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GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean,...

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GHG Fluxes Calculation By Ahmad S. Mat Su Dec. 10, 2012
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Page 1: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

GHG Fluxes Calculation

By Ahmad S. Mat Su

Dec. 10, 2012

Page 2: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Outline • Method

– Matlab analysis • Flux Analysis & Calculations

– Sherrington – St Emmanuel – Harrow – Leamington – St Louis de Blandford – Compare at all site

• Conclusion

Page 3: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Matlab Programming • Read an Excel file

– .xls or .xlsx

• Filtering – Remove the outliers

• Slope calculation – 10 slopes for 5 time intervals – Median value (average of the 5th and 6th)

• Flux calculation – Gas concentration per unit area per hour

• Output – Graphs – .txt file format, with headers – Descriptive statistics (min, max, median, mean, sd)

Input Read Excel file

Output

Sorting -Time stamp (date)

-Chamber ID - Gas type

Filtering - Fixed threshold and stats

Slope calculation - Median

Flux calculation - CH4, N2O, CO2

Unit conversion - ppm to mg/m3

Page 4: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Outputs-Gas concentrations

Page 5: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Slopes

Page 6: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Predicted concentration: CH4

Page 7: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Predicted concentration: N2O

Page 8: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Predicted concentration: CO2

Page 9: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Fluxes

Page 10: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Treatments on all 5 sites Site Chamber ID Under Different Treatment

Sherrington Irrigated Non-Irrigated Station 1 1-4 5-8 Station 2 9-12 13-16 Station 3 17-20 20-24

Harrow Inorganic fertilizer Subirrigation,

inorganic fertilizer Solid cattle

manure fertilizer

Subirrigation, solid cattle

manure fertilizer

Plot 9 1-6 Plot 10 7-12 Plot 12 13-18 Plot 13 19-24

St. Emmanuel Sub-200 kg/ha N Undrain Sub-120 kg/ha N Sub-120 kg/ha

(buffer) Free-200 kg/ha 1, 7, 10 2, 6, 11 3 4, 8, 9 5, 12

Leamington Sub-irrigation Surface Irrigation 1-5 6-10

St. Louis De Blandford Irrigated Non-Irrigated

Plot M8 1-5 Plot P7 6-10

Bog 11-15

Page 11: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-200

0

200

400

600

800

1000

1200

1400

1600

1800

1 2 3 4 5 6 7 8 9 10 11

Flux

of C

O2 ,

mg

CO2 -

C/m

2 .hr

Week

1_Irrigated 1_non-irrigated

Non-Irrigated Irrigated

Sherrington – Medium Soil: CO2

Page 12: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-1000

-500

0

500

1000

1500

1 2 3 4 5 6 7 8 9 10 11

Flux

of C

O2,

mg

CO2-

C/m

2 .hr

Week

2_Irrigated 2_non-irrigated

Non-Irrigated Irrigated

Sherrington – Mineralized Soil: CO2

Page 13: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-500

0

500

1000

1500

2000

2500

1 2 3 4 5 6 7 8 9 10 11

Flux

of C

O2,

mg

CO2-

C/m

2 .hr

Week

3_Irrigated 3_non-irrigated

Non-Irrigated Irrigated

Sherrington – Organic Soil: CO2

Page 14: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-0.10

-0.05

0.00

0.05

0.10

0.15

0.20

1 2 3 4 5 6 7 8 9 10 11

Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week

1_Irrigated1_non-irrigated

Non-Irrigated Irrigated

Sherrington - Medium Soil: N2O

Page 15: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-0.04

-0.02

0.00

0.02

0.04

0.06

0.08

0.10

0.12

0.14

0.16

1 2 3 4 5 6 7 8 9 10 11

Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week

2_Irrigated 2_non-irrigated

Non-Irrigated Irrigated

Sherrington – Mineralized Soil: N2O

Page 16: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-0.10

-0.05

0.00

0.05

0.10

0.15

0.20

0.25

0.30

0.35

0.40

1 2 3 4 5 6 7 8 9 10 11

Flux

of N

2O, m

gN2O

-N/m

2 .hr

Week

3_Irrigated 3_non-irrigated

Non-Irrigated Irrigated

Sherrington – Organic Soil: N2O

Page 17: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Sherrington – Medium Soil: CH4

-0.10

-0.08

-0.06

-0.04

-0.02

0.00

0.02

0.04

0.06

0.08

0.10

1 2 3 4 5 6 7 8 9 10 11

Flux

of C

H4,

mg

CH4-

C/m

2 .hr

Week

1_Irrigated 1_non-irrigated

Non-Irrigated Irrigated

Page 18: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Sherrington – Mineralized Soil: CH4

-0.10

-0.05

0.00

0.05

0.10

0.15

1 2 3 4 5 6 7 8 9 10 11

Flux

of C

H4 ,

mg

Ch4 -

C/m

2 .hr

Week

2_Irrigated 2_non-irrigated

Non-Irrigated Irrigated

Page 19: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Sherrington – Organic Soil: CH4

