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Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

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Page 1: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions

Xin Xi April 1, 2008

Page 2: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008
Page 3: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Radiation processPlayers: atmospheric gases; aerosols; cloudsProcesses: absorption and scattering (both back and forward) in both shortwave

and longwave; emission (only longwave) Role of atmospheric aerosols:Direct effect: aerosol scattering and absorptionIndirect effect: aerosol particles as CCN; 1st indirect effect (enhanced cloud

albedo); 2nd indirect effect (enhanced cloud lifetime and amount); semi-direct effect (reduced cloud fraction due to aerosol absorption)

Implications for plant growth:1. Available PAR (total amount)2. Direct and diffuse components of PAR (400nm~700nm)3. Induced environmental change (temperature, wind, humidity, CO2, etc)4. Precipitation and soil moisture 5. Aerosol deposition on vegetation (e.g., poisoning effect)

6. Other effects e.g., photolysis (O3, NO, etc)

Page 4: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Previous findings1. Crop scientists found higher radiation use efficiency (RUE, ratio of accumulated

biomass to total intercepted solar radiation) or light use efficiency (LUE, same as RUE but based on PAR) for diffuse radiation than for direct radiation.

2. Flux measurements shows higher RUE in cloudy days than clear days for coniferous and deciduous forests

3. Highest NEE rate occurs in cloudy days though incident radiation is largely reduced.

……

Explanations:

1. Clouds can increase the diffuse radiation at the surface if the sky is not too cloudy. This will enhance carbon assimilation, if the photosynthesis gains of increased diffuse radiation exceed the photosynthetic loss of reduced beam direct radiation.

2. The presence of clouds can be also the causes or consequences of changes in many atmospheric factors, like air/soil temperature, moisture, latent heat and rainfall, etc

3. Reduced leaf temperature, reduced vapor pressure deficit, stomatal dynamics associated with light fluctuations, reduced soil respiration…

4. This paper focuses on the different effects of diffuse and direct radiation.

Page 5: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Differential photosynthetic responses to direct and diffuse radiation:

At the scale of a single leaf, direct and diffuse radiation donot make any difference in terms of photosynthesis. However, over the vegetation canopy, diffuse radiation can more uniformly distribute among all leaves and thus increase the light use efficiency, while the direct radiation only reaches a small fraction of leaves and easily leads to light saturation due to the Rubisco limit, and even decrease in photosynthesis rate due to the enhanced respiration.

Strategy adopted in this study:It’s impossible to compare photosynthesis rate of diffuse radiation with that of direct radiation under natural conditions, since the leaves receive direct and diffuse light at the same time. So, parameters that define the photosynthetic responses to diffuse and direct radiation are retrieved from the flux measurements through nonlinear regression, on which this study is based.

Page 6: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Data

Flux tower measurements (eddy covariance) at 5 sites:a Scots pine forest: 23m above ground and 10m above canopyan aspen forest: 39.5m above ground and 17.5m above canopy a mixed deciduous forest: 36.9m above surface and 10m above

canopya native tallgrass prairie (C4 grass): 4.5m heighta winter wheat crop: 4.5m height

Datasets: half-hourly NEE, air temperature, vapor pressure deficit, soil temperature and global PAR

Direct and diffuse PAR: only available at the mixed deciduous forest; others use a radiation partition model for calculations

Page 7: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Analysis methodNEE (Fc) = Re – GPP (P)

Negative NEE value means net carbon gain.

Model 1:

Model 2:

α: initial canopy quantum yield, when global PAR incident on canopy (It) is zero.β: describes the closeness of to linear response (CLR) of the canopy photosynthetic curve, or the capacity to resist photosynthetic saturation at high level of PAR.Higher value of α and β indicate better light use efficiency.

Model 3:Ta: air temperature; V: VPD

The author divides the data into 11-day moving windows, and separate each window into two parts, one part for regression inversion, the other for validation.

Page 8: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Results

r2

RMSE

Index of agreement

Model 2 performs better than model 1 consistently and model 3 in most cases.

Page 9: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Model 2 is robust for all sites, and for both regression data and validation data!

Page 10: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

1. Initial canopy quantum yield for diffuse PAR αf is larger than that for direct PAR αr.

2. Seasonality: αf and αr change with different developmental stage.

Page 11: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Logarithmic scale

1. CLR coefficient for diffuse radiation βf is several order larger than that for direct radiation βr , showing that direct PAR easily causes photosynthetic saturation.

2. Seasonality of βf and βr as

compared to αf and αr 3. Seasonal pattern of βf and βr

indicates a shift of plant photosynthesis from a non-linear response at early growing season to a linear response in mid-growing season.

Page 12: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Fig2

Fig7

Air temperature and VPD affect αf and αr

Page 13: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Summary

1. Diffuse radiation has a less tendency to cause canopy photosynthetic saturation and results in a higher radiation use efficiency.

2. The advantage of diffuse radiation over direct radiation increase with radiation level (section 4.6).

3. Temperature and vapor pressure deficit can cause different responses in diffuse and direct canopy photosynthesis.

4. The photosynthetic responses (αf ,αr, βf and βr ) to temperature and VPD differ for distinct plant species (C3 vs. C4) and canopy architecture (also Niyogi et al, 2004), and also differ from the leaf scale to the canopy scale.

Page 14: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008
Page 15: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

by NASA Langley Research Center

June 15, 199115 million tons of ash and gas (SO2)!

Page 16: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Data

1. Eddy covariance flux tower measurement in Harvard hardwood forest in 1992~1997;

2. Cloudless conditions, only volcanic aerosol;

3. Two methods:

(1). Model 2 in the previous paper; retrieved parameters are used to calculate gross photosynthesis rate assuming normal radiation condition, which is then compared with the actual value (perturbed radiation condition) ; diffuse radiation effect only!

(2). Pure statistical analysis; all factors should be considered!

Page 17: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Method 1

αf αr

βf

βr

Page 18: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

1. Perturbed radiation regime corresponds to a higher gross photosynthesis rate.

2. But the difference decreases in 1994, when the atmosphere returns to the normal condition.

Page 19: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Method 2

The cloudless NEE measurement is normalized with a long-term value based on the data from 1992 to 2001.

Statistical tests are conducted to compare the normalized cloudless NEE in 1992, 1993 and 1994 with a reference sample (1995~2001).

Page 20: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Relative difference in the enhanced percentage of NEE in 1993 for method 1 (6%) and method 2 (15%) can be explained partly by changes in temperature and thus ecosystem respiration.

soil temperature in 1993 is lower than the averaged value from 1995 to 2001.

Page 21: Enhanced Ecosystem Productivity in Cloudy or Aerosol-laden Conditions Xin Xi April 1, 2008

Summary

1. Both two methods shows that the increase of diffuse radiation caused by the volcanic eruption enhanced Harvard Forest photosynthesis under cloudless conditions for the two years after the eruption.

2. To extend this result to annual time scale and global scale, the aerosol effect on cloud formation should be considered, since sulfate aerosol is effective CCN and cloud can effectively produce diffuse radiation.

3. Under moderately cloudy sky, improved moisture condition and reduced solar heating (leaf temperature and soil temperature) may further enhance carbon uptake.