SlideShare a Scribd company logo
1 of 18
Download to read offline
www.usask.ca
Determining drought stress resistance mechanisms
in potato plants using GIS
Pankaj Banik, Winston Zeng, Helen Tai and Karen Tanino
www.usask.ca
Background
 Potato is the 3rd most important food crop in the world
 Good source of carbohydrate and vitamins
 Potato plants are sensitive to drought stress
 Drought stress affect tuber yield and quality
www.usask.ca
Leaf cuticle layer prevents water
loss from leaf surface during
drought stress
Interest:
- Area
- Thickness
Drought stress resistance mechanism :
I. Leaf cuticle layer prevents water loss
www.usask.ca
Method 1: Hand section from fresh leaf
tedious job
interfering
fluorescence
www.usask.ca
Method 2: Leaf imprint using Suzuki Universal
Microprinting (SUMP) method
www.usask.ca
Platelets are broken
Imaginary gap among
platelets
Method 2.1: Examining SUMP imprints
using 3D confocal microscopy
www.usask.ca
Method 2.2: GIS in this project
 Software ArcGIS 10.2 (free license at U of S)
 Part 1: Digitizing
• Georefence images
• Digitize cell polygons
• Calculate area of the cell polygons in µm2
• Export area from ArcGIS to excel for statistics
 Part 2: Elevation Modeling
• Reclassify into 9 classes
• Export area from ArcGIS to excel
• Calculate the area of each class in each image
www.usask.ca
Digitizing and Area Calculation
 ArcGIS automatically calculate the area once
you have created the polygon.
 All polygons could be extracted by the
customized tool as well.
www.usask.ca
Elevation Modeling
Challenge
 Lack of z value
information in the
original image
Solution
 Treat brightness (value
of each pixel from the
original image) as
alternative measure of
elevation
 We assume that “the
brighter, the higher”
www.usask.ca
Elevation Modeling
 Original values
reclassified into 9 classes
(classification methods:
Natural Breaks)
 Middle classes (3, 4 and
5) - 60% of area for most
images
Elevation
High
Low
Legend
Value
9
8
7
6
5
4
3
2
1
www.usask.ca
Elevation Modeling
Natural Breaks Classification
 group similar values
 maximize the differences
Old Values New Values
0 - 48 1
48 - 71 2
71 - 89 3
89 - 104 4
104 - 118 5
118 - 132 6
132 - 150 7
150 - 179 8
179 - 255 9
www.usask.ca
Elevation Modeling
ArcGIS automatically calculate the number of pixels (pixel size: 0.96 *0.96 µm2 ) in each
class, and then we calculate the area of each class in µm2 .
www.usask.ca
Future Work with platelets
Remove noise of image
(edges of the cell)
www.usask.ca
Drought stress mechanism:
II. stem as a water reservoir
Cross-section
Stem
Water storage vessel Water transport vessel
(store water during
drought stress)
Interest:
www.usask.ca
Measuring only the water transpiring vessels did not produce enough information
www.usask.ca
Total water storage area (red & green) and water transpiring area (yellow) can be
measured by GIS to see if stem stores water during drought stress
www.usask.ca
Acknowledgements
 SAGES for funding the project
 Spatial Initiative at USASK for providing a bursary for
spatial measurements
 Ting Wei for spatial work
www.usask.ca
Thank you
Question?

More Related Content

Similar to Oral talk in 'SKI 2015'

Mission Concept Presentation for Project A.D.I.O.S.
Mission Concept Presentation for Project A.D.I.O.S.Mission Concept Presentation for Project A.D.I.O.S.
Mission Concept Presentation for Project A.D.I.O.S.Sung (Stephen) Kim
 
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...inside-BigData.com
 
Opening presentationjun01
Opening presentationjun01Opening presentationjun01
Opening presentationjun01Clifford Stone
 
