Biological and Environmental Engineering Eliminating...

48
Biological and Environmental Engineering Soil & Water Research Group Eliminating “Nonpoint” from Nonpoint Source Pollution Todd Walter Zach Easton & Tammo Steenhuis (among many others) Biological and Environmental Engineering Soil and Water Lab BEE 700 Feb. 5, 2008

Transcript of Biological and Environmental Engineering Eliminating...

Page 1: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Eliminating “Nonpoint” from

Nonpoint Source Pollution

Todd Walter

Zach Easton & Tammo Steenhuis

(among many others)

Biological and Environmental Engineering

Soil and Water Lab

BEE 700 Feb. 5, 2008

Page 2: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Point Source Pollution

1969: Cuyahoga River, Ohio

Clean Water Act - 1972

Page 3: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Transport

Nonpoint Source Pollution

LandscapeRivers

Page 4: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Landscape% Forest

% Agriculture

To

tal

P (

mg

/L)

100%

100%0%

0%

0.00

0.30

Lyon, Walter, et al. 2004. Hydrol. Proc. 18(15): 2757-2771

Traditionally the only control

considered has been land use

Page 5: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Can we find sources in the landscape?

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

Page 6: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Outline

• Locate Runoff Sources

• Source-Specific Phosphorus Mobility

• Phosphorus Mobility with Hydrology

• Predicting Phosphorus Loads

• Evaluating Management Practices

• New Ideas

Page 7: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Hillside

Flood Plain

(valley bottoms)

Stream

Baseflow

(groundwater)

Shallow bedrock,

fragipan, or other

restrictive layerHillside

Drainage

Northeastern U.S. Hydrology

Scientific Background

Page 8: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Rain

Infiltration

“Runoff”

Scientific Background

Most 21st century water quality models, tools, &

protection strategies assume this pre-1940’s

theory proposed by R.E. Horton

Common Perception of Runoff

Infiltration Excess

a.k.a. Hortonian Flow

Page 9: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

New York City

Reservoirs

East Sidney

Boundary of Reservoir W

atersheds

NewNew YorkYork

23

10

17

97

88

28

Delhi

New York City

Reservoirs

East Sidney

Boundary of Reservoir W

atersheds

NewNew YorkYorkNewNew YorkYork

23

10

17

97

88

28

Delhi

Is Hortonian Flow

Common?

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

0 10 20 30

Soil Permeability (cm hr-1)

Fra

cti

on

of

the A

rea

wit

h

Hig

her

So

il P

erm

eab

ilit

y

Soil Permeability

Distribution

JanuaryFebruary

March

April

May

June

July August

September

October

November

December

1 10 100

2

0

3

5

4

7

6

8

10

9

1

Return Period (yr)

Inte

nsi

ty (

cm

hr-1

)

Precipitation Frequency Analysis

Scientific Background

Page 10: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

New York

March

April

August

September

October

November

1 10 100

20

0

30

50

40

70

60

80

100

90

10

Return Period (yr)

% o

f A

rea

Gen

era

tin

g H

orto

nia

n F

low

Scientific Background

Is Hortonian Flow

Common?

Walter, et al. 2003. ASCE J. Hydrol. Eng. 8: 214-218

Page 11: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Rain

Subsurface

water

rises

Some areas

saturate to the

surface

Saturation Excess Runoff

Scientific Background

Page 12: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Rain

Rain on saturated

areas becomes

overland flow

Upland interflow

may exfiltrate

Dunne and Black. 1970. Water Resour. Res. 6: 478-490

Dunne and Black. 1970. Water Resour. Res. 6: 1296-1311

Saturation Excess Runoff

Scientific Background

Page 13: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Saturated Area

Flow PathVariable in

Space and

Time!

Runoff Sources = Wet Areas

Scientific Background

Page 14: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Interflow

Interflow

BedrockReservoir

ET

Precipitation

Percolation

Baseflow

Runoff

Soil Moisture Routing Model (SMR, a.k.a., SMDR, CSMR, SMorMod)

Watershed:Tremper Kill

Land Use

New Hydrology Models

Page 15: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Stream Flow

0

5

10

15

20

25

30

35

40

45

50

Jun-93 Jun-94 Jun-95 Jun-96 Jun-97 Jun-98 Jun-99 Jun-00 Jun-01

Obs

SMDR

Str

ea

mflo

w (

mm

)

New York

Crow Rd Watershed

SMR Prediction

Observed

0

5

10

15

20

25

30

Jan-97 Apr-97 Jul-97 Oct-97 Jan-98

Watershed Scale

Page 16: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

25%

30%

35%

40%

45%

50%

Soil Moisture

0.2

0.3

0.4

0 60 120 180 240 300 360

0.2

0.3

0.4

0 60 120 180 240 300 360

SMR Prediction

Vo

l. S

oil

Mo

istu

re

Oct. 28, 1994

May 6, 1994

Models and Tools: New hydrology modelsFrankenberger, Brooks, Walter, et al. 1999. Hydrol. Proc. 13: 804-822

