Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can...

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Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ------------------------------------ ---- James Coles – USGS Thomas Cuffney – USGS Cornell Rosiu – EPA

Transcript of Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can...

Page 1: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Identifying Changes to Stream Condition

caused by Urbanization

How understanding the responses can improve ecological risk characterization

----------------------------------------

James Coles – USGSThomas Cuffney – USGS

Cornell Rosiu – EPA

Page 2: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Denver

Portland

Dallas

Birmingham Atlanta

Raleigh

Milwaukee

BOSTON

Salt Lake City

Boston = NECBNew England Coastal Basins

Seattle

Sacramento

National Water-Quality Assessment (NAWQA) Program Urban Stream Studies

Page 3: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Setting up the Study Design

• Define homogeneous environmental setting.– minimize natural variability

• Determine watershed indicators of urbanization.– related to human presence

• Select sites to represent urban intensity gradient.– minimal to high levels of urbanization

• Establish consistent sampling reaches– 150 meters, riffles, riparian cover, stable channel

Page 4: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

New England Study Sites

BOSTON

Page 5: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Develop an Index to measure

Urban Intensity

High Urban (100)Low Urban (0)

and which also corresponds to stream condition

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Original (a priori) Index of Urban Intensity (UII) used 24 landuse and

demographic variables to characterize an urbanizing landscape.

• Infrastructure (Dams, Roadways, TRI sites)

• Land cover (Forest, Developed land)

• Census statistics (Population, Socioeconomic factors)

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Perhaps an Index of Urban Intensity (UII)could be derived that is as effective,

but uses fewer than 24 variables

Revised UII

• Road Density– Expansion of Infrastructure

• Percentage of Buffer in Forest– Encroachment along riparian zone

• Percentage of Developed land– Change from natural landscape

• Population Density– Human presence on landscape

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Comparing theUrban Intensity Indices (UII)

revised UII (4 variables)

a prioi UII (24 variables)

Page 9: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Comparing responses of Indicator Variables

between versions of the UII

Indicator VariableCategory

MetricsCompared

a priori UIIaverage

correlation

Revised-UIIaverage

correlation

• Water Chemistry 11 0.829 0.830

• Invertebrates 24 0.837 0.845

• Benthic Algae 12 0.756 0.743

• Fish 6 0.804 0.785

• Habitat 7 0.788 0.773

Overall Average 60 0.810 0.807

Page 10: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Impervious Surface Area (ISA) compared to

Revised and the a priori UII

revised - UII

NO

AA

IS

A

a priori UII

r2=0.982 r2=0.948

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Impervious Surface Areacompared to

Urban Intensity (revised UII)

0 20 40 60 80 100

Urban Intensity

0

10

20

30

40

Percentage ISAY= 0.37X + 0.91R2 = 0.982

Page 12: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Invertebrate responses to urbanization (Urban Intensity scaled 0 to 100)

A B C D

0 20 40 60 80 100 Urban Intensity

30

40

50

60

70

80

90

100

Tot

al R

ich

0 20 40 60 80 100 Urban Intensity

0

10

20

30

40

EP

T R

ich

0 20 40 60 80 100 Urban Intensity

0

10

20

30

40

%R

ich

No

n In

sect

0 20 40 60 80 100 Urban Intensity

0

10

20

30

%R

ich

Mol

lusk

+C

rust

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E F

0 20 40 60 80 100 Urban Intensity

0

10

20

30

40

GC

Ric

h

0 20 40 60 80 100 Urban Intensity

3

4

5

6

7

Ta

xa T

ole

ran

ce In

dex

Response of

Functional Group and Taxa Tolerance

Threshold Response Linear Response

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Response of Water Quality to Urbanization

Parameters in WQ index:

- TKN- pH- Conductance- Alkalinity

0 20 40 60 80 100Urban Intensity

0

1

2

3

4

WQ

Inde

x (e

nric

hm

ent)

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Improving Ecological Risk Assessments

The value of knowing the urban intensity of a site where contamination occurs.

(Is it urban intensity or the Superfund-site

that is affecting stream condition?)

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Eastland Woolen Mill Site A Superfund Site in Corinna, ME.

-1 0 1 2 3 4 CA - Axis 1

-1

0

1

2

3

CA

- A

xis

2

25

2726

22

24

23

Reference(Lake)

Reference(River)

Correspondence Analysis, interpretation of the biplot :

The two sets of reference sites are distinct from the group that has the contaminated sites.

