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Understanding GIS P.Quek [email protected] Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur, Malaysia 5 - 16 June 2006 arts of this presentation were derived from A.Jarvis and P.Mathur ppt

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Page 1: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Understanding GIS

[email protected]

Training Workshop on Forest BiodiversityConservation and Management of Forest Genetic ResourcesKuala Lumpur, Malaysia 5 - 16 June 2006

Parts of this presentation were derived from A.Jarvis and P.Mathur ppt

Page 2: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

What is GIS?

A Geographic Information System is a set of computer programs that can organize, display, and analyze spatially distributed data•spatial dataspatial data in graphics form•and related, logically-attached, non-spatial, attribute dataattribute data

Page 3: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

GIS Image Handling 

GIS handles images commonly in one of two forms:

Raster: A grid of rows and columns of cells.

These might represent photographic or scanned images.

Vector: A geometric shape, including points, lines, and polygons.

These might represent buildings, roads, and counties.

Both of these may have tables of attribute data associated with them, e.g. species, population, numbers, etc.

Such associated data can be used to colour a map to convey information in a visual manner.

Page 4: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Information required to use GIS

• Spatial or Locality informationCoordinates of the locality Other information on the environment of the

area in maps, description of location

• Attribute or Taxonomic information Accepted scientific name Other information relating to taxonomic,

ecological, ethnobotanical, etc.

Page 5: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

• Ecogeographic survey for locating diversity

• Planning field exploration and germplasm collecting

• Design, management and monitoring of in situ reserves

• Site identification for germplasm introduction

• Site identification for germplasm evaluation

What can we use it for?

Page 6: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Methodologies, software and data sourcesMethodologies:

– published by others– IPGRI collaborative

studies, linked to training

Software:• Commercial software

– ArcView– ArcInfo– IDRISI– MapInfo

• Specialized for PGR• FloraMap• DIVA• SID

Data:– Genebank and

herbarium• passport• characterization• evaluation

– Thematic• production• environmental• socio-economic

– Sources• national

programmes• CGIAR Centres

Page 7: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Ecogeographic surveys locate areas which are:

• Likely to contain target material

– predicting species/ecotypes distributions

• Trait specific highly diverse – characterization/ evaluation traits

– point-centred methods

– grid methods

• Areas complementary to each other

• Under-conserved

– gap analysis

• Threatened areas

– mapping the risk of genetic erosion

Page 8: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

So why isn’t everybody using it?

•PGR programmes, particularly in developing countries, have significant resource constraints, and

•GIS hardware, software and data are perceived as being

– expensive

– difficult to obtain (very much easier now)

– complex to use

•and therefore not a priority compared to other things

Page 9: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Application of GIS for PGR management

• What is required?– Geo-references and data– Associated data

• What we can get?– Generating maps– Generating climatic database

• Interpretation of results for:– Gap analysis– Diversity analysis

Page 10: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Application of GIS for crop diversity

mapping and diversity assessment Possible outputs of GIS use in PGR

management:1. Update passport information for collecting sites

with respect to geo-reference information.

2. Map the crop diversity collected for individual countries and also on global basis.

3. Analyze crop diversity collected for different passport and characterization information.

4. Complementary diversity analysis for combination of traits.

5. Based on past collecting information, identify potential matching sites for cultivation of crop under biotic and abiotic stress conditions.

Page 11: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Application of GIS for crop diversity mapping and diversity assessment

Classify collections based on climatic adaptation.

6. Provide climatic information (Monthly rainfall, minimum and maximum temperature) for individual collecting sites.

7. Providing climate maps for various climatic parameters and their combinations as well as for altitude of collecting sites.

8. Providing guidelines to further develop collecting strategies for new collections as well as for re-collecting of germplasm.

Page 12: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Global Positioning Systems (GPS)

Acquiring locality data

Training Workshop on Forest BiodiversityConservation and Management of Forest Genetic ResourcesKuala Lumpur, Malaysia 5 - 16 June 2006

Page 13: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Figure from http://franson.com/coordtrans/index.asp

Global Positioning System, usually called GPS, is the only fully-functional satellite navigation system

Page 14: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Principles

Page 15: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 16: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 17: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

2D position (i.e. lat/long) - a minimum of 3 satellites must be in view, with good signals.

3D position (i.e. lat/long/altitude) - minimum of 4 satellites must be in view, with good signals

Bad geometryGood geometry

Taking a Position

Page 18: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

AccuracyDepends on :

• Geometry of satellites

• Local environmental conditions (clouds/vegetation/buildings)

• Quality of GPS receiver (a question of cost)

Accuracy varies from a matter of millimetres to around 50m in latitude/longitude, and 1m to 100m in altitude

Page 19: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Which GPS Receiver to Use?