Page 17: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research GroupObserved Saturation Degree (cm

3 cm

-3)

0.4 0.6 0.8 1.0

Sim

ula

ted

Sa

tura

tion

De

gre

e (c

m3

cm-3

)

0.4

0.6

0.8

1.0Saturation Degree

y = 1.4x - 0.23 r2 = 0.76

95% Prediction Intervals

Pre

dic

ted

Satu

rati

on

Deg

ree (

cm

3cm

-3)

Predicting Soil Moisture

Page 18: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

New York State

(NTS)

0 1 2 30.5Kilometers

!(

!(

!(

!(!(

!(

!(

!(

!(

!(

!(!(

!(!(

!(!(

!(!(

!( !( !(#*

!(

!( !(

!(!(!(!( !( !(

!(!( !(

!( !( !(!( !(!( !( !(!(

!(!(

!(

#*

")

0 50 10025Meters

Explanation

Townbrook Watershed

DEP Lands Boundary

Stream

Instrumentation

") Rain Gauge

!( Water Level Logger

#* Stream Gauge

1 m Contours

585 m

600 m

Town Br. Watershed

Being repeated Locally

We Are Not Just Modeling

Page 19: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

…just Google It

Lyon et al. 2006. EOS 87(38): 386.

Page 20: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Take-home Message

• Storm runoff is generated from small parts

of the landscape

• Areas prone to saturate – e.g., toe slopes,

shallow soils, topographically converging areas

• Variable Source Areas – they expand and

contract

• We can predict where and when storm

runoff will be generated

Page 21: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Outline

• Locate Runoff Sources

• Source-Specific Phosphorus Mobility

• Phosphorus Mobility with Hydrology

• Predicting Phosphorus Loads

• Evaluating Management Practices

• New Ideas

Page 22: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Each specific land use is assumed to have a

characteristic pollutant concentration in its

storm runoff.

This type of model cannot predict the impacts

of targeted management practices, like

incorporating riparian buffers.

Traditional Nonpoint Source Modeling

Page 23: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Phosphorus Sources We Considered

• Land-applied manure

(or chemical fertilizers)

• Soil

• Impervious areas

• “background P observed during baseflow

(i.e., non-storm periods)”

Page 24: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Land-applied manure

% o

f W

ater

Ex

trac

table

P

Data from:

Sharpley and Moyer. 2000. JEQ 29: 1462-1469

Time [min]Upshot: We can predict P from land-applied manure if we know

what kind of animal pooped it, how long it’s been in the field,

and what its water extractable P is (which appears to be pretty constant)

G'erard-Marchant, Walter, Steenhuis. 2005. J. Environ. Qual. 34: 872-876

Page 25: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

Jan-99 Jul-99 Feb-00 Aug-00 Mar-01

PO

4-P

(m

g/L

)

Feb-96 Jun-96 Oct-96 Feb-97 Jun-970

0.01

0.02

0.03

0.04

0.05

SR

P (

mg

/L)

(b)

(a)

Scott et al. 2001 Biogeochemistry

Ag. Watershed

(Town Br., NY)

Forested Watershed

(Catskills, NY)

Walter, unpublished

Page 26: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Soil

Modeled Runoff

Easton, Walter, Steenhuis. 2007. ASCE (submitted)

QSTPQSTT

SST10

10,

Phosphorus

Load

Soil Test Phosphorus

Calculated

Photo by Susan Boyer, www.ars.usda.gov

Air Temperature

Avg. summer temperatureCalculated

Page 27: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Calculated Parameters

Ln(C/STP)

(T-Ts)/10

Ln( T,S)

Ln(Q10S)

Page 28: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

P in baseflow

• Curiously, there is some P during non-storm flows

• During these periods the water feeding the stream is

largely groundwater

• Groundwater has very little P

• I assume that the source in these cases is near- or

in-stream soils… thus we can use an equation

similar to what we used for soils

Page 29: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

P in baseflow

Easton, Walter, Steenhuis. 2007. ASCE (submitted)

Modeled

Baseflow

B

TT

BB QQB

1010

Phosphorus

Load

Calculated

Temperature

Assume: Avg. Summer TempCalculated

We use several P concentrations measured during summer low

flow conditions and determine parameters similarly to the soil

parameters.

Page 30: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Take-home Message

• We can independently quantify the relative

potential loads for different likely P sources

• The near- and in-stream mechanisms

controlling P constitute obvious knowledge

gaps.

