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Measuring Human Impacts On The Biodiversity And Carrying Capacity Of Ecosystems

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Page 1: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Measuring Human Impacts On The Biodiversity And Carrying Capacity Of Ecosystems

Page 2: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

• Marc Imhoff, NASA's Goddard Space Flight Center

• Taylor Ricketts and Paul Ehrlich, Stanford University's Center for Conservation Biology

• William Lawrence, Bowie State University

Measuring Human Impacts On The Biodiversity And Carrying Capacity Of

Ecosystems:

NASA’s ESE LCLUC 99-0004-0016

Progress Report2001 Land Cover Land Use Change Program

Page 3: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Primary Objective

• Combine remotely sensed data from MODIS, AVHRR, and DMSP with geospatial data on ecosystems and species distribution to quantify a variety of anthropogenic threats to ecosystems and biodiversity at regional and continental scales.

Page 4: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Specific Objectives

• Where will the likely conservation crises be? Where do high levels of species richness and endemism collide with high levels of human impact (e.g., urbanization, agriculture)?

• How much of the carrying capacity of different ecosystems are human populations appropriating? How does the supply of ecosystem goods and services compare to the demand of local and regional human populations?

• How have urbanization and agriculture fragmented ecosystems on broad scales & in what areas are these impacts most severe?

Page 5: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Science Implications

• identify areas of extreme threat to biodiversity due to anthropogenic habitat loss,

• analyze the fragmentation of ecosystems by urban and agricultural land conversion, and

• investigate human population and consumption patterns relative to the carrying capacity of the ecosystems that support them.

We plan to address three issues of critical importance to the science and policy of biodiversity conservation

and sustainable development:

Page 6: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

DMSP/OLS Defense Meteorological Satellite Program Operational

Linescan System“City Lights” Satellite Data

• Near Polar sensor designed to map moon lit cloud cover for weather forecasting and navigation.

• Low light VNIR Channel (0.5 - 0.9 µm) approx. 0.7µm peak. Sensitive to 10-9 watts/cm2/sr/µm

• Spatial Res. - 2.7 km (smooth), 0.5 km (fine)• TIR Channel used for cloud screening• Nighttime passes between 20:30 and 21:30 local

Page 7: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Satellite Derived Urban Area Maps• Raw DMSP/OLS image data overestimate

urban area by a factor of 7 or 8.• Thresholding techniques were developed to

make accurate urban area maps.– Spatial Integrity Thresholding of Urban Polygons (SITUPS) for

Stable Lights Data.– Single Point Target Merger Thresholding (SPTMT) for Gain

Controlled data.

• Both techniques yielded excellent results when compared to census data in the US.

Page 8: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology
Page 9: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Methods• Define ecoregions and compile species

distributions map.• Create satellite- derived urban maps and

identify land cover based on use & disturbance frequency and severity.

• Quantify NPP of the landscape and create carbon “balance sheet” for ecosystems.

• Combine in a GIS to generate comparative analyses.

Page 10: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

A. DMSP Urban Map

B. Land Cover Map

C. NDVI/MVI/NPP

D. Ecoregions Map

Results

Geo-spatialData

Fusion

QueriesAnalysesGIS

Page 11: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Biodiversity• Ecoregions Map (Stanford

CCB/WWF)– 110 Ecoregions for US

• Broadly similar environmental conditions and natural communities.

– 20,000 species across 8 taxa:• Birds, mammals, butterflies, amphibians,

reptiles, land snails, tiger beetles, vascular plants.

Page 12: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Excluded ecoregions

UrbanizedNot urbanized

Excluded ecoregions

AgricultureNot agriculture

1 a b

Distribution of Urban & Agricultural Land Use Relative to Ecoregions

Page 13: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Diversity Indices

• Richness Index– 1/8 Σ Ri/Ti Ri=Richness taxon i

T =Total # species taxon INormally distributed.

Endemism Index (normalize for richness)1/8 Σ Ei/Ri Ei = endemism taxon i

Endemic species – not found in any other ecoregion or occupy range less than 50,000 km2.

