Title: OCE301 Part VI: Probability Theory lecture 3
1OCE301 Part VI Probability Theorylecture 3
2Rayleigh Wave Height Model
- Longuet-Higgins (1952) demonstrated that the
Rayleigh distribution is applicable to the
heights of waves in the sea.
3Rayleigh Distribution
cdf
a monotonically increasing function
pdf
poe
4Root-Mean-Square Value
pdf
(mean-square value)
second moment
notation for the rms of H
root-mean-square (rms) value
5Rayleigh Distribution in RMS Value
6Matlab Display Rayleigh
hrms1 h00.014 psd 2h/hrms2 .
exp(-(h/hrms).2) cdf 1 - exp(-(h/hrms).2) su
bplot(211) plot(h,psd) grid subplot(212)
plot(h,cdf,'r-') grid
7Rayleigh Distribution in Mean Value
(drop subscript H from mH for simplicity)
pdf in terms of mean value
(change of parameter)
8Change of Variable
change of variable
normalized wave height
9Distributions of Two Random Variables
2-D (cumulative) distribution function
Discrete random variables
Total probability
10Continuous 2-D Distributions
Continuous random variables
Probability in a rectangular
11Marginal Distribution
Marginal distribution function of X in (X,Y)
Marginal pdf of X in (X,Y)
12Set 22.9 (prob. 15)
13Expectation of a Function of Two Random Variables
14Independence of Random Variables
Two random variables, X and Y, are independent if
This can be extended to n-dimensional random
variables
15Multiplication of Means
If X and Y are independent
can be extended to n random variables
16Variance of ZXY
17Correlation Coefficient
correlation coefficient of X and Y
dimensionless
18Uncorrelated vs. Independent
independent
uncorrelated
19Problem set 22.9 (10)
If the weight of certain (empty) containers has
5 lb and standard deviation 0.2 lb, and if the
filling of the containers has mean weight 100
lb and standard deviation 0.5 lb, what are the
mean weight and the standard deviation of filled
containers?
20Probability of Exceedance
21Wave Height of Specific POE
22Graphic Demonstration on H1/n
23Compute H1/n from Rayleigh Model
lower bound from Rayleigh model
Rayleigh pdf
24Mathematical Relationship between H1/n and Hrms
Following Rayleigh model for wave height
erfc(x) is the complementary error function
defined as
25Numerical Relationship among Representative Wave
Heights