Trimble

Garmin 12 XL

• Both off the shelf “supermarket” brands

• Approximate cost $100-200

• Maximum accuracy - 5 -10m

• Both offer navigation facilities

• Direct connection to computer to download data

Page 20: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Recommendation

Garmin 12 XL

Ease of use

Better antenna for use in forest canopies

Page 21: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Taking a Position in Forest Canopies

Canopy interferes heavily with signal. Steps to take:

• Patience…..wait 5-10 minutes for good satellite coverage before taking an average position

• Try to take the position under a dry canopy

• Use the almanac function in cases of very poor coverage to time the collection of the geo-position with good satellite coverage

Page 22: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Measurement of Altitude

GPS vs Altimeter

• GPS better under clear skied, low vegetated flat areas

• Altimeter preferable in forested areas/mountain regions

Page 23: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

What data to take and in what format

GPS Data :

Decimal degrees - i.e. 45.34256N, 76.54864W (North and East are +ve numbers, South and West are -ve numbers)

Five decimal points (indicates 10m accuracy at Equator)

The circumference of the earth at the equator 40,075 kilometers

Descriptive data:

ADM1 – first level administrative subdivisionADM2 – second level administrative subdivisionADM3 – third level administrative subdivisionADM4 – fourth level administrative subdivision

“At km 21 marker along Route 120 S of Morelia, on W side of Route 120.”

Page 24: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Diameter (m) degrees minutes seconds

360 60 60

earth 1 degree 1 minute 1 second

40075000 111319.4 1855.324 30.92207

Decimal accuracy

0.9 100187.5

0.00009 10.01875

Conversion of 30o 31’ 32’’ E= 30 + 31/60 + 32/3600 =30 + .51667 +0.00889=30.52556

Page 25: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Equator

Gre

enw

ich

+

+-

-

EastWest

0o

0o

Longitude : -180o till +180o

Latitude : -90o till +90o

North

South

Page 26: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Bottom Line

• No GIS analysis is possible without geo-referenced accessions. The adoption of this technology relies upon careful data collection using GPS in the field

• Garmin XL12 is the recommended GPS

• Data taken in decimal degrees with 5 decimal points of precision

• As much descriptive information about locality noted as a backup source

• Post-collection checking of GPS data before sending off to PGR databases

Page 27: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

References

GPS Brands:

http://www.garmin.com

http://www.trimble.com

More info on GPS technology and systems :

http://www.colorado.Edu/geography/gcraft/notes/gps/gps_f.html

http://en.wikipedia.org/wiki/Global_Positioning_System

Page 28: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

http://www.gpstm.com

Page 29: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

GIS tools for PGR research

• FloraMapFloraMap (CIAT)– A computer tool for predicting the

distribution of plants and other organisms in the wild

• DIVADIVA (CIP, IPGRI, SGRP)– A GIS for the management and spatial

analysis of genetic resources data

Page 30: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

http://isa.ciat.cgiar.org FloraMap

Page 31: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Introduction to FloraMap

• Introduction

• Minimum hardware and software requirements

• Installation

• Setting up the Map properties

• Checking the data quality

Page 32: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

New GIS tools for PGR research• FloraMapFloraMap

– developed by CIAT– software + climate data– on CD-ROM, $100 – you provide latitude, longitude,

(altitude)– can be used to

• check data quality• predict species distributions

– identify gaps in collections• identify climatic adaptation

groups within collections– compare climatic adaptation

of species• predict adaptation in other areas

– what it does not do• take soils etc. into account• give you a once and for all

answer

Page 33: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

• FloraMap is a system for producing the predicted distribution OR

• Areas of possible adaptation for a given species

However, • It is assumed that the climate at the point of

collection of a set of germplasm collections or herbarium specimens, is representative of the environmental range of the species

• The climate at these collection points is used as calibration set to compute a climate probability model

Introduction to FloraMap

Page 34: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

FloraMap file types:

• Accession point files– ACP.files – space delimited ASCII files with column

headings– DBF files – They may contain accession points data,

climate data, or information about polygons in the shape files

• SHP files: are shape files that delineate point, line or polygon data. They are also compatible with ArcView

• SHX files: are specialised index files that give meaning to the shape file

• TXT files: Are produced when a report file is saved. These are ASCII space-delimited data files

Introduction to FloraMap

Page 35: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

ESRI shapefile:• Consists of – Main file, and Index file, and a dBase

table.

• Main file is a direct access, variable-record-length file in which each record describe a shape with a list of its vertices.

• In the Index file, each record contains the offset of the corresponding main file record from the beginning of the main record.

• The dBase table contains features attributes with one record per feature. The one-to-one relationship between geometry and attributes is based on record number. Attributes records in the dBase file must be in the same order as records in the main file

Introduction to FloraMap

Page 36: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Example:

Main file: Counties.shp

Index file: counties.shx

dBase table: counties.dbf

These three files above describe a map layer

MAP files: are FloraMap files that contains the information to associated DBF files, accession point files, and shapefiles in a map coverage.

A MAP file contains references to the several map layers combined together to represent a map.

FloraMap will construct a set of all the files necessary for the map and name them following the name you give to the MAP file.

