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Mapping extreme rainfall statistics for Canada
under climate change using
updated Intensity-Duration-Frequency curves
Slobodan P. Simonović
Civil and Environmental Engineering
Institute for Catastrophic Loss Reduction
The University of Western Ontario
INTRODUCTION2|
• Introduction
• Methods
• IDF_CC tool
• Mapping methodology
• Analyses
• to illustrate the use of IDF_CC tool in
mapping IDF curve relationships in
space;
• to show spatial variation in extreme
precipitation across Canada
• to show the spatial variation in IDF
curve change across Canada Results
• Discussion
• Research team
• Slobodan P. Simonovic
• Andre Schardong
• Dan Sandink
Presentation outline
Toronto, ON, Canada, July 2013
INTRODUCTION3| Climate change impacts in Canada
• Current impacts of climate change in Canada
• Decrease in cold events while warm events continue to increase
• The annual frequency of cold nights has decreased and the annual
frequency of warm days has increased at most locations in Canada with
much stronger warming trends in the Canadian Arctic
• No consistent change in extreme precipitation (precipitation totals
changing between -10% and 35%)
• Across Canada, heavy precipitation has been increasing since 1950 but the
patterns have not been spatially uniform.
• Future impacts
• By the middle of the century all of Canada is projected to warm by roughly
1.5 to 2.5°C in the summer
• Average wintertime temperatures are projected to increase by ~3 to 7°C
towards the end of the century
• One-in-20-year extreme hot day would become a one-in-5 year
• Future rainfall predictions vary significantly among climate models.
Increases in precipitation are projected for the majority of Canada
• One-in-20-year extreme daily precipitation event would become a one-in-
10 year event by mid-century
• IDF curves: Frequency of
extreme events for a variety
of return periods and
intensities
• Based on assumption of
stationarity
• Updating IDF curves highly
technical, municipalities may
lack resources
• Based on work with the City
of London, and IBC MRAT
tool
4
INTRODUCTION3| IDF_CC tool
METHODS5|
• Knowledge transfer project supported by CWN
• Developed the generalized methodology for updating IDF curves under
climate change
• Engagement of potential users
• Implemented web based tool https://www.idf-cc-uwo.ca
• Over 430 registered users
• Dominant interest of consulting community
• Serious consideration for mandating the use of the tool (PEI government)
IDF_CC tool
METHODS6| IDF_CC tool
• Choice of climate input (Quantile Regression Skill Score Method)
• Selection of GCM model
• Selection of RCP
• Selection of model run
• Downscaling (Equidistant Quantile Matching Algorithm)
• Spatial downscaling
• Temporal downscaling
METHODS7| IDF_CC tool
METHODS8| IDF_CC tool
• Database:
• IDF repository from Environment Canada (700 stations – Dec 2014)
• User provided stations and data
• Global climate models information and netCDF File repository (22
GCMs; RCP2.5, RCP4.5, RCP8.5; multiple GCM runs)
• User interface:
• Google maps
• Data manipulation
• Results visualization (tables, equations, interactive graphs)
• Models:
• Statistical analysis algorithms (Gumbel distribution)
• GCM skill score algorithm (the quantile regression skill score - QRSS)
• IDF update algorithm (the equidistant quantile matching – EQM)
• Optimization model
METHODS9| IDF_CC tool
METHODS10|Mapping methodology
• Station IDF_CC curves
• Spatial interpolation using Natural Neighbor Algorithm
ANALYSES11|Objectives and scope
• To illustrate the use of IDF_CC tool in mapping IDF curve
relationships in space;
• To show spatial variation in extreme precipitation across
Canada for selected durations, return periods and GCMs; and
• To show the spatial variation in IDF curve change across
Canada for selected durations, return periods and GCMs.
