pHRI-CHAR-TACT: Character Dataset from Intrinsic Robot Tactile Sensing
Description
The pHRI-CHAR-TACT dataset provides time-series data captured from an uninstrumented, 3D-printed touchpad interface mounted on the end-effector of a collaborative robot while users slide their finger to draw 36 characters ((26 letters and 10 digits)). This dataset facilitates research in intuitive robot control, physical human-robot collaboration, tactile sensing, and machine learning for touch recognition. It contains data collected using the intrinsic tactile sensing capabilities of a KUKA LBR iiwa 14 R820 robot, leveraging its joint torque sensors to interpret touch events on the touchpad. The dataset is presented in two versions:
- pHRI-CHAR-TACT_SingleUser: this dataset includes 4500 time series, with 150 samples corresponding to each character. All data was recorded from a single user interacting with the robot.
- pHRI-CHAR-TACT_MultipleUsers: this dataset also contains 4500 time series (150 per character), but the data was collected from three different users (2 female, 1 male; 2 right-handed, 1 left-handed). This version allows for the analysis of inter-user variability in touch patterns.
Data format:
Both datasets are provided as a single .mat file. Each .mat file contains a 5400x2 cell array.
- Column 1: time-series data for each touch event (i.e., drawing of a character). Each time series is represented as a 100x4 cell array. This represents the 100 temporal samples, each containing different information described below.
- Column 2: string label indicating the character (A,B,C, etc.).
The time series data has been randomized for each dataset. Each time series represents approximately 3 seconds of data and is composed of 100 samples containing the following 4 cells:
- (1x7 cell) Robot joint torques (Nm).
- (1x7 cell) Robot joint positions (rad).
- (1x3 cell) Cartesian position of the end-effector (mm).
- (1x6 cell) Forces and moments the center of the touchpad (N for forces, Nm for moments).
Hardware:
- Collaborative robot: KUKA LBR iiwa 14 R820.
- Touchpad: plexiglass, uninstrumented.
Files
Files
(231.8 MB)
| Name | Size | Download all |
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md5:a25095c1dc882e1caa4e4bb3c08cb090
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116.5 MB | Download |
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md5:09f054e7e927c1cadf69e5e3ccb4202c
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115.3 MB | Download |
Additional details
Software
- Programming language
- MATLAB