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docs/conversion_of_PDF_from_particle_average_to_atom_average.md
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Original file line number | Diff line number | Diff line change |
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--- | ||
marp:true | ||
theme: default | ||
paginate: true | ||
footer: "Conversion of PDF from particle average to atom average" | ||
marp: true | ||
--- | ||
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# Conversion of PDF from particle average to atom average | ||
Aug 28, 2023 | ||
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--- | ||
# Conversion of PDF from particle average to atom average | ||
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- Particle size distribution (PDF) measured by TEM is usually a particle average PDF. | ||
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- In XAS, The average spectrum is and atom average of all the sites. | ||
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- Therefore, the particle size obtained from TEM and particle size obtained from XAS will be different. (*Annu. Rev. Anal. Chem.* **2011**. *4*, 23–39) | ||
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- Here, we will discuss how to convert the particle average PDF to atom average PDF. | ||
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--- | ||
# Assumptions | ||
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- The particle is spherical. | ||
$$ V(r) = \frac{4}{3}\pi r^3 $$ | ||
$$ V(D) = \frac{1}{6}\pi D^3 $$ | ||
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- The particle size distribution is normal distribution. | ||
$$ f(D) = \frac{1}{\sqrt{2\pi}\sigma} \exp\left(-\frac{(D-\mu)^2}{2\sigma^2}\right) $$ | ||
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--- | ||
# Conversion | ||
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When $g(D)$ is the probability density function of particle size distribution scaled by $V(D)$, the conversion of $f(D)$ to $g(D)$ is given by | ||
$$g(D) = \frac{V(D)f(D)}{\int_{-\infty}^{\infty} V(D)f(D) dD}$$ | ||
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The expectation and variance of $g(D)$ are given by | ||
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$$ \mu = \int_{-\infty}^{\infty} D g(D) dD $$ | ||
$$ \sigma^2 =\int_{-\infty}^{\infty} (D-\mu)^2 g(D) dD $$ | ||
$$= \int_{-\infty}^{\infty} D^2 g(D) dD - \mu^2 $$ | ||
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--- | ||
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# Calculation of normalization factor | ||
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The integrals were performed using Wolfram Mathematica 12.3.1. The results are given below. | ||
$$\int_{-\infty}^{\infty} V(D)f(D) dD = \frac{1}{\sqrt{2\pi}\sigma} \int_{-\infty}^{\infty} \frac{1}{6}\pi D^3 \exp\left(-\frac{(D-\mu)^2}{2\sigma^2}\right) dD$$ | ||
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$$=\frac{\pi}{6}\mu(\mu^2+3\sigma^2)$$ | ||
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Mathematica ouput: | ||
![normalization](./img/normalization.png) | ||
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--- | ||
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# g(D) | ||
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$$g(D) = \frac{x^3}{\mu(\mu^2+3\sigma^2)\sqrt{2\pi}\sigma} \exp\left(-\frac{(D-\mu)^2}{2\sigma^2}\right)$$ | ||
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--- | ||
# Calculation of expectation | ||
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$$ \mu = \int_{-\infty}^{\infty} D g(D) dD $$ | ||
$$ = \frac{\mu^4 + 6\mu^2\sigma^2 + 3\sigma^4}{\mu(\mu^2+3\sigma^2)} $$ | ||
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Mathematica output: | ||
![mu](./img/mu.png) | ||
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--- | ||
# Calculation of variance | ||
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$$ \sigma^2 =\int_{-\infty}^{\infty} D^2 g(D) dD - \mu^2 $$ | ||
$$ = \frac{\mu^4 + 10 \mu^2 \sigma^2 + 15 \sigma^4}{\mu^2 + 3\sigma^2} - \mu^2 $$ | ||
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Mathematica output: | ||
![variance](./img/variance.png) | ||
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--- | ||
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# Mock example | ||
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$\mu = 17 Å$, $\sigma = 6 Å$ | ||
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![width:500px](./img/calculation_of_V_average.png) | ||
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--- | ||
# Conclusion | ||
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- The conversion of particle average PDF to atom average PDF obtained by 2 assumptions. | ||
