![Page 1: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/1.jpg)
MODELING URBAN GROWTH IMPACT ON GRIZZLY BEAR
HABITAT
Morgan BakerOlivia Ma
Marilyn RomaoJacqueline Tourand
![Page 2: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/2.jpg)
TOPICModeling Urban Growth along the Sunshine Coast and its
impact on Grizzly Bear Habitat
![Page 3: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/3.jpg)
Motivation for Choosing TopicWhy are grizzly bears important?• Umbrella Species
• Protecting Grizzly Bear habitat protects the habitat of many animals
• Endangered Species• British Columbia is our shared
home
Habitat Loss
ClimateChange
Urban Growth
![Page 4: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/4.jpg)
Study Area
![Page 5: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/5.jpg)
Objectives
1Creating a model that captures the decrease in viable grizzly bear habitat due to urban growth in the regions surrounding the Sunshine Coast based upon known data.
2Forecasting the grizzly bear habitat for the following possible scenarios:• if the rate of urban growth
decreases• if the rate of urban growth
continues as is• if the rate of urban growth
increases
![Page 6: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/6.jpg)
The Bear Essentials: Theoretical Background
Using Cellular Automata (CA) for Urban Growth
• Explicitly takes neighbourhood effects/interaction into account models spatially auto-correlated patterns
• Effectively represents complex phenomenon with simple rules
• Discrete representation of space and time
(Mustafa, Saadi, Cools, & Teller, 2014)
![Page 7: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/7.jpg)
The Bear Essentials: Theoretical BackgroundUsing Multi-Criteria Evaluation (MCE)
• Assists assessment of a region based upon multiple factors
• Supports decision making process
(Mohammed, Elhadarry, & Samat, 2016)
Image Source (Wu & Webster, 1998)
![Page 8: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/8.jpg)
The Bear Essentials: Great Bear Rainforest
Great Bear Rainforest• Forested and mountainous coastal
region of BC home of the densest population of Grizzly Bears in the world
Resource Exploitation• Forestry and mining operated by
provincial government• Land contested by numerous First
NationsEven in GBR, Grizzlies are endangered(Dempsey, 2010)
![Page 9: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/9.jpg)
The Bear Essentials: Theoretical BackgroundWhy use three scenarios?
• Allows for comparison of outputs and calibration of model
• Demonstrates significance of rate of change
![Page 10: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/10.jpg)
Data Sets• Grizzly Bear Population Areas• Digital Elevation Model• Landuse Classification• Parks, Ecological Reserves,
and Protected Areas• Road Network• Study Area
![Page 11: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/11.jpg)
METHODOLOGY
![Page 12: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/12.jpg)
Methodology: Flowchart Overview
![Page 13: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/13.jpg)
Methodology: Urban Growth MCE
![Page 14: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/14.jpg)
Methodology: Urban Growth CATransition Rules• Slow Grow
• Rule 1: If the cell is urban, it stays urban.• Rule 2: If there are 13 or more cells urban in the 5x5
neighborhood, non-urban cell becomes urban.• Status Quo Grow
• Rule 1: If the cell is urban, it stays urban.• Rule 2: If there are 8 or more cells urban in the 5x5
neighborhood, non-urban cell becomes urban.• Fast Grow
• Rule 1: If the cell is urban, it stays urban.• Rule 2: If there are 5 or more cells urban in the 5x5
neighborhood, non-urban cell becomes urban.
![Page 15: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/15.jpg)
Methodology: Grizzly Bear MCE
![Page 16: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/16.jpg)
RESULTS
![Page 17: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/17.jpg)
Results: Maps
![Page 18: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/18.jpg)
Results: Slow Grow
![Page 19: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/19.jpg)
Results: Status Quo Grow
![Page 20: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/20.jpg)
Results: Fast Grow
![Page 21: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/21.jpg)
Results: Quantitative Analysis• Loss of Habitat per Scenario
• Slow Grow <1% loss = 1,282.5 Km2
• 119 Football Fields
• Status Quo Grow 2% loss = 90,257.4 Km2
• 8,358 Football Fields
• Fast Grow 4% loss = 210,726.9 Km2
• 19,512 Football Fields
Slow Grow Status Quo Grow
Fast Grow00.0050.01
0.0150.02
0.0250.03
0.0350.04
0.045
<1%
2%
4%
Loss of Habitat
Loss
of H
abita
t (%
)
![Page 22: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/22.jpg)
Challenges• Validation• Data not lining up• Figuring out/justifying
transition rules for CA model• DEM model in Geographic
Coordinate System and not in Projected Coordinate System• Unable to get sensible slope
data
Us!
Our challenges!
![Page 23: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/23.jpg)
Did We Achieve Our Objectives?
1Creating a model that captures the decrease in viable grizzly bear habitat due to urban growth in the regions surrounding the Sunshine Coast based upon known data.
2Forecasting the grizzly bear habitat for the following possible scenarios: if the rate of urban growth decreases, if the rate of urban growth continues as is, and if the rate of urban growth increases.YES!
![Page 24: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/24.jpg)
References & Acknowledgments• Suzana Dragicevic and Taylor
Anderson for their guidance.• Justin Song and SFU SIS Labs
for technological assistance and use of equipment.
Dempsey, J. (2010). Tracking Grizzly Bears in British Columbia's Environmental Politics. Environment and Planning, 1138-1156.
Michel, C. (2012). Wolves attack a grizzly mother & cubs in Alaska. She escapes. Retrieved from https://www.flickr.com/photos/cmichel67/7761841618/
Mohammed, K. S., Elhadarry, Y. A., & Samat, N. (2016). Identifying Potential Areas for Future Urban Development Using GIS-Based Multi Criteria Evaluation Technique. SHS Web of Conferences.
Mustafa, A., Saadi, I., Cools, M., & Teller, J. (2014). Measuring the Effect of Stochastic Perturbation Component in Cellular Automata Urban Growth Model. Procedia Environmental Sciences, 156-168.
Vernon, A. (2007). Alaskan Coastal Brown bear.....11. Hyder, Alaska. Retrieved from https://www.flickr.com/photos/32541690@N02/3200789230Wu, F., & Webster, C. J. (1998). Simulation of Land Development through the Integration of Cellular Automata and Multicriteria Evaluation. Environment and Planning, 103-126.
![Page 25: Modeling Urban Growth Impact on Grizzly Bear Habitat -- v9](https://reader035.vdocuments.us/reader035/viewer/2022081513/5870e1941a28abcf288b4cdf/html5/thumbnails/25.jpg)
THANK YOU!