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Soil respiration response to canopy disturbance in a Northern Michigan Forest 
Conor Flynn 
The Ohio State University
Outline: Definitions Hypotheses Methods Results & Discussion Conclusion Future directions
Soil respiration response to canopy disturbance in a Northern Michigan Forest
Soil respiration response to canopy disturbance in a Northern Michigan Forest 
Ryan MG, Law BE. Interpreting, measuring, and modeling soil respiration. 
Biogeochemistry. 2005.
Aspen/maple/oak 
Even-aged 
Disturbance/mortality 
releases understory 
Pine/maple/oak 
Uneven-aged 
Forest age (yrs) 
0 
10 
20 
30 
40 
50 
60 
70 
80 
90 
100 
110 
120 
Soil respiration response to canopy disturbance in a Northern Michigan Forest:
Soil respiration response to canopy disturbance in a Northern Michigan Forest: 
The Forest Accelerated Succession ExperimenT (FASET) 
Nave LE, Gough CM, Maurer KD, Bohrer G, Hardiman BS, Moine JL, Munoz AB, Nadelhoffer KJ, Sparks JP, Strahm BD, Vogel CS, Curtis PS. Disturbance and the resilience of coupled carbon and nitrogen cycling in a north temperate forest. Journal of Geophysical Research. 2011
Soil respiration response to canopy disturbance in a Northern Michigan Forest 
Ryan MG, Law BE. Interpreting, measuring, and modeling soil respiration. 
Biogeochemistry. 2005.
Soil respiration response to canopy disturbance in a Northern Michigan Forest 
Ryan MG, Law BE. Interpreting, measuring, and modeling soil respiration. 
Biogeochemistry. 2005.
Aspen 
Oak 
FASET 
(treatment) 
GIRDLED 
(released from competition) 
Ameriflux 
(control) 
no change 
no change 
Experiment Design: 4 Sites
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Soil Respiration 
↓ Rs Sensitivity to Temperature 
↑ Total Soil Respiration 
↑ Rs Sensitivity to Temperature 
Ameriflux 
(control) 
no change 
no change 
Hypotheses
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Soil Respiration 
↓ Rs Sensitivity to Temperature 
↑ Total Soil Respiration 
↑ Rs Sensitivity to Temperature 
Ameriflux 
(control) 
no change 
no change 
Hypotheses
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Soil Respiration 
↓ Rs Sensitivity to Temperature 
↑ Total Soil Respiration 
↑ Rs Sensitivity to Temperature 
Ameriflux 
(control) 
no change 
no change 
Hypotheses
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Soil Respiration 
↓ Rs Sensitivity to Temperature 
↑ Total Soil Respiration 
↑ Rs Sensitivity to Temperature 
Ameriflux 
(control) 
no change 
no change 
Hypotheses
Methods: 
Automated Soil CO2 efflux Measurement
Methods: 
Automated Soil CO2 efflux Measurement 
FASET Aspen Site (FAS)
Methods: 
Manual Soil CO2 efflux 
Measurement
Results
Results: 
Growing Season Soil Respiration - Manual 
0 
1 
2 
3 
4 
5 
6 
7 
8 
9 
10 
153 
180 
194 
208 
230 
244 
Soil CO2 Efflux μmol m-2 s-1 
Day of Year 
AF EFFLUX 
FASET EFFLUX
Results: 
Growing Season Soil Respiration - Autochambers 
0 
1 
2 
3 
4 
5 
6 
7 
8 
9 
10 
153 
180 
194 
208 
230 
244 
Soil CO2 Efflux μmol m-2 s-1 
Day of Year 
AF EFFLUX 
FASET EFFLUX
-3.5 
-3 
-2.5 
-2 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
129 
149 
169 
189 
209 
229 
Soil CO2 Efflux μmol m-2 s-1 
Difference 
Day of Year 
Difference 
FAS-AAS 
Results: 
Growing Season Soil Respiration - Autochambers
-3.5 
-3 