Creating A Multi-wavelength Galactic Plane Atlas With Amazon Web Services
Creating A Multi-wavelength Galactic Plane Atlas With Amazon Web ServicesCreating A Multi-wavelength Galactic Plane Atlas With Amazon Web Services
Creating A Multi-wavelength Galactic Plane Atlas With Amazon Web Services G. Bruce Berriman
 
Improving Physical Parametrizations in Climate Models using Machine Learning
Improving Physical Parametrizations in Climate Models using Machine LearningImproving Physical Parametrizations in Climate Models using Machine Learning
Improving Physical Parametrizations in Climate Models using Machine LearningNoah Brenowitz
 
"Some Reflections on Data in the Public Sector" : Communia: The European Them...
"Some Reflections on Data in the Public Sector" : Communia: The European Them..."Some Reflections on Data in the Public Sector" : Communia: The European Them...
"Some Reflections on Data in the Public Sector" : Communia: The European Them...Tom Moritz
 
Final Presentation for Project A.D.I.O.S.
Final Presentation for Project A.D.I.O.S.Final Presentation for Project A.D.I.O.S.
Final Presentation for Project A.D.I.O.S.Sung (Stephen) Kim
 
improving mix clahe with aco for clearer oceanic images
improving mix clahe with aco for clearer oceanic imagesimproving mix clahe with aco for clearer oceanic images
improving mix clahe with aco for clearer oceanic imagesINFOGAIN PUBLICATION
 
SSSA2009: Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...
SSSA2009:  Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...SSSA2009:  Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...
SSSA2009: Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...Wei Wang
 
Theoretical validation model of a double slope still with forced convection
Theoretical validation model of a double slope still with forced convectionTheoretical validation model of a double slope still with forced convection
Theoretical validation model of a double slope still with forced convectionJosé Andrés Alanís Navarro
 
120_SEM_Special_Topics.ppt
120_SEM_Special_Topics.ppt120_SEM_Special_Topics.ppt
120_SEM_Special_Topics.pptzaki194502
 
How do we get information about the universe.ppt
How do we get information about the universe.pptHow do we get information about the universe.ppt
How do we get information about the universe.pptmrmeredith
 

Similar to Oral talk in 'SKI 2015' (14)

CLIM Program: Remote Sensing Workshop, Optimization Methods in Remote Sensing...
CLIM Program: Remote Sensing Workshop, Optimization Methods in Remote Sensing...CLIM Program: Remote Sensing Workshop, Optimization Methods in Remote Sensing...
CLIM Program: Remote Sensing Workshop, Optimization Methods in Remote Sensing...
 
Mission Concept Presentation for Project A.D.I.O.S.
Mission Concept Presentation for Project A.D.I.O.S.Mission Concept Presentation for Project A.D.I.O.S.
Mission Concept Presentation for Project A.D.I.O.S.
 
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
Blue Waters Enabled Advances in the Fields of Atmospheric Science, Climate, a...
 
DefenseTalk_Trimmed
DefenseTalk_TrimmedDefenseTalk_Trimmed
DefenseTalk_Trimmed
 
Opening presentationjun01
Opening presentationjun01Opening presentationjun01
Opening presentationjun01
 
Creating A Multi-wavelength Galactic Plane Atlas With Amazon Web Services
Creating A Multi-wavelength Galactic Plane Atlas With Amazon Web ServicesCreating A Multi-wavelength Galactic Plane Atlas With Amazon Web Services
Creating A Multi-wavelength Galactic Plane Atlas With Amazon Web Services
 
Improving Physical Parametrizations in Climate Models using Machine Learning
Improving Physical Parametrizations in Climate Models using Machine LearningImproving Physical Parametrizations in Climate Models using Machine Learning
Improving Physical Parametrizations in Climate Models using Machine Learning
 
"Some Reflections on Data in the Public Sector" : Communia: The European Them...
"Some Reflections on Data in the Public Sector" : Communia: The European Them..."Some Reflections on Data in the Public Sector" : Communia: The European Them...
"Some Reflections on Data in the Public Sector" : Communia: The European Them...
 
