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Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) Pollutant Empower Density (PED) Lecture 12
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Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Sep 08, 2018

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Page 1: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Emergy and Landscape Development Intensity

Also…

Pollutant Density Index (PDI)

Pollutant Empower Density (PED)

Lecture 12

Page 2: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI…

Landscape Development Intensity

An index of human disturbance

Page 3: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

•  An index of Landscape Development Intensity (LDI) was proposed by Brown and Vivas (2004) following on earlier work of Brown (1980) and evaluation of relationship of development intensity to water quality in the St. Marks Watershed in Florida (Brown, et al., 1998).

•  The LDI has been used as a human disturbance gradient in developing wetland bio-indicators of ecosystem health (Lane and Brown, 2006; Reiss and Brown, 2006) and in developing a Stream Condition Index (Fore et al. 2007).

•  Recently the LDI was tested as an indicator of human disturbance against a large wetland data set in Ohio (Mack, 2006)

LDI…

Page 4: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Systems diagram showing the effects of developed lands on wildlands

LDI…

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0.0

10.0

20.0

30.0

40.0

50.0

60.0

70.0

80.0

90.0

100.0

0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0

Human Disturbance Gradient

Wet

land

Con

dition

Ind

ex

LDI…

Independent measure of disturbance using land use/land cover, aerial photographs,

and ground observations

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LDI…

Recall the Environmental Loading Ratio…

ELR = Nonrenewable empower / renewable empower

= N (sej*yr-1) / R (sej*yr-1)

Page 7: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

The LDI uses Areal Empower Intensity, (sej*ha-1*yr-1)

LDI = 10 * log (aeiTotal /aeiRef)

Where: LDI = Landscape Development Intensity index for a given landscape unit; aeiTotal = total areal empower intensity (Sum of renewable background areal empower

intensity and nonrenewable areal empower density of land uses; and aeiRef = renewable areal empower intensity of the background environment (Florida

=1.56 E15 sej*ha-1*yr-1; Vivas, 2006). The total areal empower intensity (aeiTotal) is calculated as follows:

aeitotal = aeiRef + ∑ ( %LUi * aeii )

LDI…

Page 8: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

The global average renewable areal empower intensity is

~8.0 E14 sej*ha-1*yr-1

The average renewable areal empower intensity of a specific region can be used in place of the global average….

In Florida, for instance the average is

1.56 E15 sej*ha-1*yr-1

LDI…

Page 9: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI = 10 * log10 (aeiTotal /aeiRef)

LDI…

Similar to the equation for the decibel scale for sound…

Landscape Development Intensity

Page 10: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI…

Example emergy evaluations of one hectare of citrus grove

Page 11: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI…

Example emergy evaluations of one hectare of single family residential

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LDI… Non-Renewable

Land Use Areal Empower Intensity LDIFl* Notes (E15 sej-1*ha-1*yr-1)

1 Natural Land / Open Water 0.0 0.00 2 Pine Plantation 0.5 1.00 3 Low Intensity Open Space / Recreational 0.5 1.02 4 Unimproved Pastureland (with livestock) 0.5 1.04 5 Improved Pasture (no livestock) 2.0 3.07 6 Low Intensity Pasture (with livestock) 3.4 4.34 7 High Intensity Pasture (with livestock) 5.9 6.03 8 Medium Intensity Open Space / Recreational 6.1 6.10 9 Citrus 7.8 6.94

10 General Agriculture 15.1 9.38 11 Row crops 20.3 10.53 12 High Intensity Agriculture (dairy farm) 50.4 14.25 13 Recreational / Open Space (High-intensity) 123.0 18.02 14 Single Family Residential (Low-density) 197.5 20.05 15 Transportation- 2 lanes highway 308.0 21.97 16 Single Family Residential (Med-density) 658.3 25.25 17 Single Family Residential (High-density) 921.7 26.71 18 Transportation 4 lane Highway - Low Intensity 2533.7 31.10 19 Multi-family residential (Low density) 4213.3 33.30 20 Institutional 4042.2 33.12 21 Transportation 4 lane Highway - High Intensity 5020.0 34.06 22 Low Intensity Commercial (Comm Strip) 5173.4 34.19 23 Industrial 5210.6 34.23 24 High intensity commercial (Mall) 8372.4 36.28 25 Multi-family residential (High rise) 12771.7 38.12 26 Central Business District (Avg 2 stories) 16150.3 39.14 27 Central Business District (Avg 4 stories) 29401.3 41.74