Page 14: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

0

0.05

0.1

0.15

0.2

0.25

0.3

7 8 9 10 11 12 13 14Ln(area (km2))

-4

-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0

7 8 9 10 11 12 13 14Ln(area(km2))

Richness vs Area Endemism vs Area

Richness and endemism indices versus ecoregion area.A. Richness [r2=0.24, p<0.0001] B. Endemism [ns]

Page 15: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology
Page 16: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology
Page 17: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

X-axis = % of ecoregion urbanized (each dot is an ecoregion).Y- axis is fraction of total amphibian species in that ecoregion that are ranked either G1 or G2 by the nature conservancy. These ranks denotethe species of highest concern on a global level (the scale goes down to 5:not of concern). They are therefore the most imperiled species.

Page 18: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Each point is an ecoregion. Percent of each ecoregion urbanized is on x-axis overall richness index on y-axis: it is an index of species richness over 9 taxa:birds, butterflies, mammals, trees, vascular plants, reptiles, amphibians, tiger beetles, and land snails. Taxa weighted equally in index. Index is described in Ricketts, et al (Bioscience).Grey lines represent upper quartiles along each axis.Points in upper right area therefore rank highly in each, and are of concern.

Page 19: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

-0.1

-0.08

-0.06

-0.04

-0.02

0

0.02

0.04

0.06

0.08

0.1

-3 -2.5 -2 -1.5 -1 -0.5 0Level of urbanization [ln(arcsin(sq.root(%urbanized)))]

-4

-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0

-3 -2.5 -2 -1.5 -1 -0.5 0Level of urbanization [ln(arcsin(sq.root(%urbanized)))]

-0.1

-0.08

-0.06

-0.04

-0.02

0

0.02

0.04

0.06

0.08

0.1

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5Level of agriculture [ln(arcsin(sq.root(%agriculture)))]

-4

-3.5

-3

-2.5

-2

-1.5

-1

-0.5

0

-3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5Level of agriculture [ln(arcsin(sq.root(%agriculture)))]

Richness vs. Urbanization Richness vs. Agriculture

Endemism vs. AgricultureEndemism vs. Urbanization

[ns] [ns]

R2=0.31P<.0001

R2=0.12P<.005

Page 20: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Both

UrbanizationAgriculture

Excluded ecoregions

Richness vs Land Use Endemism vs Land Use

Ecoregions in the top 66% quantile

Both

UrbanizationAgriculture

Excluded ecoregions

Page 21: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Code % urban Species index Ecoregion Name22 0.23 0.27 Southeastern Mixed Forests51 0.25 0.26 Southeastern Conifer Forests68 0.30 0.23 Western Gulf Coastal Grasslands50 0.26 0.22 Middle Atlantic Coastal Forests14 0.56 0.20 Northeastern Coastal Forests10 0.34 0.20 Southern Great Lakes Forests67 0.30 0.19 Texas Blackland Prairies

9 0.26 0.17 Upper Midwest Forest/Savanna Transition Zone72 0.61 0.16 California Coastal Sage and Chaparral11 0.31 0.16 Eastern Great Lakes Lowland Forests

2 0.62 0.15 South Florida Rocklands52 0.52 0.15 Florida Sand Pine Scrub69 0.24 0.15 Everglades49 0.61 0.13 Atlantic Coastal Pine Barrens35 0.50 0.10 Puget Lowland Forests

6 0.45 0.09 Willamette Valley Forests54 0.29 0.09 California Central Valley Grasslands

Ecoregions in top quartiles of urbanization and species richness indices

These are the ecoregions (above the double line) which are in upper quartile for each axis in previous slide. Some other high-ranking ecoregions are shown below the line just to see which came close to making it.

Page 22: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Conclusions• Urban land transformation important for

understanding carbon dynamics on land.• Impacts on photosynthetic production variable but

generally negative.• Extent of urban and agricultural land use widely

varies among ecoregions • (0 – 60% Urban, 0.5 – 95% Ag)

• 7 ecosystems identified that rank in top quartile for both biodiversity and human impacts.

• Allows for definition of priorities.