• Two criteria
• municipal drainage practices (2 hr duration and 5 year return
period) and
• flood risk management (24 hr duration and 100 year return
period)
ANALYSES12|Objectives and scope
• 567 stations
• length between 10 and 75 years
RESULTS13|Analyses
Experiment Climate data Design criteria GCM RCP
Historic Future 2hr 5y 24hr100y CanESM2 Ensemble 2.5 4.5 8.5
1 √ √
2 √ √
3 √ √ √ √
4 √ √ √ √
5 √ √ √ √
6 √ √ √ √
7 √ √ √ √
8 √ √ √ √
9 √ √ √ √
10 √ √ √ √
11 √ √ √ √
12 √ √ √ √
13 √ √ √ √
14 √ √ √ √
RESULTS14|Mapping IDF for CDN
CanESM2 RCP4.5
Year 2100
24 hr 100 year
RESULTS15|Mapping IDF change for CDN
CanESM2 RCP4.5
Year 2100
24 hr 100 year
RESULTS16|Mapping IDF for CDN
Model RCP Duration
Return
Period
PPT (mm) Station
Min
Name Province
Max
Ensemble
2.6
2 hours 5 Years
7.2 CLYDE A NU
72.3 CYPRUS LAKE CS ON
24 hours
100
Years
36.6 CARMACKS YT
457.2
MORESBY ISLAND
MITCHELL INLET
BC
4.5
2 hours 5 Years
7.7 CLYDE A NU
76.6 CYPRUS LAKE CS ON
24 hours
100
Years
38.2 CARMACKS YT
479.9
MORESBY ISLAND
MITCHELL INLET
BC
8.5
2 hours 5 Years
8.7 CLYDE A NU
85.1 MILTON KELSO ON
24 hours
100
Years
42.3 CARMACKS YT
541.7
MORESBY ISLAND
MITCHELL INLET
BC
RESULTS17|Mapping IDF for CDN
Year 2100 2 hr 5 years
RCP2.6 RCP4.5 RCP8.5
Year 2100 24 hr 100 year
RCP2.6 RCP4.5 RCP8.5
RESULTS18|Mapping IDF for CDN
Model RCP Duration
Return
Period
PPT (mm) Station
Min
Name Province
Max
CanESM2
2.6
2 hours 5 Years
7.5 CLYDE A NU
75.5 MILTON KELSO ON
24 hours
100
Years
42.6 CARMACKS YT
470.5
MORESBY ISLAND
MITCHELL INLET BC
4.5
2 hours 5 Years
8.1 CLYDE A NU
83.1 MILTON KELSO ON
24 hours
100
Years
44.6 CARMACKS YT
464.5
MORESBY ISLAND
MITCHELL INLET BC
8.5 2 hours 5 Years
9.1 CLYDE A NU
87.5 MILTON KELSO ON
24 hours
100
Years
47.6 MAYO A YT
546.1
MORESBY ISLAND
MITCHELL INLET BC
RESULTS19|Mapping IDF for CDN
Year 2100 2 hr 5 year
RCP2.6 RCP4.5 RCP8.5
Year 2100 24 hr 100 year
RCP2.6 RCP4.5 RCP8.5
RESULTS20|Mapping IDF change for CDN
Model RCP Duration
Return
Period
Change (%)
Station
Min
Name Province
Max
Ensemble
2.6
2 hours 5 Years
3.6 WYNYARD SK
30.5 TODAGIN RANCH BC
24 hours 100 Years
0.2 WYNYARD SK
24.6
DANIELS
HARBOUR
NL
4.5
2 hours 5 Years
4.2 MIAMI THIESSEN MB
32.3 SALMON ARM A BC
24 hours 100 Years
3.8 BERENS RIVER A MB
30.3 ARGENTIA (AUT) NL
8.5
2 hours 5 Years
9.8 ORMISTON SK
57.6 SALMON ARM A BC
24 hours 100 Years
9.6 OUTLOOK PFRA SK
49.0 TELEGRAPH CREEK BC
RESULTS21|Mapping IDF change for CDN
Year 2100 2 hr 5 year
RCP2.6 RCP4.5 RCP8.5
Year 2100 24 hr 100 year
RCP2.6 RCP4.5 RCP8.5
RESULTS22|Mapping IDF change for CDN
Model RCP Duration
Return
Period
Change (%) Station
Min
Name
Province
Max
CanESM2
2.6
2 hours 5 Years
2.8 SWIFT CURRENT A SK
47.3 SAINT JOHN A NB
24 hours 100 Years
0.6 SWIFT CURRENT A SK
48.4 MONCTON INTL A NB
4.5
2 hours 5 Years
-0.2 NIPAWIN A SK
52.6 DANIELS HARBOUR NL
24 hours 100 Years
-6.1 LA RONGE A SK
62.8 HALIFAX NS
8.5
2 hours 5 Years
2.2 WYNYARD SK
79.6 DANIELS HARBOUR NL
24 hours 100 Years
-1.5 FLIN FLON A MB
106.7 DANIELS HARBOUR NL
RESULTS23|Mapping IDF change for CDN
Year 2100 2 hr 5 year
RCP2.6 RCP4.5 RCP8.5
Year 2100 24 hr 100 year
RCP2.6 RCP4.5 RCP8.5
USE OF THE TOOL24|Uncertainty analysis
USE OF THE TOOL25|Uncertainty analysis
FUTURE26|Interactive mapping of IDF
PROJECT RESOURCES27|
Downscaling method: Srivastav, R.K., A. Schardong and S.P. Simonovic (2014).
