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An article suggests the lognormal distribution as a model for SO₂ concentration above a certain forest. Suppose the parameter values are μ = 1.9 and σ = 0.7.

What are the mean value and standard deviation of concentration?

1 Answer

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Final answer:

To find the mean and standard deviation for SO₂ concentration with a lognormal distribution, you calculate the mean using the formula exp(μ + (σ²/2)) and the standard deviation using the formula [(exp(σ²) - 1) * exp(2μ + σ²)]¹⁰⁵, substituting the given values of μ = 1.9 and σ = 0.7.

Step-by-step explanation:

Understanding Lognormal Distribution

The lognormal distribution is used to describe the distribution of a variable whose logarithm is normally distributed. Given the parameters μ = 1.9 and σ = 0.7 for the lognormal distribution of SO₂ concentrations above a forest, we can find the mean and standard deviation of the concentration.

Calculating the Mean

The mean of a lognormal distribution is given by the formula: E(X) = exp(μ + (σ²/2)). Substituting μ = 1.9 and σ = 0.7 into the formula, we get:

E(X) = exp(1.9 + (0.7² / 2))

= exp(1.9 + 0.245)

= exp(2.145)

The approximate value is then calculated using a calculator.

Calculating the Standard Deviation

The standard deviation of a lognormal distribution is given by: σ(X) = [(exp(σ²) - 1) * exp(2μ + σ²)]¹⁰⁵. Again using μ = 1.9 and σ = 0.7:

σ(X) = [(exp(0.7²) - 1) * exp(2 * 1.9 + 0.7²)]¹⁰⁵

= [(exp(0.49) - 1) * exp(3.8 + 0.49)]¹⁰⁵

The approximate value is obtained with a calculator.

The mean value and standard deviation are important statistical measures that describe the center and spread of a distribution, respectively.

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