Contaminated

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Urban Intensity used to define the expected condition

0 20 40 60 80 100

Urban Intensity

3

4

5

6

7

Ec

olo

gic

al

Co

nd

itio

n

T

axa

To

lera

nce

Ind

ex

This quadrant is the Problem Zone

Large dot represents the Nyanza

Superfund site. The Ecological

Condition metric indicates that

the cleanup was successful.

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Developing Applications of the Urban intensity Index

Addressing the details • Variables used in an urban index can be somewhat

esoteric: Socioeconomic factors• The Urban Intensity Index is standardized over the

range of study sites, scaled 0 -100.• Results from a single study of 30 sites may be

tentative. Other data could be used to corroborate the Urban Intensity Index and the ecological responses.

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Find regression coefficients to express the UII as equation

y = 12.5x - 13.6

0

20

40

60

80

100

0 5 10

Road Density (road km/ basin km2)

Ro

ad

De

ns

ity

(s

ca

led

)

y = 1.74x - 30.5

0

20

40

60

80

100

0 20 40 60 80

% Buffer (120 m Riparian Zone)

% B

uff

er

(scale

d)

y = 8.09x - 2.0

0

20

40

60

80

100

0 5 10 15

Population Density (# / HA)

Po

p D

en (

scal

ed)

y = 1.53x - 2.2

0

20

40

60

80

100

0 20 40 60 80% Developed Landcover

% D

evel

op

ed (

scal

ed)

Page 20: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Set up the equation to include the Landuse Variables

Urban Intensity = (ROAD*12.5)+(BUFF%*1.74)+(DEV%*1.53)+

(POP *8.09))*0.25)

• ROAD = road density [road length (km) / watershed area (km2)]

• BUFF% = percentage stream buffer not in forest landcover [MRLC level 1]

• DEV% = percentage watershed in developed landcover [MRLC level 1]

• POP = population density, people per hectare [U.S. census data]

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Urban Intensity Indexmodeled vs. scaled

0 20 40 60 80 100

Urban intensity (scaled)

0

20

40

60

80

100

120

Urban Intensity modelY = 0.97X + 13.6

Intercept

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EPA Region 1

New England WadeableStreamsProject

Page 23: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Regressions between response variables and the urban intensity index

Response RegressionVariable Coefficient (r2)_________________________________________________________________________________________________________

EPT Richness (-) 0.743

% Richness non-Insects (+) 0.837

Taxa Tolerance Index (+) 0.824

WQ Index (+) 0.834

__________________________________________________________

Page 24: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

0 20 40 60 80 100Urban intensity

0

1

2

3

4

5

6

Taxa Tolerance(Expected)

Expected stream condition based on Urban Intensity of watershed

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0 20 40 60 80 100Urban intensity

0

1

2

3

4

5

6

Taxa Tolerance(Expected)

Expected stream condition based on Urban Intensity of watershed

Acme Chemical Site

• Urban Intensity = 40

Page 26: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

0 20 40 60 80 100Urban intensity

0

1

2

3

4

5

6

Taxa Tolerance(Expected)

Expected stream condition based on Urban Intensity of watershed

Acme Chemical Site

• Urban Intensity = 40• Stream Condition = 2.5

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0 20 40 60 80 100Urban intensity

0

1

2

3

4

5

6

Taxa Tolerance(Expected)

Expected stream condition based on Urban Intensity of watershed

Acme Chemical Site

• Urban Intensity = 40• Stream Condition = 2.5

CONCLUSIONNo unacceptable ecological risk

Page 28: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

0 20 40 60 80 100Urban intensity

0

1

2

3

4

5

6

Taxa Tolerance(Expected)

Expected stream condition based on Urban Intensity of watershed

Acme Chemical Site

• Urban Intensity = 40• Stream Condition = 4.5

CONCLUSIONStream condition may be affected bysite contamination.

Page 29: Identifying Changes to Stream Condition caused by Urbanization How understanding the responses can improve ecological risk characterization ----------------------------------------

Concluding Points

• Study currently being funded by EPA Region I (New England) to use this approach, which is expected to improve Ecological Risk Characterizations.

• Even a general awareness of the urban intensity of a basin is useful in making an interpretation of stream condition at a site.