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1 Ph.D. Student, Environmental Engineering, Michigan Technological University 2 Undergraduate Student, Mechanical Engineering, MTU 3 Associate Professor P.E. Ph.D., Environmental Engineering, MTU Jarod C Maggio 1 Mark DeYoung 2 Kurt Paterson 3 KITCHEN 2.0: HOUSEHOLD AIR POLLUTION MODEL UTILIZING OPEN SOURCE SOFTWARE FOR APPLICATION IN DEVELOPING COUNTRIES

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Page 1: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

1Ph.D. Student, Environmental Engineering, Michigan Technological University 2Undergraduate Student, Mechanical Engineering, MTU

3Associate Professor P.E. Ph.D., Environmental Engineering, MTU

Jarod C Maggio1

Mark DeYoung2

Kurt Paterson3

KITCHEN 2.0: HOUSEHOLD AIR POLLUTION MODEL UTILIZING OPEN SOURCE SOFTWARE FOR APPLICATION IN DEVELOPING COUNTRIES

Page 2: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Overview

�  Justification of Research � Software and Methodology � Calibration and Initial Findings � Validation � Conclusions and Next Steps

Page 3: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

How can HAP modeling potentially help stove developers and policy makers?

� A tool to predict deployment potential � Help establish realistic benchmark

standards � Provide future projections and

predictions � Estimates impacts of individual and

large-scale development interventions

Page 4: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Develop Solutions

Model

Measure Impact

Problem Identification

Page 5: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

CONTAM

Multizone IAQ and ventilation analysis software developed by NIST

�  Open Source �  Concentrations profiles �  Deposition and

resuspension �  Personal Exposure

https://www.bfrl.nist.gov/IAQanalysis/CONTAM

Page 6: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

CFDo Computational Fluid Dynamics program

algorithmically coupled with CONTAM

�  Open Source �  Airflow and

turbulence �  Thermal Advection �  Improves predictive

accuracy

Wang et al. 2010

Page 7: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Creating the model Step 1: Building Idealization

Page 8: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Creating the model Step 2: Data input (sources, sinks, ventilation,

windows, doors, wind, pressure, temperature)

Page 9: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Creating the model Step 3: Simulation and CFDo coupling

Page 10: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Creating the model Step 4: Export record and review results

Page 11: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Initial Model Results

Controlled Cooking Test Simulation MaCarty et al 2010 – Generation Rate 2 Minute Running Average

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

0 10 20 30 40 50

Concen

tration  (ug/m^3

)

Time  (Minutes)

Three  Stone  Fire

TSF  Model  Results

TSF  3  Trial  Average

Page 12: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Model Calibration

Realistic Schedule

Page 13: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Model Calibration Results

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

0 10 20 30 40 50

Concen

tration  (ug/m^3

)

Time  (Minutes)

Model  Simulation  vsExperimental  Average

Cal  Model  Results

TSF  3  Trial  Average

Overestimate in beginning – 17% Underestimate in the end – 12%

Page 14: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Model Calibration Results

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

0 10 20 30 40 50

Concen

tration  (ug/m^3

)

Time  (Minutes)

Model  Simulation  vsExperimental  Average

Cal  Model  Results

TSF  3  Trial  Averagey  =  0.7061x  +  1548.5

R²  =  0.836

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

0 5,000 10,000 15,000 20,000 25,000 30,000 35,000 40,000

Expe

rimen

tal  (ug/m

^3)

Model  (ug/m^3)

Model  Results  vs  Experimental  data

Page 15: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Validation

Page 16: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Model Validation

0

500

1,000

1,500

2,000

2,500

3,000

3,500

4,000

4,500

0 10 20 30 40 50 60 70 80 90 100 110 120 130

Concen

tration  (ug/m^3

)

Time  (Minutes)

Model  Results

Tanzania  Field  Data

8.5%

Page 17: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Conclusions and next steps

� Predicting stove performance in the field is hard

�  Initial model results look good and may be used by stove implementers

� House design and ventilation is important!

Call to Action

Page 18: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Acknowledgements �  Dr. Kurt Paterson, adviser �  The “A-Team”: Mark DeYoung,

Jonathan May, Kelli Whelan, Mollie Ruth, Abe Peterson, Travis Wakeham

�  U.S. EPA P3 �  U.S. NSF Developing Global

Scientists and Engineers

This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant SU-83531501-0. Any opinions, findings, conclusions or recommendations expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency. This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant SU-83531501-0. Any opinions, findings, conclusions or recommendations expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency. This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant SU-83531501-0. Any opinions, findings, conclusions or recommendations expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency. This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant SU-83531501-0. Any opinions, findings, conclusions or recommendations expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency. This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant SU-83531501-0. Any opinions, findings, conclusions or recommendations expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency. This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant SU-83531501-0. Any opinions, findings, conclusions or recommendations expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency.

This project is supported, in part, by the U.S. National Science Foundation, grant OISE-0854050, and the U.S. Environmental Protection Agency, grant. Any opinions, findings, conclusions or recommendatioSU-83531501-0ns expressed in this material are those of the investigator(s) and do not necessarily reflect the views of the National Science Foundation or the Environmental Protection Agency.

Page 19: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

References Johnson, M., N. Lam, S. Brant, C. Gray, and D. Pennise. 2011. “Modeling Indoor

Air Pollution from Cookstove Emissions in Developing Countries Using a Monte Carlo Single-box Model.” Atmospheric Environment 45 (19): 3237–3243.

MacCarty, N., D. Still, and D. Ogle. 2010. “Fuel Use and Emissions

Performance of Fifty Cooking Stoves in the Laboratory and Related Benchmarks of Performance.” Energy for Sustainable Development 14 (3): 161–171.

Wang, L. L., W. S. Dols, and Q. Chen. 2010. “Using CFD Capabilities of

CONTAM 3.0 for Simulating Airflow and Contaminant Transport in and Around Buildings.” HVAC&R Research 16 (6): 749–763.

Wang, L., and Q. Chen. 2007. “Validation of a Coupled multizone-CFD Program

for Building Airflow and Contaminant Transport Simulations.” HVAC&R Research 13 (2): 267–281.

Page 20: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Questions???

3 Stone Fire

Diesel Truck

Page 21: Kitchen 2.0: Indoor Air Quality Modeling Utilizing ...ethoscon.com › pdf › ... › Kitchen2.0_Indoor_AirQuality... · 1Ph.D. Student, Environmental Engineering, Michigan Technological

Finite Volume Method

Navier-Stokes General Equation (CFD)

fTpvvtvρ +•∇+−∇=⎟

⎠⎞⎜

⎝⎛ ∇•+∂∂