Equidistance Quantile Matching Method for Updating IDF Curves Under Climate Change. Water
Resources Management: An International Journal. DOI 10.1007/s11269-014-0626-y
Overview of tool and methods: Simonovic, S.P., Schardong, A., Sandink, D., and Srivastav, R. (under
review). A Web-based Tool for the Development of Intensity Duration Frequency Curves under
Changing Climate. Environmental Modelling and Software.
CDN reginal analysis: Simonovic, S.P., Schardong, A., Sandink, D. (under review). Mapping Extreme
Rainfall Statistics for Canada Under Climate Change Using Updated Intensity-Duration-Frequency
Curves. Environmental Modelling and Software.
DSS engagement practices: Sandink, D., Simonovic, S.P., Schardong, A., and Srivastav, R. (under
review). A Decision Support System for Updating and Incorporating Climate Change Impacts into
Rainfall Intensity-Duration-Frequency Curves: Review of the Stakeholder Involvement Process.
Environmental Modelling and Software.
PROJECT RESOURCES28|
www.slobodansimonovic.com
Research  FIDS  Projects

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ICLR Friday Forum: Mapping extreme rainfall statistics for Canada (March 11, 2016)

  • 1. Mapping extreme rainfall statistics for Canada under climate change using updated Intensity-Duration-Frequency curves Slobodan P. Simonović Civil and Environmental Engineering Institute for Catastrophic Loss Reduction The University of Western Ontario
  • 2. INTRODUCTION2| • Introduction • Methods • IDF_CC tool • Mapping methodology • Analyses • to illustrate the use of IDF_CC tool in mapping IDF curve relationships in space; • to show spatial variation in extreme precipitation across Canada • to show the spatial variation in IDF curve change across Canada Results • Discussion • Research team • Slobodan P. Simonovic • Andre Schardong • Dan Sandink Presentation outline Toronto, ON, Canada, July 2013
  • 3. INTRODUCTION3| Climate change impacts in Canada • Current impacts of climate change in Canada • Decrease in cold events while warm events continue to increase • The annual frequency of cold nights has decreased and the annual frequency of warm days has increased at most locations in Canada with much stronger warming trends in the Canadian Arctic • No consistent change in extreme precipitation (precipitation totals changing between -10% and 35%) • Across Canada, heavy precipitation has been increasing since 1950 but the patterns have not been spatially uniform. • Future impacts • By the middle of the century all of Canada is projected to warm by roughly 1.5 to 2.5°C in the summer • Average wintertime temperatures are projected to increase by ~3 to 7°C towards the end of the century • One-in-20-year extreme hot day would become a one-in-5 year • Future rainfall predictions vary significantly among climate models. Increases in precipitation are projected for the majority of Canada • One-in-20-year extreme daily precipitation event would become a one-in- 10 year event by mid-century