-2.5 
-2 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
129 
149 
169 
189 
209 
229 
Soil CO2 Efflux μmol m-2 s-1 
Difference 
Day of Year 
Difference 
FAS-AAS 
FOS-AOS 
Results: 
Growing Season Soil Respiration - Autochambers
Results: 
Q10: Soil Respiration Temperature Sensitivity 
y = 1.3944e0.0592x R² = 0.465 
0 
1 
2 
3 
4 
5 
6 
7 
8 
8 
10 
12 
14 
16 
18 
20 
22 
Soil CO2 Efflux μmol m-2 s-1 
15cm Soil Temperature C 
FAS Efflux Q10= 1.81
Results: 
Q10: Soil Respiration Temperature Sensitivity 
y = 1.3944e0.0592x R² = 0.465 
0 
2 
4 
6 
8 
8 
10 
12 
14 
16 
18 
20 
22 
Soil CO2 Efflux μmol m-2 s-1 
15cm Soil Temperature C 
FAS Efflux Q10= 1.81 
Control 
Treatment 
AAS 
AOS 
FAS 
FOS 
Q10 
(r2) 
2.93a (0.68) 
2.84b 
(0.59) 
1.81c 
(0.47) 
2.39d 
(0.75)
-3.5 
-3 
-2.5 
-2 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
129 
149 
169 
189 
209 
229 
Soil CO2 Efflux μmol m-2 s-1 
Difference 
Day of Year 
Difference 
FAS-AAS 
FOS-AOS 
Results: 
Phenoperiod 1
-3.5 
-3 
-2.5 
-2 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
129 
149 
169 
189 
209 
229 
Soil CO2 Efflux μmol m-2 s-1 
Difference 
Day of Year 
Difference 
FAS-AAS 
FOS-AOS 
Results: 
Phenoperiod 2
Results: 
Soil Respiration Sensitivity: 
Phenoperiods 
Control 
Treatment 
AAS 
AOS 
FAS 
FOS 
Q10 
(r2) 
2.93a (0.68) 
2.84b 
(0.59) 
1.81c 
(0.47) 
2.39d 
(0.75) 
Phenoperiod 1 Q10 
(r2) 
2.31a 
(0.37) 
3.86b 
(0.74) 
3.12c 
(0.68) 
2.97c 
(0.74) 
Phenoperiod 2 Q10 
(r2) 
2.37a 
(0.35) 
2.28a 
(0.25) 
1.27b 
(0.04) 
1.86a 
(0.32)
Results: 
Soil Respiration Sensitivity: 
Phenoperiods 
Control 
Treatment 
AAS 
AOS 
FAS 
FOS 
Q10 
(r2) 
2.93a (0.68) 
2.84b 
(0.59) 
1.81c 
(0.47) 
2.39d 
(0.75) 
Phenoperiod 1 Q10 
(r2) 
2.31a 
(0.37) 
3.86b 
(0.74) 
3.12c 
(0.68) 
2.97c 
(0.74) 
Phenoperiod 2 Q10 
(r2) 
2.37a 
(0.35) 
2.28a 
(0.25) 
1.27b 
(0.04) 
1.86a 
(0.32)
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Respiration 
(↑ PP1 ; ↓ PP2) 
↓ Total Rs Sensitivity to Temperature 
(↑PP1; ↓PP2) 
↔ Total Respiration 
↓ Total Rs Sensitivity to Temperature 
(↓PP1; ↓PP2) 
Ameriflux 
(control) 
no change 
no change 
Conclusions
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Respiration 
(↑ PP1 ; ↓ PP2) 
↓ Total Rs Sensitivity to Temperature 
(↑PP1; ↓PP2) 
↔ Total Respiration 
↓ Total Rs Sensitivity to Temperature 
(↓PP1; ↓PP2) 
Ameriflux 
(control) 
no change 
no change 
Conclusions
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Respiration 
(↑ PP1 ; ↓ PP2) 
↓ Total Rs Sensitivity to Temperature 
(↑PP1; ↓PP2) 
↔ Total Respiration 
↓ Total Rs Sensitivity to Temperature 
(↓PP1; ↓PP2) 
Ameriflux 
(control) 
no change 
no change 
Conclusions
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Respiration 
(↑ PP1 ; ↓ PP2) 
↓ Total Rs Sensitivity to Temperature 
(↑PP1; ↓PP2) 
↔ Total Respiration 
↓ Total Rs Sensitivity to Temperature 
(↓PP1; ↓PP2) 
Ameriflux 
(control) 
no change 
no change 
Conclusions
Aspen 
Oak 
FASET 
(treatment) 
↓ Total Respiration 
(↑ PP1 ; ↓ PP2) 
↓ Total Rs Sensitivity to Temperature 
(↑PP1; ↓PP2) 
↔ Total Respiration 
↓ Total Rs Sensitivity to Temperature 
(↓PP1; ↓PP2) 
Ameriflux 
(control) 
no change 
no change 
Conclusions
Conclusions 
Soil respiration reflects total belowground activity, and responds strongly to aboveground disturbance: less C in, less C out. 
