[R] deconstructing curve into rising and falling limbs
chuck.01
CharlieTheBrown77 at gmail.com
Fri Oct 26 16:07:33 CEST 2012
Thanks Jean,
Your 1st solution was one I've tried, w/o great success. The 2nd works a
lot better (on real, and more messy, data), especially when I set span to a
much smaller number than 1/10.
Thank you greatly.
-Chuck
Jean V Adams wrote
> Using the data you provided, a combination of slope and height comes
> close:
>
> X <- seq(Y)
> high <- Y > 0.6
>
> upslope <- c(FALSE, diff(Y) > 0)
> section <- rep(1, length(Y))
> section[upslope==TRUE & high==TRUE] <- 2
> section[upslope==FALSE & high==TRUE] <- 3
> plot(X, Y, col=section)
>
>
> Or you could base the slope on the a smooth fit of the data rather than Y
> itself:
>
> P <- loess(Y ~ X, degree=2, span=1/10)$fitted
>
> upslope <- c(FALSE, diff(P) > 0)
> section <- rep(1, length(Y))
> section[upslope==TRUE & high==TRUE] <- 2
> section[upslope==FALSE & high==TRUE] <- 3
> plot(X, Y, col=section)
>
> Jean
>
>
>
> "chuck.01" <
> CharlieTheBrown77@
> > wrote on 10/26/2012 03:14:29 AM:
>>
>> hello,
>> I have some data that looks similar to this (only not as nice as this):
>>
>> Y <- c(abs(rnorm(100, 0.10, .1)), seq(.10, 1.0, .3)+rnorm(1, 0, .5) ,
>> seq(0.8, 4.0, .31)+rnorm(1, 0, .5)
>> , seq(3.9, .20, -.2)+rnorm(1, 0, .5) , abs(rnorm(100, 0.13, .1)) ,
> seq(.10,
>> 1.2, .35)+rnorm(1, 0, .5)
>> , seq(0.7, 6.0, .31)+rnorm(1, 0, .5) , seq(5.9, .23, -.18)+rnorm(1, 0,
> .5) ,
>> abs(rnorm(50, 0.18, .1)) )
>>
>> plot(Y~c(1:length(Y))) # it is water level through time
>>
>> I am trying to find a way to divide these data into 3 sections , 1) the
>> rising limbs, 2) falling limbs, and 3) not #1 or #2.
>> I'll spare you the list of things I've tried, just know that the data is
>> generally too noisy to use something as simple as which(diff(Y) > b),
> where
>> b is some threshold.
>> Please let me know if you have an idea of how to tackle this.
>
> [[alternative HTML version deleted]]
>
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