  • 4. • IDF curves: Frequency of extreme events for a variety of return periods and intensities • Based on assumption of stationarity • Updating IDF curves highly technical, municipalities may lack resources • Based on work with the City of London, and IBC MRAT tool 4 INTRODUCTION3| IDF_CC tool
  • 5. METHODS5| • Knowledge transfer project supported by CWN • Developed the generalized methodology for updating IDF curves under climate change • Engagement of potential users • Implemented web based tool https://www.idf-cc-uwo.ca • Over 430 registered users • Dominant interest of consulting community • Serious consideration for mandating the use of the tool (PEI government) IDF_CC tool
  • 6. METHODS6| IDF_CC tool • Choice of climate input (Quantile Regression Skill Score Method) • Selection of GCM model • Selection of RCP • Selection of model run • Downscaling (Equidistant Quantile Matching Algorithm) • Spatial downscaling • Temporal downscaling
  • 8. METHODS8| IDF_CC tool • Database: • IDF repository from Environment Canada (700 stations – Dec 2014) • User provided stations and data • Global climate models information and netCDF File repository (22 GCMs; RCP2.5, RCP4.5, RCP8.5; multiple GCM runs) • User interface: • Google maps • Data manipulation • Results visualization (tables, equations, interactive graphs) • Models: • Statistical analysis algorithms (Gumbel distribution) • GCM skill score algorithm (the quantile regression skill score - QRSS) • IDF update algorithm (the equidistant quantile matching – EQM) • Optimization model
  • 10. METHODS10|Mapping methodology • Station IDF_CC curves • Spatial interpolation using Natural Neighbor Algorithm
  • 11. ANALYSES11|Objectives and scope • To illustrate the use of IDF_CC tool in mapping IDF curve relationships in space; • To show spatial variation in extreme precipitation across Canada for selected durations, return periods and GCMs; and • To show the spatial variation in IDF curve change across Canada for selected durations, return periods and GCMs. • Two criteria • municipal drainage practices (2 hr duration and 5 year return period) and • flood risk management (24 hr duration and 100 year return period)
  • 12. ANALYSES12|Objectives and scope • 567 stations • length between 10 and 75 years
  • 13. RESULTS13|Analyses Experiment Climate data Design criteria GCM RCP Historic Future 2hr 5y 24hr100y CanESM2 Ensemble 2.5 4.5 8.5 1 √ √ 2 √ √ 3 √ √ √ √ 4 √ √ √ √ 5 √ √ √ √ 6 √ √ √ √ 7 √ √ √ √ 8 √ √ √ √ 9 √ √ √ √ 10 √ √ √ √ 11 √ √ √ √ 12 √ √ √ √ 13 √ √ √ √ 14 √ √ √ √
  • 14. RESULTS14|Mapping IDF for CDN CanESM2 RCP4.5 Year 2100 24 hr 100 year
  • 15. RESULTS15|Mapping IDF change for CDN CanESM2 RCP4.5 Year 2100 24 hr 100 year
  • 16. RESULTS16|Mapping IDF for CDN Model RCP Duration Return Period PPT (mm) Station Min Name Province Max Ensemble 2.6 2 hours 5 Years 7.2 CLYDE A NU 72.3 CYPRUS LAKE CS ON 24 hours 100 Years 36.6 CARMACKS YT 457.2 MORESBY ISLAND MITCHELL INLET BC 4.5 2 hours 5 Years 7.7 CLYDE A NU 76.6 CYPRUS LAKE CS ON 24 hours 100 Years 38.2 CARMACKS YT 479.9 MORESBY ISLAND MITCHELL INLET BC 8.5 2 hours 5 Years 8.7 CLYDE A NU 85.1 MILTON KELSO ON 24 hours 100 Years 42.3 CARMACKS YT 541.7 MORESBY ISLAND MITCHELL INLET BC
