-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathcodebook.txt
More file actions
31 lines (25 loc) · 1.72 KB
/
codebook.txt
File metadata and controls
31 lines (25 loc) · 1.72 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
The features selected for this database come from the accelerometer and gyroscope 3-axial raw signals. These time domain signals (prefix 'Time' to denote time) were captured at a constant rate of 50 Hz. Then they were filtered using a median filter and a 3rd order low pass Butterworth filter with a corner frequency of 20 Hz to remove noise. Similarly, the acceleration signal was then separated into body and gravity acceleration signals (TimeBodyAccXYZ and TimeGravityAccXYZ) using another low pass Butterworth filter with a corner frequency of 0.3 Hz.
Subsequently, the body linear acceleration and angular velocity were derived in time to obtain Jerk signals (TimeBodyAccJerkXYZ and TimeBodyGyroJerkXYZ). Also the magnitude of these three-dimensional signals were calculated using the Euclidean norm (TimeBodyAccMag, TimeGravityAccMag, TimeBodyAccJerkMag, TimeBodyGyroMag, TimeBodyGyroJerkMag).
Finally a Fast Fourier Transform (FFT) was applied to some of these signals producing FreqBodyAcc-XYZ, FreqBodyAccJerk-XYZ, FreqBodyGyro-XYZ, FreqBodyAccJerkMag, FreqBodyGyroMag, FreqBodyGyroJerkMag. (Note the 'Freq' to indicate frequency domain signals).
These signals were used to estimate variables of the feature vector for each pattern:
'-XYZ' is used to denote 3-axial signals in the X, Y and Z directions.
- TimeBodyAccYZ
- TimeGravityAccXYZ
- TimeBodyAccJerkXYZ
- TimeBodyGyroXYZ
- TimeBodyGyroJerkXYZ
- TimeBodyAccMag
- TimeGravityAccMag
- TimeBodyAccJerkMag
- TimeBodyGyroMag
- TimeBodyGyroJerkMag
- FregBodyAccXYZ
- FregBodyAccJerkXYZ
- FregBodyGyroXYZ
- FregBodyAccMag
- FregBodyAccJerkMag
- FregBodyGyroMag
- FregBodyGyroJerkMag
The set of variables that were estimated from these signals are:
- Mean: Mean value
- Std: Standard deviation