LDI and Typical Land Uses

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LDI…

Distance Weighted LDI vs Simple Area Weighted LDI

1 2 3 4 5 6 7 8 9

10

0 1 2 3 4 5 6 7 8 9 10

LDI - 100m - DW

LDI -

100

m -

SAW

Graph of distance-weighted LDI (LDI-100m-DW) plotted against a simple area-weighted LDI (LDI-100m-SAW) for 36 wetlands in central Florida showing no significant difference between the two methods of calculating the index.

Page 14: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI…

Area-weighted LDI verses phosphorus load in 64 hydrologic units (sub-watersheds) of the St. Marks River watershed

0!

0.5!

1!

1.5!

2!

2.5!

3!

3.5!

4!

0! 2! 4! 6! 8! 10!

Pollu

tant

Loa

d !

(kg

P/ h

a/ y

r)!

Area Weighted LDI!

LDI vs Pollutant Load !

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LDI…

0.00

0.50

1.00

1.50

2.00

2.50

3.00

3.50

0 1 2 3 4 5 6 7 8 9 10

TP (k

g/ /h

a/ y

r)

LDI

LDI verses modeled total phosphorus load using 100 meter buffer around 118 depressional wetlands in Florida.

Page 16: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Some applications of the LDI

LDI and Water Quality at the Watershed ScaleLDI and Wetland Ecological Health

LDI and BuffersLDI and Global Ecosystem Health

LDI…

Page 17: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Water Quality at Watershed Scale…

1.

LDI…

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#

Pigeon Creek WatershedDrainage AreaStreams

# Water Quality Sampling Station

0 2 Kilometers

N

LDI

Land UseUrbanAgricultureRangelandUpland ForestWaterWetlandsBarren LandTransp., Comm, Utl.

Pigeon Creek

Assessment of Surface Water Quality in Florida:� St. Mary's River Watershed

LDI…

Page 19: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

0246810121416182022

0 1 2 3 4 5 6 7 8 9 10LDI

TN

(k

g/h

a-y

r)

Total Nitrogen Load

LDI…

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LDI…

0

0.5

1

1.5

2

2.5

3

3.5

0 1 2 3 4 5 6 7 8 9 10LDI

TP

(k

g/h

a-y

r)

Total Phosphorus Load

Page 21: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI…

0

100

200

300

400

500

600

700

0 1 2 3 4 5 6 7 8 9 10

LDI

TS

S (

kg

/ha

/yr

)

Total Suspended Solids Load

Page 22: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

“Depressional” Wetlands

2.Ecosystem

Health

LDI…

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18 meters100 meters150 meters500 meters

We tested four different buffers...

LDI…

Page 24: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Graph of calculated LDIs for 49 wetlands in Central Florida, showing no significant differences between LDIs calculated using a 100 meter buffer and a 200 meter buffer.

LDI…

0

1

2

3

4

5

6

7

8

9

10

LD

I

Wetlands (n = 49)

LDI - 200m - ED LDI - 100m - ED

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75 Marshes

118 Swamps

LDI…

Page 26: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Wetland surrounded by:

- Pine flatwoods

LDI = 1.0

WRAP = 1.9

LDI…

Page 27: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Wetland surrounded by:

- Pasture

LDI = 3.1

WRAP = 4.5

LDI…

Page 28: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Wetland surrounded by:

- Citrus

LDI = 6.9

WRAP = 5.6

LDI…

Page 29: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Wetland surrounded by:

-  Golf Course

-  Multi Housing

LDI = 22.1

WRAP = 6.4

LDI…

Page 30: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Wetland surrounded by:-  Highway-  Residential-  Commercial Strip MallLDI = 31.5WRAP = 8.4

LDI…

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LDI…

012345678910

0 1 2 3 4 5 6 7 8 9 10

LDI

WRAP

AgriculturalReferenceUrban

LDI and Wetland Rapid Assessment “Score”

Page 32: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

LDI…

0

20

40

60

80

100

0 1 2 3 4 5 6 7 8 9 10

LDI

Flor

ida

WCI

ReferenceAgriculturalUrban

Florida Wetlands Condition Index

Page 33: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

3.LDI and Riparian Wetlands

LDI…

Page 34: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Watershed ~ LDI = 3.4

Riparian Wetland ~ LDI = 2,5

Transect ~ LDI = 7.5

Three Scales of Analysis…

Page 35: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

? ? ? ? ?

?

4.Ecosystem

Buffer Requirement

LDI…

Page 36: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Assume a decay function for Empower from a source as;

Ex = Eo/d2

Impact effect = development intensity

LDI…

Page 37: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Empower Density vs Distance

1.00E+08

1.00E+09

1.00E+10

1.00E+11

1.00E+12

1.00E+13

1.00E+14

1 31 61 91 121 151 181

Distance from Source (meters)

Single Family Residential4 Lane HighwayCommercial District

R "background"

Ecosystem Buffer Zones

The distance required to “lower” empower density to levels equal to the natural landscape...

LDI…

Page 38: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Biscayne Bay

Ultimately, LDI may be taken directly from Satellite Imagery… Preliminary analysis has shown that the spatial variance of pixels is strongly correlated to LDI.

LDI…

Page 39: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Pollutants…By-Products are assigned the emergy of the input as we discussed. They are assigned input emergy in accordance with their percent of the total exergy of the outputs

Page 40: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

The ultimate impact of a pollutant or toxin is not only related to its UEV but more importantly to its concentration, measured as emergy density in the ecosystem.

Emergy density = Emergy/volume (sej*m-3)

PDI…Pollutant Density Index (PDI)

Page 41: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

PDI…Pollutant Density Index (PDI)

Where:PDI = Pollutant Emergy Density Index for a given environmental volume;εdTotal = total emergy density of the volume (Sum of reference emergy density and pollutant emergy density (εdi); and εdRef = emergy density of the background environment (Freshwater =1.45 E8 sej*L-1; (Odum et al., 2001).

The total emergy density (εdTotal) is calculated as follows:

εdTotal = εdRef + ∑ εdi Where:

εdi = emergy density of pollutant i.

PDI = 10 * log ( εdTotal /εdRef)

Page 42: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Item Specific Emergy (seJ/g)

Source

Elements Silicon 5.07E+08 See Appendix 1 Aluminum 1.74E+09 “ Iron 2.78E+09 “ Calcium 3.84E+09 “ Sodium 5.10E+09 “ Potassium 5.44E+09 “ Magnesium 6.75E+09 “ Titanium 2.26E+10 “ Hydrogen 1.00E+11 “ Phosphor u s 1.08E+11 “ Carbon 1.49E+11 “ Manganese 1.56E+11 “ Sulfu r 2.70E+11 “ Barium 2.81E+11 “ Chlorine 3.12E+11 “ Chromium 4.01E+11 “ Fluorine 4.84E+11 “ Zirconium 5.61E+11 “ Nickel 7.39E+11 “ Cop p e r 2.06E+12 “ Nitrogen 7.02E+12 “ Le a d 1.40E+13 “ Arsenic 6.68E+13 “ Uranium 7.80E+13 “ Cadmium 9.36E+14 “ Silve r 1.75E+15 “ Mercury 2.09E+15 “ Gold 4.53E+16 “ Pesticides Herbicides 1.7E+10 after Pimentel Insecticides 2.7E+10 after Pimentel