- The particle is spherical. | ||
- The particle size distribution is normal distribution. | ||
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- The converted $\mu$ and $\sigma$ are given by | ||
$$ \mu = \frac{\mu^4 + 6\mu^2\sigma^2 + 3\sigma^4}{\mu(\mu^2+3\sigma^2)} $$ | ||
$$ \sigma^2 = \frac{\mu^4 + 10 \mu^2 \sigma^2 + 15 \sigma^4}{\mu^2 + 3\sigma^2} - \mu^2 $$ | ||
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--- | ||
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# Python code | ||
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```python | ||
def mu_vol(mu, sigma): | ||
return (mu**4 + 6*mu**2*sigma**2 + 3*sigma**4)/(mu*(mu**2 + 3*sigma**2)) | ||
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def sigma_vol(mu, sigma): | ||
return np.sqrt((mu**4 + 10 * mu**2 * sigma**2 + 15 * sigma**4)/(mu**2 + 3*sigma**2) - mu_vol(mu, sigma)**2) | ||
``` |
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...BP1_hollow_shell_XA>XAP/1 Distribution of input data/nAA mean: 4.14 sd:0.39.png
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...BP1_hollow_shell_XA>XAP/1 Distribution of input data/nPA mean: 0.44 sd:0.33.png
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...AgBP1_hollow_shell_XA>XAP/1 Distribution of input data/nPP mean: 9.3 sd:0.0.png
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...ollow_shell_XA>XAP/2 Distribution of calculated data/NA mean: 33.68 sd:26.6.png
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...llow_shell_XA>XAP/2 Distribution of calculated data/NAP mean: 284.95 sd:0.0.png
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...low_shell_XA>XAP/2 Distribution of calculated data/NP mean: 165.26 sd:92.95.png
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...hollow_shell_XA>XAP/2 Distribution of calculated data/dAP mean: 2.84 sd:0.0.png
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...llow_shell_XA>XAP/2 Distribution of calculated data/nAA_A mean: 7.4 sd:1.16.png
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...low_shell_XA>XAP/2 Distribution of calculated data/nPP_P mean: 8.69 sd:2.29.png
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...BP1_hollow_shell_XA>XAP/3 Distribution of solved data/XA mean: 0.44 sd:0.16.png
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...P1_hollow_shell_XA>XAP/3 Distribution of solved data/XAP mean: 0.33 sd:0.11.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nAA_AP mean: 1.13 sd:0.86.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nAM_AP mean: 7.02 sd:1.68.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nAP_AP mean: 5.89 sd:1.15.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nPA_AP mean: 0.78 sd:0.54.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nPM_AP mean: 9.96 sd:0.47.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nPP_AP mean: 9.19 sd:0.26.png
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...AP/4 Distribution of n (Overall Cordination Number)/nAA_A mean: 7.4 sd:1.16.png
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...P/4 Distribution of n (Overall Cordination Number)/nMM_AP mean: 9.97 sd:0.0.png
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...P/4 Distribution of n (Overall Cordination Number)/nPP_P mean: 8.69 sd:2.29.png
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...XA>XAP/5 Distribution of X (Fraction of Nanoparticle)/XA mean: 0.44 sd:0.16.png
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...P/6 Distribution of y (Fraction of Au in Nanoparticle)/y mean: 0.12 sd:0.08.png
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...XA>XAP/7 Distribution of D (Diameter of Nanoparticle)/DA mean: 8.49 sd:3.06.png
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...XA>XAP/7 Distribution of D (Diameter of Nanoparticle)/DAP mean: 22.0 sd:0.0.png
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...>XAP/7 Distribution of D (Diameter of Nanoparticle)/DAPh mean: 0.72 sd:1.35.png
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...A>XAP/7 Distribution of D (Diameter of Nanoparticle)/DP mean: 15.71 sd:6.37.png
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...bution of n (Coordination Number of Nanoparticle)/nAA_AP mean: 1.13 sd:0.86.png
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...bution of n (Coordination Number of Nanoparticle)/nAM_AP mean: 7.02 sd:1.68.png
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...bution of n (Coordination Number of Nanoparticle)/nAP_AP mean: 5.89 sd:1.15.png
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...bution of n (Coordination Number of Nanoparticle)/nPA_AP mean: 0.78 sd:0.54.png
