oilWell: Rock structure data from an oil well

In DeCAFS: Detecting Changes in Autocorrelated and Fluctuating Signals

Rock structure data from an oil well

Description

This data comes from lowering a probe into a bore-hole, and taking measurements of the rock structure as the probe is lowered. As the probe moves from one rock strata to another we expect to see an abrupt change in the signal from the measurements.

Usage

oilWell

Format

A numeric vector of 4050 obervations

Source

Ruanaidh, Joseph JK O., and William J. Fitzgerald. Numerical Bayesian methods applied to signal processing. Springer Science & Business Media, 2012. doi: 10.1007/978-1-4612-0717-7

Examples

 
 # removing outliers
 n = length(oilWell)
 h = 32
 med = rep(NA, n)
 for (i in 1:n) {
   index = max(1, i - h):min(n, i + h)
   med[i] = median(oilWell[index])
 }
 residual = (oilWell - med)
 
 y = oilWell[abs(residual) < 8000]
 sigma = sqrt(var(residual[abs(residual) < 8000]))
 
 # running DeCAFS
 res <- DeCAFS(y/sigma)
 plot(res, xlab = "time", ylab = "y", type = "l")
 abline(v = res$changepoints, col = 4, lty = 3)

DeCAFS documentation built on Jan. 6, 2023, 5:27 p.m.