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WFM 6311: Climate Change Risk Management
Lecture-9: Handson Exercise using SDSM to downscaling Temperature of a selected station of Bangladesh Professor A.K.M. Saiful Islam Institute of Water and Flood Management (IWFM) Bangladesh University of Engineering and Technology (BUET) 10 August, 2016
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Lecture Topic Download and Installation of SDSM Download of GCM data
Preparation of Station data Consistency of station data Calibration and validation of model Future scenario generations
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Getting Started First http://co-public.lboro.ac.uk/cocwd/SDSM/
Register yourself
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Installing the software
After login click on the ‘software’ of the menu bar or go to Download SDSM and the manual
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Statistical Downscaling Input
Go to Click on the ‘Statistical Downscaling Input’ on the left panel. Then click on HadCM3 Predictors
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Statistical Downscaling Input
Which box to choose?
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Dhaka BMD station (90.38 , 23.78) Box # ?? (25x 25y) (90, 25)
(90, 22.5) (25x 26y) Dhaka BMD station (90.38 , 23.78) Box # ??
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Statistical Downscaling Input
H3A2a_ (Hadley Centre Climate Model 3 Emissions Scenario A2 - pessimistic) h3a2mslpas.dat h3a2p5_fas.dat H3B2a_ (B2 - optimistic) h3b2mslpas.dat h3b2p5_fas.dat etc NCEP_ ncepmslpas.dat ncepp5_uas.dat etc (26 files)
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Statistical Downscaling Input
Depending on the location of the station data, choose the right box numbers and click on the ‘Get data’. For example, for Dhaka station choose 25X25Y. Downloading of the zip file will start.
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[source] [variable] [grid box]. Dat nceprhumee. dat. h3b2p8_zsw. dat
[source] [variable] [grid box] . Dat nceprhumee.dat ?????? h3b2p8_zsw.dat ?????? h2ggp_thas.dat ??????
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Station Data Preparation (1961 -2000)
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Uncheck ‘Allow -ve values’ Event threshold = 0(temp) = 1 (rainfall)
Select Settings Check Calendar (366) Uncheck ‘Allow -ve values’ Event threshold = 0(temp) = 1 (rainfall) Data 1/1/1961 – 12/31/2000 Save the settingc For Easy selection Select the source directory of your station data Select the folder that has your predictand /data
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Click on advance of settings
Option ‘None’ for temperature Others for rainfall (i.e., fourth root) Save the settings
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Click Quality Control Then Select file Open the input station data Click on the Check file
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If OK appears, quality check is complete.
Manually use the judgment by checking the maximum difference of the temperature
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Data Transformation Change of predictors (optional)
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Screen Variables ATTENTION ATTENTION
Select the NCEP_ folder of appropriate Box ATTENTION Temp Unconditional Rainfall Conditional Select station data as the predictand file (i.e Tmax_dat) Select your data period (61-00) and analysis period (i.e. Annual) Check your process condition (i.e. conditional) Amend the significance level (i.e for 5% significant value). SELECT APPROPIATE COMBINATION OF PREDICTOR VARIABLES (<#12) PRESS
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Choose those combination of variables where partial correlation (r) is high but with P value ≈ 0
Go back and PRESS
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Example: Dhaka Station
Analysis Results
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Example: Dhaka Station
Scatter Plot Station data Vs 1 Predictor
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Dhaka Station (CALIBRATE MODEL)
Select those chosen combination for Tmax_61-80.PAR
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Dhaka Station (Calibration Results)
Standard Error = 2% (Average) Explained Variance = 23.65% (Average)
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(to Validate create output file from 1981-2000)
Weather Generator (to Validate create output file from ) NCEP Files 1/1/1981 for Tmax_NCEP_81-00 From Tmax_61-80.PAR
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Summary Statistics Go to Summary statistics and press
Select suitable statistics (maximum up to 8), and go back
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Summary Statistics Click
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Compare Results Check the results (i.e. mean Vs mean)
If unsatisfactory, choose another combination of screen variables and repeat the above procedures. Validation is an iterative process If satisfactory, Go to
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Create calibrated file
Create Tmax_61-00.PAR with same screen variables combination (validated) Use the data period 1961 – 2000 Calculate the Explained Variance Explained Variance = 26.04%
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Create Present Climatic data (NCEP_1961-1990)
Tmax_61-00.PAR NCEP Files Tmax_NCEP_ out 1/1/1961 Calibrate Model 61-00.PAR-> NCEP_61-00.OUT Summary Statistics NCEP_61-00.OUT->NCEP61-00.TXT
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Creating Model Data Change the settings calendar to 360 (GCM)
Tmax_61-00.PAR H3A2_ Change the settings calendar to 360 (GCM) Create H3 A2 or H3 B2 model data (.out) through Scenario Generation for the year
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Creating Model data (present +Future)
Choose Modelled INPUT FILE Tmax_H3A2_ out Analysis period will depend on the desired (present or future) data time ‘Summary statistics’ Choose Statistics options Create text files (Tmax_H3A2_ txt, Tmax_H3A2_ txt etc.)
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Sample: Delta Stats Results
Choose Modelled INPUT FILE H3A2_ out Analysis period
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Sample: Delta Stats Results……… Cont
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Sample: Generated output data
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Sample: Frequency Analysis
Tmax.dat as the observed data H3A2_ out as the modelled data Ensemble Mean (Q-Q plot) Ensemble Member 1 (FA)
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