Carbon cycle is resistant to natural disturbance as compared to anthropogenic. 
In undisturbed forests, root-derived respiration can contribute as much as 50% of total soil respiration. 
Heterotrophic respiration can be more sensitive to temperature than autotrophic, but depends on time of year – different drivers.
Problems and Solutions: 
Future Directions
0 
0.02 
0.04 
0.06 
0.08 
0.1 
0.12 
0.14 
0.16 
-3 
-2 
-1 
0 
1 
2 
3 
129 
149 
169 
189 
209 
229 
Volumetric Soil Water Content % 
FAS Residual Unexplained Soil Respiration 
Doy of Year 
residuals 
SM_15cm2 
R² = 0.1422 
-2 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
2 
2.5 
3 
0 
0.05 
0.1 
0.15 
0.2 
Volumetric Soil Water Content % 
Problem: 
Soil Respiration Sensitivity to Change in Soil Moisture
Problem: Diurnal time-delay (Hysteresis) 
3.5 
3.7 
3.9 
4.1 
4.3 
4.5 
4.7 
4.9 
5.1 
5.3 
5.5 
17.4 
17.6 
17.8 
18 
18.2 
18.4 
18.6 
Soil Respiration 
Soil Temperature (15cm) 
Time 
Time 
Midnight 
Noon 
6:00 PM 
6:00 AM 
6:00 PM 
0 
1 
2 
3 
4 
5 
6 
7 
8 
8 
13 
18 
Efflux 
15cm Soil Temperature
8 
13 
18 
23 
129 
149 
169 
189 
209 
229 
Soil Temperature, C 
DOY 
15cm Soil Temperature 
AAS ST_15cm2 
Continuous Wavelet Transform (CWT) 
•Can be interpreted as time-localized power spectra (CF Fourier Transform) 
•Indicates time, period (i.e. wavelength), and power of signal
8 
13 
18 
23 
129 
149 
169 
189 
209 
229 
Soil Temperature, C 
DOY 
15cm Soil Temperature 
AAS ST_15cm2 
Continuous Wavelet Transform (CWT) 
•Can be interpreted as time-localized power spectra (CF Fourier Transform) 
•Indicates time, period (i.e. wavelength), and power of signal
Cross-Wavelet Transform (CXT) CXT indicates time-period domains of shared power between two signals CXT also includes phase (lag) information with arrows CXT AAS efflux and ST 15cm:
Continuous Wavelet Transform (CWT) 
•Can be interpreted as time-localized power spectra (CF Fourier Transform) 
•Indicates time, period, and power of signal 
0 
0.05 
0.1 
0.15 
0.2 
129 
149 
169 
189 
209 
229 
Volumetric water content %/% 
DOY 
15cm Soil Moisture 
AAS SM_15cm
Cross-Wavelet Transform (CXT) CXT indicates time-period domains of shared power between two signals CXT also includes phase (lag) information with arrows CXT AAS efflux and SM 15cm:
Wavelet Analysis: CXT can identify: -Hysteresis time-lags -Variable (episodic, pulsed) controls of soil respiration -CorrelationCausation
Acknowledgments 
Dr. Peter Curtis 
Dr. Gil Bohrer 
Dr. Richard Dick 
Jen Nietz 
Dr. Chris Vogel, UMBS 
Dr. Valeriey Ivanov, UM 
Lingli He, UM 
Alexandra Permar, UNC 
…and many other collaborators!