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...bution of n (Coordination Number of Nanoparticle)/nPM_AP mean: 9.96 sd:0.47.png
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...bution of n (Coordination Number of Nanoparticle)/nPP_AP mean: 9.19 sd:0.26.png
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...AgBP2_hollow_shell_XA>XAP/1 Distribution of input data/DA mean: 20.0 sd:0.0.png
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...gBP2_hollow_shell_XA>XAP/1 Distribution of input data/DAP mean: 34.0 sd:0.0.png
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...P2_hollow_shell_XA>XAP/1 Distribution of input data/DAPh mean: 12.5 sd:4.99.png
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...BP2_hollow_shell_XA>XAP/1 Distribution of input data/DP mean: 10.0 sd:13.86.png
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...AgBP2_hollow_shell_XA>XAP/1 Distribution of input data/dP mean: 2.77 sd:0.0.png
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...gBP2_hollow_shell_XA>XAP/1 Distribution of input data/nAA mean: 5.8 sd:0.11.png
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...BP2_hollow_shell_XA>XAP/1 Distribution of input data/nAP mean: 0.92 sd:0.24.png
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...BP2_hollow_shell_XA>XAP/1 Distribution of input data/nPA mean: 0.65 sd:0.14.png
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...P2_hollow_shell_XA>XAP/1 Distribution of input data/nPP mean: 11.15 sd:0.09.png
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...ollow_shell_XA>XAP/2 Distribution of calculated data/NA mean: 213.55 sd:0.0.png
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...llow_shell_XA>XAP/2 Distribution of calculated data/NAP mean: 920.61 sd:0.0.png
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...low_shell_XA>XAP/2 Distribution of calculated data/NP mean: 213.44 sd:381.5.png
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...hollow_shell_XA>XAP/2 Distribution of calculated data/dAP mean: 2.84 sd:0.0.png
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...llow_shell_XA>XAP/2 Distribution of calculated data/nAA_A mean: 9.76 sd:0.0.png
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...ow_shell_XA>XAP/2 Distribution of calculated data/nMM_AP mean: 10.62 sd:0.0.png
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...BP2_hollow_shell_XA>XAP/3 Distribution of solved data/XA mean: 0.52 sd:0.02.png
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...P2_hollow_shell_XA>XAP/3 Distribution of solved data/XAP mean: 0.46 sd:0.03.png
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...BP2_hollow_shell_XA>XAP/3 Distribution of solved data/XP mean: 0.01 sd:0.02.png
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..._hollow_shell_XA>XAP/3 Distribution of solved data/nAA_AP mean: 1.8 sd:0.55.png
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...hollow_shell_XA>XAP/3 Distribution of solved data/nAP_AP mean: 1.97 sd:0.49.png
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...AP/4 Distribution of n (Overall Cordination Number)/nAA_A mean: 9.76 sd:0.0.png
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...P/4 Distribution of n (Overall Cordination Number)/nPP_P mean: 4.95 sd:4.54.png
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...XA>XAP/5 Distribution of X (Fraction of Nanoparticle)/XA mean: 0.52 sd:0.02.png
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...A>XAP/5 Distribution of X (Fraction of Nanoparticle)/XAP mean: 0.46 sd:0.03.png
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...P/6 Distribution of y (Fraction of Au in Nanoparticle)/y mean: 0.26 sd:0.01.png
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..._XA>XAP/7 Distribution of D (Diameter of Nanoparticle)/DA mean: 20.0 sd:0.0.png
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...XA>XAP/7 Distribution of D (Diameter of Nanoparticle)/DAP mean: 34.0 sd:0.0.png
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...>XAP/7 Distribution of D (Diameter of Nanoparticle)/DAPh mean: 12.5 sd:4.99.png
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...ibution of n (Coordination Number of Nanoparticle)/nAA_AP mean: 1.8 sd:0.55.png
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...bution of n (Coordination Number of Nanoparticle)/nAM_AP mean: 3.77 sd:0.83.png
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...bution of n (Coordination Number of Nanoparticle)/nAP_AP mean: 1.97 sd:0.49.png
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...bution of n (Coordination Number of Nanoparticle)/nPA_AP mean: 0.67 sd:0.13.png
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...ution of n (Coordination Number of Nanoparticle)/nPP_AP mean: 11.22 sd:0.12.png
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