8.2 million hectares
More informationSelecting 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 informationINPE s Brazilian Amazon Deforestation and Forest Degradation Program. Dalton M. Valeriano (dalton@dsr.inpe.br) Program Manager
INPE s Brazilian Amazon Deforestation and Forest Degradation Program Dalton M. Valeriano (dalton@dsr.inpe.br) Program Manager Summary PRODES Yearly deforestation inventory DETER - Daily detection of deforestation
More informationChanges in forest cover applying object-oriented classification and GIS in Amapa- French Guyana border, Amapa State Forest, Module 4
Changes in forest cover applying object-oriented classification and GIS in Amapa- French Guyana border, Amapa State Forest, Module 4 Marta Vieira da Silva 1 Valdenira Ferreira dos Santos 2 Eleneide Doff
More informationDescription 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 informationAERIAL PHOTOGRAPHS. For a map of this information, in paper or digital format, contact the Tompkins County Planning Department.
AERIAL PHOTOGRAPHS What are Aerial Photographs? Aerial photographs are images of the land taken from an airplane and printed on 9 x9 photographic paper. Why are Aerial Photographs Important? Aerial photographs
More informationGreen Development Support Program. For BAPPENAS (Indonesia s Development Planning Ministry) World Bank March 2014
Green Development Support Program For BAPPENAS (Indonesia s Development Planning Ministry) World Bank March 2014 Background: Bold initiatives of Indonesian Government 26-41% Voluntary emission reduction
More informationMapping 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 informationRemote Sensing and Land Use Classification: Supervised vs. Unsupervised Classification Glen Busch
Remote Sensing and Land Use Classification: Supervised vs. Unsupervised Classification Glen Busch Introduction In this time of large-scale planning and land management on public lands, managers are increasingly
More informationDeforestation in Indonesia: A Household Level Analysis of the Role of Forest Income Dependence and Poverty
Deforestation in Indonesia: A Household Level Analysis of the Role of Forest Income Dependence and Poverty Ririn S. Purnamasari Department of Economics The University of Melbourne Organization of the Presentation
More informationAutomatic land-cover map production of agricultural areas using supervised classification of SPOT4(Take5) and Landsat-8 image time series.
Automatic land-cover map production of agricultural areas using supervised classification of SPOT4(Take5) and Landsat-8 image time series. Jordi Inglada 2014/11/18 SPOT4/Take5 User Workshop 2014/11/18
More informationAgricultural and Land Use: ENVISAT applications in Fujian Province
Agricultural and Land Use: ENVISAT applications in Fujian Province Spatial Information Research Center, Fujian Province, Fuzhou University (http://www.sirc.) 2004-4-27 Main topics! About SIRC! The Chinese
More informationGlobal environmental information Examples of EIS Data sets and applications
METIER Graduate Training Course n 2 Montpellier - february 2007 Information Management in Environmental Sciences Global environmental information Examples of EIS Data sets and applications Global datasets
More informationSNOWTOOLS RESEARCH AND DEVELOPMENT OF REMOTE SENSING METHODS FOR SNOW HYDROLOGY
SNOWTOOLS RESEARCH AND DEVELOPMENT OF REMOTE SENSING METHODS FOR SNOW HYDROLOGY Tore Guneriussen 1, Rune Solberg 2, Sjur Kolberg 3, Martti Hallikainen 4, Jarkko Koskinen 4, Daniel Hiltbrunner 5, Christian
More informationA COMPARISON OF THE PERFORMANCE OF PIXEL-BASED AND OBJECT-BASED CLASSIFICATIONS OVER IMAGES WITH VARIOUS SPATIAL RESOLUTIONS
A COMPARISON OF THE PERFORMANCE OF PIXEL-BASED AND OBJECT-BASED CLASSIFICATIONS OVER IMAGES WITH VARIOUS SPATIAL RESOLUTIONS Y. Gao a, *, J.F. Mas a a Centro de Investigaciones en Geografía Ambiental,
More informationCreating Green Jobs within the Environment and Culture sector.
