Top Banner
Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th , 2002
28

Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Dec 28, 2015

Download

Documents

Theresa Byrd
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Parameter Sensitivity in Hydrologic

Modeling

Tanya HoogerwerfMarch 7th, 2002

Page 2: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Outline Flood discharge calculation

overview Problem statement and

research objectives Case studies Sensitivity analysis of

hydrologic parameters Conclusions

Page 3: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Flood Discharge Calculation

Page 4: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Soil Type and Land Use

Hydrologic Modeling Parameters

SLOPE

Longest Flow Path (LFP)

AREA

Slope

Longest Flow Path

Area

Soil Type and Land Use (CN)

Page 5: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

How Are Parameters Calculated?

Level 1:

From Paper Maps (Traditional Method)

Map Wheel Planimeter

Level 2:

From Scanned Maps

Page 6: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

How Are Parameters Calculated?

Level 3:

From Grid-Based Digital Elevation Models (DEMs)

Level 4:

From Triangulated Irregular Networks (TINs)

Page 7: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Lag Calculation

Soil Type and Land Use

SLOPE

Longest Flow Path (LFP)

Lw is Longest Flow Path

CN is Curve Number (derived from Soil and Land Use Data)

s is slope

s

CNL

tw

lag67.31

91000

(min)

7.08.0

SCS Lag Formula (1972)

Page 8: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Flood Discharge Calculation

s

CNL

tw

lag67.31

91000

(min)

7.08.0

SCS Lag Formula (1972)

Q

t

Qpeak

Page 9: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Problem Statement

Differences encountered in lag results between traditional methods and automated methods

Traditional MethodsAutomated Methods

Page 10: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Research Objectives

For traditional and automated processes, determine Sources of error Range of errors Significance of errors

Page 11: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Outline Flood discharge calculation

overview Problem statement and

research objectives Case studies Sensitivity analysis of

hydrologic parameters Conclusions

Page 12: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

What Was Used to Test? Set up the four levels of case studies 3 differently sized areas

0.5mi2

8.8mi2

1.6 mi2

Page 13: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Determination of Parameter Sensitivity

% change in slope…% change in lag…% change in Q

Page 14: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Case 1: Measurement From Paper Maps

Page 15: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Case II: On Screen From Raster Maps

Page 16: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Case IIIA: 10m and 30m Digital Elevation Models, Using GIS/CRWR-

PrePro

Page 17: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Case IIIB: 10m and 30m Digital Elevation Models Using WMS

Page 18: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Case IV: Automated Methods Using WMS and a Triangulated Irregular Network Model (TIN)

Page 19: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Longest Flow Path

0.00

1.00

2.00

3.00

4.00

5.00

6.00

7.00

8.00

1 2 3

Area

Mile

s

PrePre30

PrePre10

Hand

Digitized

WMS-30

WMS-10

Coefficient of Variation

0

1

2

3

4

5

6

7

8

9

Area Curve Num ber LFP Slope

%C

v

Area 1

Area 2

Area 3

%Cv = /

Case Study Results

Page 20: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Outline Flood discharge calculation

overview Problem statement and

research objectives Case studies Sensitivity analysis of

hydrologic parameters Conclusions

Page 21: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Elasticity As a Measure of Sensitivity

Elasticity is dimensionless

Provides measure of sensitivity <1 is “inelastic” >1 is “elastic”

y

xX*

Y*

input

output

change

change

XdxY

dy

elasticity%

%

*

*

Page 22: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Area 2

95.0

100.0

105.0

110.0

115.0

120.0

2.80 2.90 3.00 3.10 3.20 3.30 3.40

LFP- miles

LAG

Longest Flow Path

Analytical Calculation of Gradients

Q t

As the longest flow path varies by 13.2%, the lag varies by 10.6%

The elasticity is 10.6/13.2 = +0.80…inelastic

13.2%

10.6%

Page 23: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

% Change in LAG

Dis

char

ge (

Q)

Numerical Calculation of Gradient

Q t

10.6%

-3.04%

Elasticity =-0.29

Page 24: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Sensitivity Results

% change in parameter…..% change in lag…..% change in Q

-35.0%

-30.0%

-25.0%

-20.0%

-15.0%

-10.0%

-5.0%

0.0%

5.0%

10.0%

15.0%

20.0%

% V

ari

ati

on

fro

m M

ea

n

Param eter Input

Lag Ouput

Q Output- 2 Yr

Page 25: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Elasticity

SLOPE

14.0%

%

Slope

Q

Change

Change

LONGEST FLOW PATH (LFP)

29.0%

%

LFP

Q

Change

Change

CN

01.1%

%

CN

Q

Change

Change

Page 26: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Elasticity

AREA

14.1%80.1

%05.2

%

%

Area

Q

Change

Change

CN

01.1%99.8

%09.9

%

%*

%

%

%

%

lag

Q

CN

lag

CN

Q

Change

Change

Change

Change

Change

Change

Page 27: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

Conclusions

Automated methods using grid-based DEMs are less time consuming than traditional methods…USE AUTOMATED METHODS

Slope and longest flow path measurements do not greatly influence discharge

Measurements of area do not vary greatly, spend time/resources obtaining accurate soil and land use data for CN

Page 28: Parameter Sensitivity in Hydrologic Modeling Tanya Hoogerwerf March 7 th, 2002.

~Thanks ~

Dr. Maidment

David Stolpa

Dr. Charbeneau

Dr. Barrett

Dr. Nelson

CRWR Group

EWRE Friends

Environmental Modeling Systems, Inc.