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Page 1: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Kira Shonkwiler and Jay Ham

Department of Atmospheric Science, Colorado State University

Department of Soil and Crop Sciences, Colorado State University

Estimating Ammonia Emissions Using Low-cost, Time-averaged Concentration Measurements

Page 2: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Objectives

• Adapt diffusive NH3 samplers for weather-based conditional sampling

• Field test at beef feedlots and dairies

• Estimate pen NH3 emissions using an inverse model

Page 3: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Radiello Diffusive/Passive Samplers

• Pros– Widely used for NH3 (e.g.,

AMoN network)– Inexpensive, Simple

• Cons– Cumulative – Conc. affected by wind

dir. /speed, stability, …– No Stationarity over

sample period

www.nescaum.org/documents/mac/mac-committee...3/rury-amon.pdf/

Page 4: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Conditional Samplers

• Robotic mechanism exposes samplers when a given set of user-defined weather conditions exist– Min. Wind speed– Wind Direction Range– Time of Day, others

• Wireless Sensor Net– Synoptic sampling– Xbee

Page 5: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Actuator Control

``

Linear Actcuator

Acrylic Tube

Cap

Spacer

Vertical Adapter

Radiello Diffusive Sampler

Foam

Acrylic Disc

Hall Effect Sensor

Control Cable

Spacer

Clevis

Clevis

PlungerMagnet

Hall Effect Cable

Page 6: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Arduino Shield Stacks andDatalogger Module

Page 7: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements
Page 8: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Weather-Based Sampling

Under automated control, samplers were exposed to the air for a total of 3.5 to 4 days during a 14 day sampling period.

Page 9: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Field Testing: Feedlot

Feedlot25,000 Head

700 m

North

South

West Lot

Base

Pasture

Prevailing Wind

Page 10: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Average concentration for each deployment (Oct 2012 – Feb 2013)

Page 11: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Inverse Modeling

Know average concentration, wind characteristics, and site layout…

Can infer emissions

Inverse Model

Weather Data

Source Geometry and

Roughness

Concentration Data Emissions

Page 12: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

FIDES

Flux Interpretation by Dispersion Exchange over Short-range (FIDES)

Inverse model (inputs: u* and L)

Solves the advection-dispersion equation

Uses concentration (𝑪𝜶) from a location (x, z) to estimate source strength of a different location (xs, zs)

Loubet et al., 2001; 2010

Cbgd is the constant background concentration

S is the source strength D is a dispersion function

𝑪𝜶 (𝒙 , 𝒛 )=𝑪𝒃𝒅𝒈+∫𝑺 ( 𝒙𝒔 , 𝒛 𝒔 )𝑫 ( 𝒙 , 𝒛 /𝒙𝒔 , 𝒛 𝒔)𝒅𝒙 𝒔

Page 13: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

FIDES

Applied successfully in Europe(Loubet et al., 2001; 2009; 2010)

NH3 concentrations measured with high-speed instrumentation

Work at CSU is first attempt at modeling NH3 emissions from time-averaged data (i.e., the conditional passive samplers)

Page 14: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements
Page 15: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Model Output – Emissions

Average emissions for each deployment cycle (Oct 2012 – Feb 2013)

Decrease in volatilization from surface during winter

Page 16: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Average temperature (above) and wind speed (below) for each deployment period.

Temperatures during the 2012 – 2013 winter (green line) were much higher than the 15-year normal (red line)

Mean wind speeds varied little over each period

Page 17: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Model Output – Emissions

Histogram (frequency distribution) of output emissions from FIDES

Log-normal distribution, 92% of values fall between 20 – 100 mg m-2 s-

1

Page 18: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Model Output – Emissions

Emissions summary

Average Emissions: 4.7 g m-2 d-1; 96.5 g head-1 d-1

Percent of Fed-Nitrogen emitted as NH3 averaged 53%

Page 19: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

Conclusions

Emissions decreased throughout the winter as temperature decreased

Predicted emissions have a log-normal distribution

Average model output was 20 – 100 mg m-2 s-1

Emissions averaged 96.5 g head-1 d-1 and 4.7 g m-2 d-1

53% of Fed N emitted to air as NH3

Next steps Compare to continuous NH3 measurements (e.g.,

boreal laser Todd et al., 2008; mobile sampling)

Page 20: Estimating Ammonia Emissions from Livestock Operations Using Low-Cost, Time-Averaged Concentration Measurements

References1. Fdfs

Thank You!