Approriate method for hand-held VHF data

19 views
Skip to first unread message

johannes Ploderer

unread,
Jul 8, 2026, 10:37:38 AM (9 days ago) Jul 8
to ctmm R user group
Hi everyone, 

I VHF tracked on foot several individual finches to estimate their range distribution. Our sampling regime was get a fix every 30min from approx. 5am to approx 11am. There are some irregularities in this regime, as it sometimes took us more than 30min to find a finch again. Each day each person was tracking 2-3 birds in parallel. And then we only tracked an individual every 2nd day until we had at least 20 fixes. So on average we tracked an individual for 3-4 days.
I have two questions regarding this dataset

1. Because of this sampling the variogramms and correlorgramms look a bit weird and I am unsure if I can apply the KDEs and AKDEs to them to estimate their occurance distribution. 

2. If there are no worries about using (A)KDEs here is my follow-up question: I already run ctmm.fit() on all individuals and most of them get either IID or IID anisotropic as the best model, but for some OUf is also the best. From what I got from the lecture recordings best practice is to go with the models the function selects, is that also true when the selected models are a KDE (IID) estimate and an AKDE (OUf) estimate or should all individuals be "forced" into a KDE estimate?

Many thanks in advance for your help and all the amazing resources you have put out!
Best, Johannes


correlogramm_panel.pngvariograms_panel.png

Christen Fleming

unread,
Jul 8, 2026, 6:12:00 PM (8 days ago) Jul 8
to ctmm R user group
Hi Johannes,
  • The visual quality of the variograms doesn't impact the parameter estimations - its just a visual diagnostic.
  • You can fix some of that irregularity with the dt option - there is an example in the vignette.
  • You can average individual variograms with the mean() function, but yours do all look resident during the observation period.
  • You should use the selected model for each individual to account for differences in sampling and movement behavior. If some are IID and some are OUf, that's fine.
Best,
Chris

johannes Ploderer

unread,
Jul 9, 2026, 1:20:55 AM (8 days ago) Jul 9
to ctmm R user group
Hi Chris, 
thank you so much!

Best, Johannes
Reply all
Reply to author
Forward
0 new messages