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Techniques d'observation spectroscopique d'astéroïdes

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74 CHAPTER 4. SPECTRAL ANALYSIS TECHNIQUES<br />

wavelength (N being the number of wavelengths on which the comparison is made).<br />

The third approach to curve fitting is based on the correlation coefficient<br />

ρ X,M = cov(X,M)<br />

σ X · σ M<br />

, (4.7)<br />

C s = α× ln(β × d+ 1), (4.10)<br />

where α = -0.33 µm and β = 1.1×10 19 cm 2 . Eq. 4.10 can be used to compute the damage<br />

parameter d.<br />

This model for the space weathering effects describes the effects of solar-wind ion irradiatel-00785991,<br />

version 1 - 7 Feb 2013<br />

where, X ={x i } is the spectrum of the asteroid and M ={µ i } is the laboratory spectrum. The<br />

correlation coefficient detects linear dependences between two variables. If the variables are<br />

independent (i.e. the asteroid and laboratory spectra), then the correlation coefficient is zero.<br />

A unitary value for the correlation coefficient indicates that the variables are in a perfect linear<br />

relationship, though in this case we search for laboratory spectra that match the desired asteroid<br />

spectrum with the highest ρ X,M .<br />

Finally, we concluded that a good fitting can be achieved by combining the standard deviation<br />

method and correlation coefficient method. In connection to the Eq. 4.5 and Eq. 4.7 a<br />

combined coefficient can be defined - Eq. 4.8.<br />

Φ comb = ρ X,M<br />

Φ std<br />

, (4.8)<br />

where ρ X,M was defined in Eq. 4.7 and Φ std was defined in Eq. 4.5. In this case, the laboratory<br />

spectra that match the asteroid spectrum are those with the highest value of Φ comb .<br />

4.2.3 Computing the space weathering effects<br />

Our approach to computing space weathering effects applies the model proposed by Brunetto et al.<br />

[2006]. On the basis of laboratory experiments, they concluded that a weathered spectrum can<br />

be obtained by multiplying the spectrum of the unaltered sample by an exponential function (<br />

see Eq. 4.9) that depends on the precise parameter C s .<br />

By fitting the asteroid spectral curve with an exponential function using a least-square error<br />

algorithm, we can compute the C s parameter<br />

W(λ)=K× exp( Cs<br />

λ ) (4.9)<br />

Brunetto & Strazzulla [2005] demonstrated that ion-induced spectral reddening is related<br />

to the formation of displacements, with the C s parameter being correlated with the number<br />

of displacements per cm 2 (named damage parameter - d). Brunetto et al. [2006] obtained an<br />

empirical relation between C s and the number of displacements per cm 2

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