Introduction to FloraMap

Page 37: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Mapping Taro Collection

Mapping PNG taro collections using FloraMap

Page 38: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Taro Diversity Prediction

Similar sites for taro diversity or introduction (based on PNG taro collections)

Prediction based on FloraMap

Page 39: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Climatic matching probability distribution map of Sri Lanka

Cowpea collections

Page 40: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Prediction of similar climatic grids across region

Page 41: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Prediction of similar climatic grids across continents

Page 42: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

New GIS tools for PGR research•DIVADIVA

– developed by CIP with IPGRI, SGRP and FAO support

– software + data– on CD-ROM, downloadable from WWW– Cost - $ FREE– you provide latitude, longitude and

characterization data– can be used to

• check data quality• map diversity using grids of different

sizes• identify areas of complementary

diversity• map occurrence of single traits or

combinations of traits– what it does not do

• make predictions outside the data area

Page 43: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Introduction to DIVA-GIS

Free GIS software

Page 44: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

With DIVA you can:• Map the location of sites where population of

plant and animal species were observed• Make grid maps of the distribution of biological

diversity• Identify hotspots and areas of complementary

levels of diversity• Extract climate data for localities points• Predict presence of species based on climate –

using BIOCLIM or DOMIN models for either:– Current climate (1960-90)– Predicted future climate (2040-60)

Introduction to DIVA-GIS

Page 45: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Aimed at users who:– Cannot afford commercial GIS– Do not have time to learn how to use– Want a GIS tailor-made to analyse

biological distribution

Introduction to DIVA-GIS

Page 46: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Installing DIVA-GIS

• Provided on CD• Can download from web (http:/www.diva-gis.org)• If download, unzip downloaded files• Click setup.exe to install DIVA• After installation following folders:

– Bin– Environ– Gazet– Tutor

Page 47: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 48: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 49: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 50: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

File types and Formats

• DIVA uses various types and formats

• Most important are:– Shape files– Grid files– Image files (For spatial database)– dBase IV (DBF) format for reading and writing

external (non spatial) database

Page 51: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Shape files

• Describe the location of:– Point – collecting locations– Polylines – roads– Areas – polygons e.g. countries, soil

types• Consists of:

– SHP– SHX– DBF – But treated as one file

Page 52: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

• Shapefiles format developed by ESRI – leading GIS software company

• Initially developed for use in ArcView, but now really all GIS programme either directly use them, or import them

Shape files

Page 53: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Gridfiles• Grid database – area is divided into equally sized

rectangles

• Consists of four separate files, but DIVA_GIS again treat them as if they were one file– GRI – File with grid database– GRD – Documentation file– BMP – bitmap (image) derived from the GRI file and

used for display– BMPW – “world-file”- ESRI, 1999 – the geo-reference the

BMP file

• Only GRI and GRD are essential – because the other two derived from them and does not contain data

Page 54: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Image file

• Image files are special kind of grids that can be displayed but not used for analysis, as the data associated with the different colours in the file are not accessible

• An example of such file – air photo or satellite image

• DIVA-GIS supports three formats for images – TIFF, JPEG and SID

Page 55: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Country Boundary

Page 56: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Province boundary

Page 57: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

District boundary

Page 58: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 59: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Gazet (localities) shape file

Page 60: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Soil types of Sri Lanka

Page 61: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 62: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Cowpea collections in Sri Lanka

Observation:

Most of the collections are from road side

Page 63: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Cowpea collections from Sri Lanka

Mapping of:

•Roads

•Rivers

•Rail

•Cowpea collections

Page 64: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Database Information

Climatic Information

Page 65: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Diversity analysis for flowering days for cowpea collections

Highest diversity

Low diversity areas

Page 66: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

GIS Application for PGR management

Pearl millet collections from major climatic zones of India

• Most collections are from arid and semi-arid

• Few collections from sub-humid - dry as well as wet

Page 67: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

GIS Application for PGR management

Climate for pearl milleting collecting sites in India

0

5

10

15

20

25

30

35

40

45

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Months

Te

mp

era

ture

(0

C)

0

50

100

150

200

250

Ra

infa

ll (m

m)

Min. temp. Max. temp. Rainfall

Page 68: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

GIS Application for PGR management

Comparison of minimum temperature for pearl millet cropped area and collecting sites in India

0

5

10

15

20

25

30

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

Months

Tem

per

atu

re (

0C

)

Min. temp.-coll Min.temp-crop

Page 69: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 70: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

http://www.spacemart.com/reports/African_Wetland_Managers_Armed_With_New_Technology.html

Page 71: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

http://www.vterrain.org/

Page 72: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

3D Models

Page 73: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

http://www.csi.cgiar.org

Page 74: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 75: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,
Page 76: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

http://edcwww.cr.usgs.gov/earthshots/slow/tableofcontents

Page 77: Understanding GIS P.Quek p.quek@cgiar.org Training Workshop on Forest Biodiversity Conservation and Management of Forest Genetic Resources Kuala Lumpur,

Conclusion• This is not the end of analysis• You may have several other out puts

using these GIS tools• Provided:

– You have better database on collecting sites

– Good and complete information of characterization

• This will help you in providing guidelines for:– Planning future collecting– Matching sites for introduction– Potential sites for area expansion under

forest plantation/conservation – Identification of suitable varieties for its

environmental conditionsTHANKS