  • 17. RESULTS17|Mapping IDF for CDN Year 2100 2 hr 5 years RCP2.6 RCP4.5 RCP8.5 Year 2100 24 hr 100 year RCP2.6 RCP4.5 RCP8.5
  • 18. RESULTS18|Mapping IDF for CDN Model RCP Duration Return Period PPT (mm) Station Min Name Province Max CanESM2 2.6 2 hours 5 Years 7.5 CLYDE A NU 75.5 MILTON KELSO ON 24 hours 100 Years 42.6 CARMACKS YT 470.5 MORESBY ISLAND MITCHELL INLET BC 4.5 2 hours 5 Years 8.1 CLYDE A NU 83.1 MILTON KELSO ON 24 hours 100 Years 44.6 CARMACKS YT 464.5 MORESBY ISLAND MITCHELL INLET BC 8.5 2 hours 5 Years 9.1 CLYDE A NU 87.5 MILTON KELSO ON 24 hours 100 Years 47.6 MAYO A YT 546.1 MORESBY ISLAND MITCHELL INLET BC
  • 19. RESULTS19|Mapping IDF for CDN Year 2100 2 hr 5 year RCP2.6 RCP4.5 RCP8.5 Year 2100 24 hr 100 year RCP2.6 RCP4.5 RCP8.5
  • 20. RESULTS20|Mapping IDF change for CDN Model RCP Duration Return Period Change (%) Station Min Name Province Max Ensemble 2.6 2 hours 5 Years 3.6 WYNYARD SK 30.5 TODAGIN RANCH BC 24 hours 100 Years 0.2 WYNYARD SK 24.6 DANIELS HARBOUR NL 4.5 2 hours 5 Years 4.2 MIAMI THIESSEN MB 32.3 SALMON ARM A BC 24 hours 100 Years 3.8 BERENS RIVER A MB 30.3 ARGENTIA (AUT) NL 8.5 2 hours 5 Years 9.8 ORMISTON SK 57.6 SALMON ARM A BC 24 hours 100 Years 9.6 OUTLOOK PFRA SK 49.0 TELEGRAPH CREEK BC
  • 21. RESULTS21|Mapping IDF change for CDN Year 2100 2 hr 5 year RCP2.6 RCP4.5 RCP8.5 Year 2100 24 hr 100 year RCP2.6 RCP4.5 RCP8.5
  • 22. RESULTS22|Mapping IDF change for CDN Model RCP Duration Return Period Change (%) Station Min Name Province Max CanESM2 2.6 2 hours 5 Years 2.8 SWIFT CURRENT A SK 47.3 SAINT JOHN A NB 24 hours 100 Years 0.6 SWIFT CURRENT A SK 48.4 MONCTON INTL A NB 4.5 2 hours 5 Years -0.2 NIPAWIN A SK 52.6 DANIELS HARBOUR NL 24 hours 100 Years -6.1 LA RONGE A SK 62.8 HALIFAX NS 8.5 2 hours 5 Years 2.2 WYNYARD SK 79.6 DANIELS HARBOUR NL 24 hours 100 Years -1.5 FLIN FLON A MB 106.7 DANIELS HARBOUR NL
  • 23. RESULTS23|Mapping IDF change for CDN Year 2100 2 hr 5 year RCP2.6 RCP4.5 RCP8.5 Year 2100 24 hr 100 year RCP2.6 RCP4.5 RCP8.5
  • 24. USE OF THE TOOL24|Uncertainty analysis
  • 25. USE OF THE TOOL25|Uncertainty analysis
  • 27. PROJECT RESOURCES27| Downscaling method: Srivastav, R.K., A. Schardong and S.P. Simonovic (2014). Equidistance Quantile Matching Method for Updating IDF Curves Under Climate Change. Water Resources Management: An International Journal. DOI 10.1007/s11269-014-0626-y Overview of tool and methods: Simonovic, S.P., Schardong, A., Sandink, D., and Srivastav, R. (under review). A Web-based Tool for the Development of Intensity Duration Frequency Curves under Changing Climate. Environmental Modelling and Software. CDN reginal analysis: Simonovic, S.P., Schardong, A., Sandink, D. (under review). Mapping Extreme Rainfall Statistics for Canada Under Climate Change Using Updated Intensity-Duration-Frequency Curves. Environmental Modelling and Software. DSS engagement practices: Sandink, D., Simonovic, S.P., Schardong, A., and Srivastav, R. (under review). A Decision Support System for Updating and Incorporating Climate Change Impacts into Rainfall Intensity-Duration-Frequency Curves: Review of the Stakeholder Involvement Process. Environmental Modelling and Software.