Soil respiration is Important 
Carbon Neutral? 
Questions?
Results: 
Growing Season Soil Respiration - Autochambers 
-1 
0 
1 
2 
3 
4 
129 
139 
149 
159 
169 
189 
199 
209 
219 
230 
Soil Respiration Difference 
DOY 
Soil Respiration Difference AAS-FAS 
significant 
not significant
0 
0.02 
0.04 
0.06 
0.08 
0.1 
0.12 
0.14 
0.16 
-3 
-2 
-1 
0 
1 
2 
3 
169 
179 
189 
199 
209 
219 
229 
residuals 
SM_15cm2 
Phenoperiod Residual Analysis 
0 
0.02 
0.04 
0.06 
0.08 
0.1 
0.12 
0.14 
0.16 
-3 
-2 
-1 
0 
1 
2 
3 
129 
139 
149 
159 
169 
y = 2.4628x - 0.2188 R² = 0.0112 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
2 
0 
0.05 
0.1 
0.15 
0.2 
y = 0.5907ln(x) + 2.0034 R² = 0.1899 
-3 
-2 
-1 
0 
1 
2 
3 
4 
0 
0.05 
0.1 
0.15
Growing Season Soil Respiration 
Driver: Soil Temperature 
0 
1000 
2000 
3000 
4000 
5000 
6000 
7000 
8000 
9000 
10000 
0 
0.02 
0.04 
0.06 
0.08 
0.1 
0.12 
0.14 
0.16 
0.18 
0.2 
129 
149 
169 
189 
209 
229 
Soil Water Potential, Kpa 
SWC % 
SM_15cm2 
convert 15cm SM to 
Matric
Growing Season Soil Respiration 
Driver: Soil Temperature 
0 
5 
10 
15 
20 
25 
0 
1 
2 
3 
4 
5 
6 
7 
8 
129 
149 
169 
189 
209 
229 
Soil CO2 Efflux μmol m-2 s-1 
Day of Year 
FAS efflux 
ST_15cm2
Phenoperiods: 
Growing Season
-2 
0 
2 
4 
6 
8 
10 
12 
14 
129 
149 
169 
189 
209 
229 
AF C Fluxes 
Average of REgf 
NEE 
GPP 
AAS efflux 
AOS efflux
Substituting Rs for modeled Re in GPP calculations 
-4 
-2 
0 
2 
4 
6 
8 
10 
12 
14 
16 
129 
149 
169 
189 
209 
229 
NEEgf 
REgf 
GPP (NEE+Regf) 
GPP (NEE+Rs)
Soil respiration response to canopy disturbance in a Northern Michigan Forest
Heterotrophic Soil Respiration: 
Biodiversity
Modified from Smith P, Fang C. Carbon cycle: A warm response by soils. Nature. 2010 March 24 
What is the soil respiration response to succession?
Soil Responses to Forest Canopy Disturbance

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Soil Responses to Forest Canopy Disturbance

  • 1. Soil respiration response to canopy disturbance in a Northern Michigan Forest Conor Flynn The Ohio State University
  • 2. Outline: Definitions Hypotheses Methods Results & Discussion Conclusion Future directions
  • 3. Soil respiration response to canopy disturbance in a Northern Michigan Forest
  • 4. Soil respiration response to canopy disturbance in a Northern Michigan Forest Ryan MG, Law BE. Interpreting, measuring, and modeling soil respiration. Biogeochemistry. 2005.
  • 5. Aspen/maple/oak Even-aged Disturbance/mortality releases understory Pine/maple/oak Uneven-aged Forest age (yrs) 0 10 20 30 40 50 60 70 80 90 100 110 120 Soil respiration response to canopy disturbance in a Northern Michigan Forest:
  • 6. Soil respiration response to canopy disturbance in a Northern Michigan Forest: The Forest Accelerated Succession ExperimenT (FASET) Nave LE, Gough CM, Maurer KD, Bohrer G, Hardiman BS, Moine JL, Munoz AB, Nadelhoffer KJ, Sparks JP, Strahm BD, Vogel CS, Curtis PS. Disturbance and the resilience of coupled carbon and nitrogen cycling in a north temperate forest. Journal of Geophysical Research. 2011
  • 7. Soil respiration response to canopy disturbance in a Northern Michigan Forest Ryan MG, Law BE. Interpreting, measuring, and modeling soil respiration. Biogeochemistry. 2005.