-0.10

-0.08

-0.06

-0.04

-0.02

0.00

0.02

0.04

0.06

1 2 3 4 5 6 7 8 9 10 11

Flux

of C

H4,

mg

CH4-

C/m

2 .hr

Week

3_Irrigated 3_non-irrigated

Non-Irrigated Irrigated

Page 20: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-500

0

500

1000

1500

2000

1 2 3 4 5 6 7Flux

of C

O2-

C, m

g CO

2-C/

m2 .h

r

Week

Sub-200kg/ha N

Undrained strip

Sub-120kg/ha N

Sub-120kg/ha N

Free drainage-120 kg/ha N

St. Emmanuel: CO2

Page 21: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-0.30

-0.20

-0.10

0.00

0.10

0.20

0.30

0.40

0.50

0.60

1 2 3 4 5 6 7

Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week

Sub-200kg/ha NUndrained stripSub-120kg/ha NSub-120kg/ha NFree drainage-120 kg/ha N

St. Emmanuel: N2O

Page 22: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

St. Emmanuel: CH4

-0.15

-0.13

-0.11

-0.09

-0.07

-0.05

-0.03

-0.01

0.01

0.03

1 2 3 4 5 6 7

Flux

of C

H4,

mg

CH4-

C/m

2 .hr

Week

Sub-200kg/ha NUndrained stripSub-120kg/ha NSub-120kg/ha NFree drainage-120 kg/ha N

Page 23: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Harrow: CO2

0100200300400500600700800900

1000

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

Flux

of C

O2-

C, m

g CO

2-C/

m2 .h

r

Week

Inorganic fert.Sub-Inorganic fert.Solid manureSub-Solid manure

Page 24: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Harrow: N2O

-0.20

0.00

0.20

0.40

0.60

0.80

1.00

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week

Inorganic fert.Sub-Inorganic fert.Solid manureSub-Solid manure

Irrigation water ( 17mm, 13mm, 12mm)

Page 25: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Harrow: Irrigation

0

5

10

15

20

25

30

35

40

Irrig

atio

n w

ater

, mm

Date of irrigation

Plot 10 (sub-inorganic fert.)plot 13 (sub-solid manure)

Plot 10: Max = 30 mm (Aug 6) Min = 1.2 mm Plot 13: Max = 36 mm (July 15) Min = 1.7 mm

Page 26: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Harrow:CH4

-0.30-0.25-0.20-0.15-0.10-0.050.000.050.10

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

Flux

of C

H4,

mg

CH4-

C/m

2 .hr

Week

Inorganic fert.Sub-Inorganic fert.Solid manureSub-Solid manure

Page 27: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Leamington: CO2

-200

0

200

400

600

800

1000

1200

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20Flux

of C

O2,

mg

CO2-

C/m

2 .hr

Week

Sub-surface

surface

Page 28: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

-0.3-0.10.10.30.50.70.91.11.31.5

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week

Sub-surface

surface

Leamington: N2O

Page 29: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Leamington: CH4

-0.30

-0.25

-0.20

-0.15

-0.10

-0.05

0.00

0.05

0.10

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20

Flux

of C

H4,

mg

CH4-

C/m

2 .hr

Week

Sub-surface

surface

Page 30: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

St-Louis-de-Blandford: CO2

-200

0

200

400

600

800

1000

1200

1 2 3 4 5 6 7 8 9 10 11 12 13Flux

of C

O2,

mg

CO2-

C/m

2 .hr

Week Irrigated Irrigated Non-irrigated

Page 31: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

St-Louis-de-Blandford: N2O

-0.01

-0.01

0.00

0.01

0.01

1 2 3 4 5 6 7 8 9 10 11 12 13

Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week Irrigated Irrigated Non-irrigated

Page 32: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

St-Louis-de-Blandford: CH4

-0.10

-0.08

-0.06

-0.04

-0.02

0.00

0.02

0.04

0.06

1 2 3 4 5 6 7 8 9 10 11 12 13

Flux

of C

H4,

mg

CH4-

C/m

2 .hr

Week Irrigated Irrigated Non-irrigated

Page 33: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Fluxes of all site: CO2

-500

0

500

1000

1500

2000

2500

0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21

Flux

of C

O2,

mg

CO

2-C

/m2 .h

r

Week

HarrowSherringtonSt. EmmanuelSt. Loius De BlandfordLeamington

Page 34: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Fluxes of all site: N2O

-0.2

0.0

0.2

0.4

0.6

0.8

1.0

0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21

Flux

of N

2O, m

g N

2O-N

/m2 .h

r

Week

HarrowSherringtonSt. EmmanuelSt. Loius De BlandfordLeamington

Page 35: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Fluxes of all site: CH4

-0.20

-0.15

-0.10

-0.05

0.00

0.05

0.10

0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21

Flux

of C

H4,

mg

CH

4-C

/m2 .h

r

Week

HarrowSherringtonSt. EmmanuelSt. Loius De BlandfordLeamington

Page 36: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Conclusion • Total gas data collected in 2012: 6115 samples • So far, only lower threshold has been implemented

for data filtering. • Slope of concentration versus time has mostly linear

behavior, median slope calculation is more immune as compared to a single point outlier rather than a simple linear regression

• Methane gas measurements indicated the most sporadic behavior as compared to the other two. Carbon dioxide measurements indicated the most stable trends.

Page 37: GHG Fluxes Calculation - McGill University · – Descriptive statistics (min, max, median, mean, sd) Input Read Excel file Output . Sorting -Time stamp (date) -Chamber ID - Gas type

Thank you


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