Creating Green Jobs within the Environment and Culture sector. Matilda Skosana Environmental Programmes (ILO Definition): 1. DEFINITION OF GREEN JOB. Jobs are green when they help reduce negative environmental
More informationHIGH CARBON STOCK FOREST STUDY REPORT
HIGH CARBON STOCK FOREST STUDY REPORT Defining and identifying high carbon stock forest areas for possible conservation Published by Golden Agri-Resources and SMART June 2012 In collaboration with The
More informationWetland Mapping using High resolution Satellite Images in the Jaffna Peninsula
Proceedings of Jaffna University International Research Conference (JUICE-2012), pp. 296-300, published: March 2014, Sri Lanka Wetland Mapping using High resolution Satellite Images in the Jaffna Peninsula
More informationSystem Basics for the certification of sustainable biomass and bioenergy
ISCC 201 System Basics System Basics for the certification of sustainable biomass and bioenergy ISCC 11-03-15 V 2.3-EU Copyright notice ISCC 2011 This ISCC document is protected by copyright. It is freely
More informationREDUCING EMISSIONS FROM DEFORESTATION IN DEVELOPING COUNTRIES
Submission by the Food and Agriculture Organization of the United Nations REDUCING EMISSIONS FROM DEFORESTATION IN DEVELOPING COUNTRIES 1 Introduction At its 11 th session, the Conference of Parties to
More informationMondelēz International Palm Oil Action Plan. Contents
Mondelēz International Palm Oil Action Plan Contents 1. MDLZ principles and position for palm oil 2. Supplier engagement 3. Timeline to achieve a physical supply of sustainably sourced palm oil 4. Innovation
More informationRiver Flood Damage Assessment using IKONOS images, Segmentation Algorithms & Flood Simulation Models
River Flood Damage Assessment using IKONOS images, Segmentation Algorithms & Flood Simulation Models Steven M. de Jong & Raymond Sluiter Utrecht University Corné van der Sande Netherlands Earth Observation
More informationThe Risks of Financing Forest Conversion
The Risks of Financing Forest Conversion Jan Willem van Gelder & Eric Wakker Profundo / AIDEnvironment European Seminar on Finance, Environment and Sustainable Development Paris - 10 January 2003 Main
More informationMyths and misconceptions about remote sensing
Myths and misconceptions about remote sensing Ned Horning (graphics support - Nicholas DuBroff) Version: 1.0 Creation Date: 2004-01-01 Revision Date: 2004-01-01 License: This document is licensed under
More informationENVI 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 informationENVI and ArcGIS Integration Bringing Imagery to GIS
ITT ENVI and ArcGIS Integration Bringing Imagery to GIS The information contained in this document pertains to software products and services that are subject to the controls of the Export Administration
More informationGMES-DSL GMES - Downstream Service Land: Austria-Slovenia-Andalusia. Concept for a Harmonized Cross-border Land Information System.
ERA-STAR Regions Project GMES-DSL GMES - Downstream Service Land: Austria-Slovenia-Andalusia. Concept for a Harmonized Cross-border Land Information System Executive Summary submitted by JOANNEUM RESEARCH,
More informationBuilding a Sustainable and Transparent Palm Oil Supply Chain. Sustainable Palm Oil Policy
Building a Sustainable and Transparent Palm Oil Supply Chain Sustainable Palm Oil Policy Sustainable Palm Oil Policy Palm oil is an important commodity; it is the most widely used vegetable oil in the
More informationSicirec Group. Making profit with nature conservation. Biodiversity preservation. Profitability. Poverty alleviation
Making profit with nature conservation Profitability Biodiversity preservation Poverty alleviation Sicirec Group 1991: Sicirec founded Consumers organisation Investment Management Trading platform 2007:
More informationThe premier software for extracting information from geospatial imagery.
Imagery Becomes Knowledge ENVI The premier software for extracting information from geospatial imagery. ENVI Imagery Becomes Knowledge Geospatial imagery is used more and more across industries because
More informationExtraction of Satellite Image using Particle Swarm Optimization
Extraction of Satellite Image using Particle Swarm Optimization Er.Harish Kundra Assistant Professor & Head Rayat Institute of Engineering & IT, Railmajra, Punjab,India. Dr. V.K.Panchal Director, DTRL,DRDO,
More informationPanel Remarks by Mr Mmboneni Muofhe, GEO Principal Alternate, Deputy Director General, Department of Science and Technology, South Africa
UNGGIM- HLF, 20 22 April 2016, Addis Ababa, Ethiopia Session 1: Land Information for Sustainable Development Sub- Session: Addressing challenges confronting countries 20 April 2016: 15h45 17h00 Panel Remarks
More informationThe use of Satellite Remote Sensing for Offshore Environmental Benchmarking
The use of Satellite Remote Sensing for Offshore Environmental Benchmarking Michael King Fugro NPA Limited Fugro NPA (Formerly Nigel Press Associates) World leading Satellite Remote Sensing & Geoscience
More informationSEMI-AUTOMATED CLOUD/SHADOW REMOVAL AND LAND COVER CHANGE DETECTION USING SATELLITE IMAGERY
SEMI-AUTOMATED CLOUD/SHADOW REMOVAL AND LAND COVER CHANGE DETECTION USING SATELLITE IMAGERY A. K. Sah a, *, B. P. Sah a, K. Honji a, N. Kubo a, S. Senthil a a PASCO Corporation, 1-1-2 Higashiyama, Meguro-ku,
More information