PDI…

Unit Emergy Values of selected metals, pesticides and nutrients

Page 43: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Parameter Units Acute1 Chronic1 EPA recommended2

Emergy Density3 (sej/L)

PDI4

Aluminum g/L 750 87 1.31E+06 0 . 0 9 Chromium g/L 16 11 6.42E+06 0 . 4 2 Copper g/L 13 9 2.68E+07 1 . 6 4 Lead g/L 65 2.5 9.10E+08 19.55 Arsenic g/L 340 150 2.27E+10 50.27 Cadmium g/L 2 0.25 1.87E+09 26.01 Mercury g/L 1.4 0.77 2.93E+09 30.21 0 . 0 0 Pesticide (Chlordane)

g/L 2.4 0.0043 6.48E+04 0 . 0 0

Phosphorus (Total)

g/L 10 1.50E+05 0 . 0 1

Nitrogen (Total) mg/L 0.52 8.32E+06 0 . 5 4

PDI…

USEPA water quality criteria, resulting emergy density, and calculated PDI

Page 44: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Constituent Units Range1 Median Value1 Emergy Density2 (seJ/L)

PDI3

Arsenic mg/L 0.0002-1.6 0.8 5.34E+10 45 .69 Barium mg/L 0.08-5 2.5 7.03E+08 8 . 1 3 Cadmium mg/L 0.0007-0.15 .03 2.81E+10 39 .35 Copper mg/L 0.004 – 9 4.5 9.27E+09 28 .65 Lead mg/L 0.005-1.6 0.8 8.32E+09 27 .64 Mercury mg/L 0.0002-0.05 0.025 5.23E+10 45 .47 Nickel mg/L 0.02-2.227 1.12 8.28E+08 9 . 0 7 Phosphorus mg/l 5 - 10 7.5 8.10E+08 8 . 9 5 Total 1.54E+11 56.18

PDI…

Concentrations, emergy density, and PDI of some landfill leachate constituents

Page 45: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

PED…

Where pollutants are discharged into the aquatic environments their flux in the environment can be deleterious to productive processes. Concentrations at any one point can be calculated but more important is the flux of the pollutant measured as the empower per unit volume (sej*time-1*volume-1) as compared to the empower of the background environment.

Pollutant Empower Density (PED)

Page 46: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

PED…Pollutant Empower Density (PED)

Where:PED = Pollutant Empower Density Index for a given landscape unit;emPdTotal = total empower density of the volume (Sum of reference empower density and pollutant empower density (emPdi); and emPdRef = empower density of the background environment (See Table 5 for example empower density of aquatic ecosystems).

The total empower density (emPdTotal) is calculated as follows:

emPdTotal = emPdRef + ∑ emPdi Where:

emPdi = empower density of pollutant i.

PED = 10 * log ( emPdTotal /emPdRef)

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Table 5. Empower density of aquatic ecosystems

Ecosystem

Empower Intensity

(seJ*m2*yr-1)

Empower Density

(seJ*m3*yr-1) Source Freshwater systems Subtropical Spring 3.80E+11 1.90E+11 Collins & Odum, 2000 Subtropical Lake 9.40E+11 4.09E+11 Brown & Bardi, 2001 Subtropical Herb. Wetland 3.69E+11 5.59E+11 Bardi $ Brown, 2000 Subtropical Eutrophic Lake 3.30E+12 2.75E+12 Brown & Bardi, 2001 Saltwater systems Louisiana Estuarine Sys. 9.60E+09 9.60E+09 Odum & Collins, 2002 Oyster Reef 7.57E+09 1.51E+10 Odum & Collins, 2002 Coral Reef 2.60E+11 1.73E+11 McClanahan, 1990

PED…

Empower density of aquatic systems

Page 48: Emergy and Landscape Development Intensity... · Emergy and Landscape Development Intensity Also… Pollutant Density Index (PDI) ... 5 Improved Pasture (no livestock) 2.0 3.07 6

Questions?Comments? Concerns?