  • 8. Soil respiration response to canopy disturbance in a Northern Michigan Forest Ryan MG, Law BE. Interpreting, measuring, and modeling soil respiration. Biogeochemistry. 2005.
  • 9. Aspen Oak FASET (treatment) GIRDLED (released from competition) Ameriflux (control) no change no change Experiment Design: 4 Sites
  • 10. Aspen Oak FASET (treatment) ↓ Total Soil Respiration ↓ Rs Sensitivity to Temperature ↑ Total Soil Respiration ↑ Rs Sensitivity to Temperature Ameriflux (control) no change no change Hypotheses
  • 11. Aspen Oak FASET (treatment) ↓ Total Soil Respiration ↓ Rs Sensitivity to Temperature ↑ Total Soil Respiration ↑ Rs Sensitivity to Temperature Ameriflux (control) no change no change Hypotheses
  • 12. Aspen Oak FASET (treatment) ↓ Total Soil Respiration ↓ Rs Sensitivity to Temperature ↑ Total Soil Respiration ↑ Rs Sensitivity to Temperature Ameriflux (control) no change no change Hypotheses
  • 13. Aspen Oak FASET (treatment) ↓ Total Soil Respiration ↓ Rs Sensitivity to Temperature ↑ Total Soil Respiration ↑ Rs Sensitivity to Temperature Ameriflux (control) no change no change Hypotheses
  • 14. Methods: Automated Soil CO2 efflux Measurement
  • 15. Methods: Automated Soil CO2 efflux Measurement FASET Aspen Site (FAS)
  • 16. Methods: Manual Soil CO2 efflux Measurement
  • 18. Results: Growing Season Soil Respiration - Manual 0 1 2 3 4 5 6 7 8 9 10 153 180 194 208 230 244 Soil CO2 Efflux μmol m-2 s-1 Day of Year AF EFFLUX FASET EFFLUX
  • 19. Results: Growing Season Soil Respiration - Autochambers 0 1 2 3 4 5 6 7 8 9 10 153 180 194 208 230 244 Soil CO2 Efflux μmol m-2 s-1 Day of Year AF EFFLUX FASET EFFLUX
  • 20. -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 129 149 169 189 209 229 Soil CO2 Efflux μmol m-2 s-1 Difference Day of Year Difference FAS-AAS Results: Growing Season Soil Respiration - Autochambers
  • 21. -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 129 149 169 189 209 229 Soil CO2 Efflux μmol m-2 s-1 Difference Day of Year Difference FAS-AAS FOS-AOS Results: Growing Season Soil Respiration - Autochambers
  • 22. Results: Q10: Soil Respiration Temperature Sensitivity y = 1.3944e0.0592x R² = 0.465 0 1 2 3 4 5 6 7 8 8 10 12 14 16 18 20 22 Soil CO2 Efflux μmol m-2 s-1 15cm Soil Temperature C FAS Efflux Q10= 1.81
  • 23. Results: Q10: Soil Respiration Temperature Sensitivity y = 1.3944e0.0592x R² = 0.465 0 2 4 6 8 8 10 12 14 16 18 20 22 Soil CO2 Efflux μmol m-2 s-1 15cm Soil Temperature C FAS Efflux Q10= 1.81 Control Treatment AAS AOS FAS FOS Q10 (r2) 2.93a (0.68) 2.84b (0.59) 1.81c (0.47) 2.39d (0.75)
