Daily motionless activities: A dataset with accelerometer, magnetometer, gyroscope, environment, and GPS data.

Journal: Scientific data
Published Date:

Abstract

The dataset presented in this paper presents a dataset related to three motionless activities, including driving, watching TV, and sleeping. During these activities, the mobile device may be positioned in different locations, including the pants pockets, in a wristband, over the bedside table, on a table, inside the car, or on other furniture, for the acquisition of accelerometer, magnetometer, gyroscope, GPS, and microphone data. The data was collected by 25 individuals (15 men and 10 women) in different environments in Covilhã and Fundão municipalities (Portugal). The dataset includes the sensors' captures related to a minimum of 2000 captures for each motionless activity, which corresponds to 2.8 h (approximately) for each one. This dataset includes 8.4 h (approximately) of captures for further analysis with data processing techniques, and machine learning methods. It will be useful for the complementary creation of a robust method for the identification of these type of activities.

Authors

  • Ivan Miguel Pires
    Instituto de Telecomunicações, Universidade da Beira Interior, 6200-001 Covilhã, Portugal; Computer Science Department, Polytechnic Institute of Viseu, 3504-510 Viseu, Portugal; UICISA:E Research Centre, School of Health, Polytechnic Institute of Viseu, 3504-510 Viseu, Portugal. Electronic address: impires@it.ubi.pt.
  • Nuno M Garcia
    Department of Informatics, Instituto de Telecomunicações and ALLab Assisted Living Computing and Telecommunications Laboratory, Universidade da Beira Interior, Covilhã, Portugal.
  • Eftim Zdravevski
    Faculty of Computer Science and Engineering, Saints Cyril and Methodius University, Skopje, Macedonia.
  • Petre Lameski
    Faculty of Computer Science and Engineering, SS. Cyril and Methodius University, 1000 Skopje, North Macedonia.