Page 23: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Locating Human Risks to Biodiversity: A Carbon Balance Approach

• Marc Imhoff – PI• Lahouari Bounoua (UMD)• Colby Loucks (WWF)• William Lawrence (Bowie State)

Page 24: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Carbon:The “Common Currency” for

Ecological-Economic Assessment• Life on Earth is “carbon based”• Biologically available forms of carbon are the result of photosynthesis.

This is called “Primary Production”.• Primary production represents all available food, fiber, and fuel

(other than fossil and nuclear).• The balance of carbon in the atmosphere and biosphere is a primary

driver of climate change (global warming) and the subject of international treaties e.g. The Kyoto Protocol.

• Humans now consume approximately 40% of all the products of photosynthesis.

• Sustainabilty may be best assessed by comparing the rate of the human consumption of photosynthetic carbon vs the rate of natural production.

Page 25: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

NPP AnalysesHow does urbanization affect NPP on land?

Examine NPP rates inside and outside urbanized areas.

• Generate NPP maps for US at 1km resolution using AVHRR data and the CME/CASA Model.

• Overlay DMSP Urban Map on NPP maps & calculate NPP rates inside and outside urbanized areas.– 3 Classes of “Urban” Land

• 1) Urbanized = 4.5 HU/ha & 10.6 PERS/ha• 2) Peri-Urban = 0.4 HU/ha & 1.0 PERS/ha• 3) Non-Urbanized = 0.05 HU/ha & 0.14 PERS/ha

Page 26: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

A. DMSP Urban Map

B. Land Cover Map

C. NDVI/MVI/NPP

D. Ecoregions Map

Results

Geo-spatialData

Fusion

QueriesAnalysesGIS

Page 27: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Determining the NPP – Urban Signal

Page 28: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Impact of Urban/Suburban Sprawl on Carbon Fixation (NPP)

Southwestern USUrban and Peri-urban lands gain 53 g/m2 annually over Non-urban

lands due to irrigation and introduction of exotic species.

Impacts are different due to climate, culture, and population density

South-Eastern U.S.

0

50

100

150

200

250

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

NPP

(g/m

2 )

UrbanPeri-urbanNon-urban

South-Western U.S.

0

10

20

30

40

50

60

Jan

Feb Mar AprMay Ju

n Jul

Aug Sep Oct Nov Dec

NPP

(g/m

2 )

UrbanPeri-urbanNon-urban

Southeastern USUrban and Peri-urban lands gain

4.2 g/m2 during the winter months but loose 180 g/m2 annually

compared to Non-urban lands.

Page 29: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Northeastern U.S.

0

20

40

60

80

100

120

Jan

Feb Mar AprMay Ju

n Jul

Aug Sep Oct Nov Dec

NP

P(g

/m2)

UrbanPeri-urbanNon-urban

Impact of Urban/Suburban Sprawl on Carbon Fixation (NPP)

Can large conglomerations of cities alter climate?

Prolonged growing season could be due to urban heat

island effect

Urbanized area gains 12.5 g/m2

during Winter months but loses 115 g/m2

annually compared to non-urban.

Page 30: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Region I - Southwestern US

02468

1012

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Oct

Nov

Dec

NP

P D

iffer

ence

(g/m

2 )

urban-non-urban

Region IV - Southeastern US

-70

-60

-50

-40

-30

-20

-10

0

10

Jan

Feb

Mar

Ap

r

May

Jun

Jul

Au

g

Se

p

Oct

No

v

De

c

NP

P D

iffer

ence

(g/m

2 )

urban-non-urban

Region III - Northeastern US

-35-30-25-20-15-10

-505

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Oct

Nov

Dec

NP

P D

iffer

ence

(g/m

2 )

urban-non-urban

Variation in Seasonal Response of NPP to Urbanization( Urban NPP minus Non-Urban NPP )

Page 31: Measuring Human Impacts On The Biodiversity And Carrying …lcluc.umd.edu › sites › default › files › lcluc_documents › Present-Imho… · Center for Conservation Biology

Loss / Gain of NPP Due to UrbanizationAnnual Difference: POST-Urban minus PRE-Urban

( grams C / m2 )

Photosynthetic sink reduced by 4.15E-02 Pg C annually