Nothing
## ---- message = FALSE---------------------------------------------------------
library(mvMonitoring)
fault1A_xts <- mspProcessData(faults = "A1",
period = 7 * 24 * 60,
faultStartIndex = 8500,
startTime = "2015-05-16 10:00:00 CST")
str(fault1A_xts)
## -----------------------------------------------------------------------------
train1A_xts <- fault1A_xts[1:8461,]
# This function will run in 13 seconds on the author's machine.
train1A_ls <- mspTrain(data = train1A_xts[,-1],
labelVector = train1A_xts[,1],
trainObs = 3 * 24 * 60,
updateFreq = 1 * 24 * 60,
Dynamic = TRUE,
lagsIncluded = 0:1,
faultsToTriggerAlarm = 5)
## ---- message = FALSE---------------------------------------------------------
library(xts)
test1A_xts <- fault1A_xts[8460:8520, -1]
lagTest1A_xts <- lag.xts(test1A_xts, 0:1)
lagTest1A_xts <- cbind(fault1A_xts[8461:8520,1],
lagTest1A_xts[-1,])
head(lagTest1A_xts)
## -----------------------------------------------------------------------------
monitor1A_xts <- mspMonitor(observations = lagTest1A_xts[,-1],
labelVector = lagTest1A_xts[,1],
trainingSummary = train1A_ls$TrainingSpecs)
head(monitor1A_xts)
## -----------------------------------------------------------------------------
alarm1A_xts <- monitor1A_xts
for(i in 1:nrow(alarm1A_xts)){
if(i < (5 + 1)){
alarm1A_xts[1:i,] <- mspWarning(alarm1A_xts[1:i,])
}else{
alarm1A_xts[(i - 5):i,] <- mspWarning(alarm1A_xts[(i - 5):i,])
}
}
## ---- fig.width = 5, out.width = '100%'---------------------------------------
plot(alarm1A_xts[, ncol(alarm1A_xts)],
main = "Alarm Codes for Test Data")
Any scripts or data that you put into this service are public.
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.