  • 24. -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 129 149 169 189 209 229 Soil CO2 Efflux μmol m-2 s-1 Difference Day of Year Difference FAS-AAS FOS-AOS Results: Phenoperiod 1
  • 25. -3.5 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 129 149 169 189 209 229 Soil CO2 Efflux μmol m-2 s-1 Difference Day of Year Difference FAS-AAS FOS-AOS Results: Phenoperiod 2
  • 26. Results: Soil Respiration Sensitivity: Phenoperiods Control Treatment AAS AOS FAS FOS Q10 (r2) 2.93a (0.68) 2.84b (0.59) 1.81c (0.47) 2.39d (0.75) Phenoperiod 1 Q10 (r2) 2.31a (0.37) 3.86b (0.74) 3.12c (0.68) 2.97c (0.74) Phenoperiod 2 Q10 (r2) 2.37a (0.35) 2.28a (0.25) 1.27b (0.04) 1.86a (0.32)
  • 27. Results: Soil Respiration Sensitivity: Phenoperiods Control Treatment AAS AOS FAS FOS Q10 (r2) 2.93a (0.68) 2.84b (0.59) 1.81c (0.47) 2.39d (0.75) Phenoperiod 1 Q10 (r2) 2.31a (0.37) 3.86b (0.74) 3.12c (0.68) 2.97c (0.74) Phenoperiod 2 Q10 (r2) 2.37a (0.35) 2.28a (0.25) 1.27b (0.04) 1.86a (0.32)
  • 28. Aspen Oak FASET (treatment) ↓ Total Respiration (↑ PP1 ; ↓ PP2) ↓ Total Rs Sensitivity to Temperature (↑PP1; ↓PP2) ↔ Total Respiration ↓ Total Rs Sensitivity to Temperature (↓PP1; ↓PP2) Ameriflux (control) no change no change Conclusions
  • 29. Aspen Oak FASET (treatment) ↓ Total Respiration (↑ PP1 ; ↓ PP2) ↓ Total Rs Sensitivity to Temperature (↑PP1; ↓PP2) ↔ Total Respiration ↓ Total Rs Sensitivity to Temperature (↓PP1; ↓PP2) Ameriflux (control) no change no change Conclusions
  • 30. Aspen Oak FASET (treatment) ↓ Total Respiration (↑ PP1 ; ↓ PP2) ↓ Total Rs Sensitivity to Temperature (↑PP1; ↓PP2) ↔ Total Respiration ↓ Total Rs Sensitivity to Temperature (↓PP1; ↓PP2) Ameriflux (control) no change no change Conclusions
  • 31. Aspen Oak FASET (treatment) ↓ Total Respiration (↑ PP1 ; ↓ PP2) ↓ Total Rs Sensitivity to Temperature (↑PP1; ↓PP2) ↔ Total Respiration ↓ Total Rs Sensitivity to Temperature (↓PP1; ↓PP2) Ameriflux (control) no change no change Conclusions
  • 32. Aspen Oak FASET (treatment) ↓ Total Respiration (↑ PP1 ; ↓ PP2) ↓ Total Rs Sensitivity to Temperature (↑PP1; ↓PP2) ↔ Total Respiration ↓ Total Rs Sensitivity to Temperature (↓PP1; ↓PP2) Ameriflux (control) no change no change Conclusions
  • 33. Conclusions Soil respiration reflects total belowground activity, and responds strongly to aboveground disturbance: less C in, less C out. Carbon cycle is resistant to natural disturbance as compared to anthropogenic. In undisturbed forests, root-derived respiration can contribute as much as 50% of total soil respiration. Heterotrophic respiration can be more sensitive to temperature than autotrophic, but depends on time of year – different drivers.