Final Presentation for Project A.D.I.O.S.
Final Presentation for Project A.D.I.O.S.Final Presentation for Project A.D.I.O.S.
Final Presentation for Project A.D.I.O.S.
 
improving mix clahe with aco for clearer oceanic images
improving mix clahe with aco for clearer oceanic imagesimproving mix clahe with aco for clearer oceanic images
improving mix clahe with aco for clearer oceanic images
 
SSSA2009: Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...
SSSA2009:  Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...SSSA2009:  Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...
SSSA2009: Comparison of Intra-Aggregate Pore Characteristics From Soil in Co...
 
Theoretical validation model of a double slope still with forced convection
Theoretical validation model of a double slope still with forced convectionTheoretical validation model of a double slope still with forced convection
Theoretical validation model of a double slope still with forced convection
 
120_SEM_Special_Topics.ppt
120_SEM_Special_Topics.ppt120_SEM_Special_Topics.ppt
120_SEM_Special_Topics.ppt
 
How do we get information about the universe.ppt
How do we get information about the universe.pptHow do we get information about the universe.ppt
How do we get information about the universe.ppt
 

More from Pankaj Banik

Oral talk in 'CSHS-CSA Joint Conf. 2012'
Oral talk in 'CSHS-CSA Joint Conf. 2012'Oral talk in 'CSHS-CSA Joint Conf. 2012'
Oral talk in 'CSHS-CSA Joint Conf. 2012'Pankaj Banik
 
Oral talk in 'PAA Annual Meeting 2012'
Oral talk in 'PAA Annual Meeting 2012'Oral talk in 'PAA Annual Meeting 2012'
Oral talk in 'PAA Annual Meeting 2012'Pankaj Banik
 
Oral talk in 'PAA Annual Meeting 2013'
Oral talk in 'PAA Annual Meeting 2013'Oral talk in 'PAA Annual Meeting 2013'
Oral talk in 'PAA Annual Meeting 2013'Pankaj Banik
 
Oral talk in 'Green Trade' 2013
Oral talk in 'Green Trade' 2013Oral talk in 'Green Trade' 2013
Oral talk in 'Green Trade' 2013Pankaj Banik
 
Oral talk in 'Soils & Crops 2014'
Oral talk in 'Soils & Crops 2014'Oral talk in 'Soils & Crops 2014'
Oral talk in 'Soils & Crops 2014'Pankaj Banik
 
Oral talk in 'Botany 2015'
Oral talk in 'Botany 2015'Oral talk in 'Botany 2015'
Oral talk in 'Botany 2015'Pankaj Banik
 

More from Pankaj Banik (6)

Oral talk in 'CSHS-CSA Joint Conf. 2012'
Oral talk in 'CSHS-CSA Joint Conf. 2012'Oral talk in 'CSHS-CSA Joint Conf. 2012'
Oral talk in 'CSHS-CSA Joint Conf. 2012'
 
Oral talk in 'PAA Annual Meeting 2012'
Oral talk in 'PAA Annual Meeting 2012'Oral talk in 'PAA Annual Meeting 2012'
Oral talk in 'PAA Annual Meeting 2012'
 
Oral talk in 'PAA Annual Meeting 2013'
Oral talk in 'PAA Annual Meeting 2013'Oral talk in 'PAA Annual Meeting 2013'
Oral talk in 'PAA Annual Meeting 2013'
 
Oral talk in 'Green Trade' 2013
Oral talk in 'Green Trade' 2013Oral talk in 'Green Trade' 2013
Oral talk in 'Green Trade' 2013
 
Oral talk in 'Soils & Crops 2014'
Oral talk in 'Soils & Crops 2014'Oral talk in 'Soils & Crops 2014'
Oral talk in 'Soils & Crops 2014'
 
Oral talk in 'Botany 2015'
Oral talk in 'Botany 2015'Oral talk in 'Botany 2015'
Oral talk in 'Botany 2015'
 

Oral talk in 'SKI 2015'