Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Fix readme file #56

Merged
merged 8 commits into from
Jun 25, 2024
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
1 change: 0 additions & 1 deletion NAMESPACE
Original file line number Diff line number Diff line change
Expand Up @@ -21,7 +21,6 @@ import(foreach)
import(ggplot2)
import(ggpubr)
importFrom(GENEAread,read.bin)
importFrom(GGIR,g.downsample)
importFrom(GGIRread,readAxivity)
importFrom(GGIRread,resample)
importFrom(data.table,fread)
Expand Down
26 changes: 21 additions & 5 deletions R/autocalibration.R
Original file line number Diff line number Diff line change
Expand Up @@ -8,12 +8,12 @@
#' @param brand Character of sensor brand: "ActiGraph", "activPAL", "Acttrust", "Axivity", "GENEActiv", or "MOX".
#' @return List of objects identical to g.calibrate function R package GGIR
#' @importFrom stats sd lm.wfit
#' @importFrom GGIR g.downsample
#' @export

autocalibration = function(data, sr, printsummary= TRUE, brand) {
# simplified version of auto-calibration from R package GGIR
# without temperature and without loading the data in blocks
# now includes old g.downsampling function removed from GGIR...

spherecrit=0.3
minloadcrit=72
Expand Down Expand Up @@ -73,13 +73,29 @@ autocalibration = function(data, sr, printsummary= TRUE, brand) {
#=============================================
# non-integer sampling rate is a pain for deriving epoch based sd
# however, with an epoch of 10 seconds it is an integer number of samples per epoch
g.downsample = function(sig,fs,ws3,ws2) {
#averaging per second => var1
sig2 =cumsum(c(0,sig))
select = seq(1,length(sig2),by=fs)
var1 = diff(sig2[round(select)]) / abs(diff(round(select[1:(length(select))])))
#averaging per ws3 => var2 (e.g. 5 seconds)
select = seq(1,length(sig2),by=fs*ws3)
var2 = diff(sig2[round(select)]) / abs(diff(round(select[1:(length(select))])))
#averaging per ws2 => var3 (e.g. 15 minutes)
select = seq(1,length(sig2),by=fs*ws2)
var3 = diff(sig2[round(select)]) / abs(diff(round(select[1:(length(select))])))
invisible(list(var1=var1,var2=var2,var3=var3))
}

EN = sqrt(Gx^2 + Gy^2 + Gz^2)
D1 = GGIR::g.downsample(EN,sr,ws4,ws2)
D1 = g.downsample(EN,sr,ws4,ws2)
EN2 = D1$var2
#mean acceleration
D1 = GGIR::g.downsample(Gx,sr,ws4,ws2); GxM2 = D1$var2
D1 = GGIR::g.downsample(Gy,sr,ws4,ws2); GyM2 = D1$var2
D1 = GGIR::g.downsample(Gz,sr,ws4,ws2); GzM2 = D1$var2

D1 = g.downsample(Gx,sr,ws4,ws2); GxM2 = D1$var2
D1 = g.downsample(Gy,sr,ws4,ws2); GyM2 = D1$var2
D1 = g.downsample(Gz,sr,ws4,ws2); GzM2 = D1$var2

#sd acceleration
dim(Gx) = c(sr*ws4,ceiling(length(Gx)/(sr*ws4))); GxSD2 = apply(Gx,2,sd)
dim(Gy) = c(sr*ws4,ceiling(length(Gy)/(sr*ws4))); GySD2 = apply(Gy,2,sd)
Expand Down
2 changes: 1 addition & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@
[![codecov](https://codecov.io/gh/wadpac/mechanicalshakerexperiments/branch/main/graph/badge.svg?token=C2X6Z6AJLL)](https://codecov.io/gh/wadpac/mechanicalshakerexperiments)


The code in this repository corresponds to our research project to facilitate processing and analyzing data from a large pool of acceleration sensors that were attached to a mechanical shaker machine. The data itself is publicly available [here] ([https://pages.github.com/](https://zenodo.org/records/8160791)).
The code in this repository corresponds to our research project to facilitate processing and analyzing data from a large pool of acceleration sensors that were attached to a mechanical shaker machine. The data itself is publicly available [here](https://zenodo.org/records/8160791).

### File reading

Expand Down
Loading