Realistic Example: Satellite Retrieval of XCO2
This example demonstrates how satellite measurements lead to realistic XCO2 values (~420 ppm), consistent with modern atmospheric observations.
Step 1: Total Air Column from Hydrostatic Balance
The total dry air column is given by:
$$N_{\rm air} =\frac{P_s}{m_{\rm air}g}$$Using realistic values:
- Surface pressure: Ps = 101325 Pa
- Gravity: g = 9.81 m/s²
- Mean molecular mass of air: mair = 4.8 × 10-26 kg/molecule
This represents the total number of air molecules above 1 m² of Earth's surface.
How Mean Molecular Mass of Air is Calculated?
Dry air is mainly composed of:| Gas | Fraction | Molecular Mass (g/mol) |
|---|---|---|
| N₂ | 78% | 28 |
| O₂ | 21% | 32 |
| Ar | 1% | 40 |
The mean molecular mass is simply the weighted average:
$$M_{\rm air} = \sum (f_i \times M_i)$$ Where:- \(f_i \) = = mole fraction
- \(f_i \) = molar mass
Convert to Mass per Molecule:
For hydrostatic balance we need kg per molecule, not per mole. $$m_{\rm air} = \frac{M_{\rm air}}{N_A}$$ where \(N_A= 6.022 \times 10^{23} \) molecules/mol. Therefore: $$m_{\rm air} = \frac{0.02896}{6.022 \times 10^{23}} \approx 4.8\times 10^{-26}$$ kg/moleculeStep 2: Use Realistic Atmospheric CO₂ Mixing Ratio
Current global average:
$$ XCO_2 \approx 420 ~\text{ppm} $$Convert ppm to fraction:
$$ 420 \text{ppm} = 420 \times 10^{-6} = 4.2 \times 10^{-4} $$Step 3: Compute Total CO₂ Column
$$ N_{{\rm CO}_2} = XCO_2 \times N_{\rm air} $$Substituting values:
$$ N_{{\rm CO}_2} = (4.2 \times 10^{-4}) \times (2.1 \times 10^{29}) $$ $$ N_{{\rm CO}_2} \approx 8.8 \times 10^{25} ~~ \text{molecules}/\text{m}^2 $$This is the realistic atmospheric CO₂ column sensed by satellites.
Step 4: Connect to Radiative Transfer
Optical depth is given by:
$$ \tau = \sigma \times N_{{\rm CO}_2} $$Using an effective band-averaged absorption cross-section:
$$ \sigma \approx 2 \times 10^{-26}~ \text{m}^2/\text{molecule} $$ $$ \tau = (2 \times 10^{-26}) \times (8.8 \times 10^{25}) $$ $$ \tau \approx 1.76 $$This optical depth is realistic for strong CO₂ absorption bands near 1.6 μm.
Step 5: Reverse Calculation (Satellite Retrieval Concept)
If a satellite measures:
$$ \tau \approx 1.8 $$Then:
$$ N_{{\rm CO}_2} = \tau/ \sigma $$ $$ N_{{\rm CO}_2} = 1.8 / (2 \times 10^{-26}) $$ $$ N_{{\rm CO}_2} ≈ 9 \times 10^{25} \text{molecules}/\text{m}^2 $$Now compute \(XCO_2\):
$$ XCO_2 = N_{{\rm CO}_2} / N_{\rm air} $$ $$ XCO_2 = (9 \times 10^{25} / (2.1 \times 10^{29}) $$ $$ XCO_2 ≈ 4.3 \times 10^{-4} = 430 ~\text{ppm} $$Final Interpretation
The atmosphere contains approximately:
- 1029 air molecules per m²
- 1025 CO₂ molecules per m²
Even though CO₂ is only ~0.042% of the atmosphere, it significantly affects Earth's radiative balance.
Reference
- Fundamentals of Remote sensing
- Relevance of Electromagnetic waves in the context of earth observation
- Concept of the orbits for a satellite (non scientific discussion)
- How various teams works in close collaboration for the ground data processing?
- How raw satellite data is processed to do a level where you do your scientifc research?
- In depth understandingof the satellite data (op-of-atmosphere reflectance)
- Resolution and calibration
- Understanding how OLCI data is processed
- Transforming Energy into Imagery: How Satellite Data Becomes Stunning Views of Earth