  • 34. Problems and Solutions: Future Directions
  • 35. 0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 -3 -2 -1 0 1 2 3 129 149 169 189 209 229 Volumetric Soil Water Content % FAS Residual Unexplained Soil Respiration Doy of Year residuals SM_15cm2 R² = 0.1422 -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 0 0.05 0.1 0.15 0.2 Volumetric Soil Water Content % Problem: Soil Respiration Sensitivity to Change in Soil Moisture
  • 36. Problem: Diurnal time-delay (Hysteresis) 3.5 3.7 3.9 4.1 4.3 4.5 4.7 4.9 5.1 5.3 5.5 17.4 17.6 17.8 18 18.2 18.4 18.6 Soil Respiration Soil Temperature (15cm) Time Time Midnight Noon 6:00 PM 6:00 AM 6:00 PM 0 1 2 3 4 5 6 7 8 8 13 18 Efflux 15cm Soil Temperature
  • 37. 8 13 18 23 129 149 169 189 209 229 Soil Temperature, C DOY 15cm Soil Temperature AAS ST_15cm2 Continuous Wavelet Transform (CWT) •Can be interpreted as time-localized power spectra (CF Fourier Transform) •Indicates time, period (i.e. wavelength), and power of signal
  • 38. 8 13 18 23 129 149 169 189 209 229 Soil Temperature, C DOY 15cm Soil Temperature AAS ST_15cm2 Continuous Wavelet Transform (CWT) •Can be interpreted as time-localized power spectra (CF Fourier Transform) •Indicates time, period (i.e. wavelength), and power of signal
  • 39. Cross-Wavelet Transform (CXT) CXT indicates time-period domains of shared power between two signals CXT also includes phase (lag) information with arrows CXT AAS efflux and ST 15cm:
  • 40. Continuous Wavelet Transform (CWT) •Can be interpreted as time-localized power spectra (CF Fourier Transform) •Indicates time, period, and power of signal 0 0.05 0.1 0.15 0.2 129 149 169 189 209 229 Volumetric water content %/% DOY 15cm Soil Moisture AAS SM_15cm
  • 41. Cross-Wavelet Transform (CXT) CXT indicates time-period domains of shared power between two signals CXT also includes phase (lag) information with arrows CXT AAS efflux and SM 15cm:
  • 42. Wavelet Analysis: CXT can identify: -Hysteresis time-lags -Variable (episodic, pulsed) controls of soil respiration -CorrelationCausation
  • 43. Acknowledgments Dr. Peter Curtis Dr. Gil Bohrer Dr. Richard Dick Jen Nietz Dr. Chris Vogel, UMBS Dr. Valeriey Ivanov, UM Lingli He, UM Alexandra Permar, UNC …and many other collaborators!
  • 44. Soil respiration is Important Carbon Neutral? Questions?
  • 45. Results: Growing Season Soil Respiration - Autochambers -1 0 1 2 3 4 129 139 149 159 169 189 199 209 219 230 Soil Respiration Difference DOY Soil Respiration Difference AAS-FAS significant not significant
  • 46.
  • 47. 0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 -3 -2 -1 0 1 2 3 169 179 189 199 209 219 229 residuals SM_15cm2 Phenoperiod Residual Analysis 0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 -3 -2 -1 0 1 2 3 129 139 149 159 169 y = 2.4628x - 0.2188 R² = 0.0112 -1.5 -1 -0.5 0 0.5 1 1.5 2 0 0.05 0.1 0.15 0.2 y = 0.5907ln(x) + 2.0034 R² = 0.1899 -3 -2 -1 0 1 2 3 4 0 0.05 0.1 0.15
  • 48. Growing Season Soil Respiration Driver: Soil Temperature 0 1000 2000 3000 4000 5000 6000 7000 8000 9000 10000 0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.2 129 149 169 189 209 229 Soil Water Potential, Kpa SWC % SM_15cm2 convert 15cm SM to Matric
  • 49. Growing Season Soil Respiration Driver: Soil Temperature 0 5 10 15 20 25 0 1 2 3 4 5 6 7 8 129 149 169 189 209 229 Soil CO2 Efflux μmol m-2 s-1 Day of Year FAS efflux ST_15cm2
  • 51. -2 0 2 4 6 8 10 12 14 129 149 169 189 209 229 AF C Fluxes Average of REgf NEE GPP AAS efflux AOS efflux
  • 52. Substituting Rs for modeled Re in GPP calculations -4 -2 0 2 4 6 8 10 12 14 16 129 149 169 189 209 229 NEEgf REgf GPP (NEE+Regf) GPP (NEE+Rs)
  • 53. Soil respiration response to canopy disturbance in a Northern Michigan Forest
  • 55. Modified from Smith P, Fang C. Carbon cycle: A warm response by soils. Nature. 2010 March 24 What is the soil respiration response to succession?