Page 31: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Outline

• Locate Runoff Sources

• Source-Specific Phosphorus Mobility

• Phosphorus Mobility with Hydrology

• Predicting Phosphorus Loads

• Evaluating Management Practices

• New Ideas

Page 32: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

The Watershed

Water

Impervious/Barnyard

Deciduous Forest

Shrub

Pasture

Hay

Crop

Page 33: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Stream Phosphorus20

16

12

8

4

0

Dis

solv

ed P

(kg)

Oct 93 Nov 94

0

500

Cum

ula

tive

Ex

port

(kg)

Observed

Predicted

0.49

0.48kg/ha-yr

Easton, Walter, Steenhuis. 2008. J. Environ. Qual. (accepted)

Page 34: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Outline

• Locate Runoff Sources

• Source-Specific Phosphorus Mobility

• Phosphorus Mobility with Hydrology

• Predicting Phosphorus Loads

• Evaluating Management Practices

• New Ideas

Page 35: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

The BMPs

Water

Impervious/Barnyard

Deciduous Forest

Shrub

Pasture

Hay

Crop

• New drainage, waterways, etc.

Tile

Diversion

Page 36: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Change Flow Patterns

Soil

Topographic

Index 1.6

22.0

Soil

Topographic

Index 1.6

22.0

Hydrologic Response Units Hydrologic Response Units

a b

Soil

Topographic

Index 1.6

22.0

Soil

Topographic

Index 1.6

22.0

Hydrologic Response Units Hydrologic Response Units

a b

New drainage, waterway, etc.

Soil

Topographic

Index 1.6

22.0

Soil

Topographic

Index 1.6

22.0

Hydrologic Response Units Hydrologic Response Units

a b

Pre BMP Post BMP

Page 37: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Water

Impervious/Barnyard

Deciduous Forest

Shrub

Pasture

Hay

Crop

The BMPs• Riparian fencing/buffers

Page 38: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

The BMPs• Precision feeding

Page 39: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

The BMPs• New manure spreading schedule

X

Page 40: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Back to Phosphorus20

16

12

8

4

0

Dis

solv

ed P

(kg)

Oct 93 Nov 94 Apr 97 Jun 98 Jul 99 Jun 00 Jul 01 Aug 02 Jul 03

0

500

Cum

ula

tive

Ex

port

(kg)

Observed

Predicted

Pre BMP Post BMP

Pre BMP

0.49

0.48

Post BMP

0.27

0.27kg/ha-yr

Easton, Walter, Steenhuis. 2007. J. Environ. Qual. (accepted)

Page 41: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Pre-BMP(1993-1995)

0.004 0.005 0.070 0.027 0.101

Post-BMP(1997-2004)

0.004 0.006 0.069 0.020 0.024

No-BMP(1997-2004)

0.004 0.006 0.084 0.031 0.093Im

perv

ious

Areas

Non

-man

ured

Soil

Man

ured

Soil

Man

ure

“baseflo

w”

Kg/d

Easton, Walter, Steenhuis. 2007. J. Environ. Qual. (accepted)

Page 42: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

BMPs that Worked

• Manure spreading strategy that avoids

runoff contributing areas

• Eliminating cows and cropping from

riparian areas (a little speculative)

WHAT ABOUT PRECISION FEEDING

Water extractable P decreased by only 4%

Easton, Walter, Steenhuis. 2007. J. Environ. Qual. (accepted)

Page 43: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Outline

• Locate Runoff Sources

• Source-Specific Phosphorus Mobility

• Phosphorus Mobility with Hydrology

• Predicting Phosphorus Loads

• Evaluating Management Practices

• New Ideas

Page 44: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Recall the “Nonpoint” Problem

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

P15

30.97376

Page 45: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Hydrologic Flowpaths

RiversLandscape

Pollutant Transport

Nonpoint Source Pollution

Page 46: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

3 m

0

50

100

150

200

250

300

350

0 1 2 3 4 5 9

PLGA

microspheres

Microtracers

DNA

Transport

sampleReal-Time PCR

Dan Luo

Jay Regan

Page 47: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Tip-of-the-Iceberg

Transport

sample

3G2R

2G3R

1G4R

3G2R

2G3R

1G4R

3G2R

2G3R

1G4R

3G2R

2G3R

1G4R

Blu

e

Gre

en

Red

Lasers

Cytometer

Fluorescent

Barcode

Page 48: Biological and Environmental Engineering Eliminating ...soilandwater.bee.cornell.edu/Research/ceap/Posters...Dan Luo Jay Regan. Biological and Environmental Engineering Soil & Water

Biological and Environmental Engineering

Soil & Water Research Group

Thank You

Cornell, Soil & Water Research Group

Tammo Steenhuis, J.-Yves Parlange, Brian Richards,

Larry Geohring, Zach Easton, Shree Giri

Steve Shaw, Helen Dalke, Dan Fuka, Shannon Seifert, Asha

Sharma, Jo Archibald, Becky Marjerison, Brian Buchannon,

Maria Vicenta Valdivia, S. Lyon, V. Collins, L. Agnew

Penn State Univ., USDA-ARS (Bil Gburek)

USGS (M. McHale), USDA-NRCS (P. Wright, L. Agnew),

WAC, DCWC, CDSWCD, Landowners & Ag. Producers,

Tompkins County Environmental Planning (K. Hackett, C. Buck)

With support/encouragement from: