We apologize for a recent technical issue with our email system, which temporarily affected account activations. Accounts have now been activated. Authors may proceed with paper submissions. PhDFocusTM
CFP last date
20 November 2024
Call for Paper
December Edition
IJCA solicits high quality original research papers for the upcoming December edition of the journal. The last date of research paper submission is 20 November 2024

Submit your paper
Know more
The week's pick
Responsive image
Improved Shuffled Frog Leaping Algorithm with Self-Adaptive Shuffling for Fuzzy Logic PD+G Controller Optimization in Robotic Manipulators

Duc Hoang Nguyen
Random Articles
Reseach Article

Human Activities – Their Classification, Recognition and Ensemble of Classifiers

by Prajakta Kishore Kalangutkar, Santosh S. Saraf, Sheetalkumar Mallikarjun Onkari
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 76 - Number 14
Year of Publication: 2013
Authors: Prajakta Kishore Kalangutkar, Santosh S. Saraf, Sheetalkumar Mallikarjun Onkari
10.5120/13313-0643

Prajakta Kishore Kalangutkar, Santosh S. Saraf, Sheetalkumar Mallikarjun Onkari . Human Activities – Their Classification, Recognition and Ensemble of Classifiers. International Journal of Computer Applications. 76, 14 ( August 2013), 6-11. DOI=10.5120/13313-0643

@article{ 10.5120/13313-0643,
author = { Prajakta Kishore Kalangutkar, Santosh S. Saraf, Sheetalkumar Mallikarjun Onkari },
title = { Human Activities – Their Classification, Recognition and Ensemble of Classifiers },
journal = { International Journal of Computer Applications },
issue_date = { August 2013 },
volume = { 76 },
number = { 14 },
month = { August },
year = { 2013 },
issn = { 0975-8887 },
pages = { 6-11 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume76/number14/13313-0643/ },
doi = { 10.5120/13313-0643 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:45:52.604012+05:30
%A Prajakta Kishore Kalangutkar
%A Santosh S. Saraf
%A Sheetalkumar Mallikarjun Onkari
%T Human Activities – Their Classification, Recognition and Ensemble of Classifiers
%J International Journal of Computer Applications
%@ 0975-8887
%V 76
%N 14
%P 6-11
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Heart Rate Variability (HRV) testing aids in evaluating the body's ability to adapt to physical and mental stress. With the advent of computers, there are growing interests on recognizing context generated from human known as human activity recognition. The recognition of human activities has gained a higher interest in this field. Thus, this paper aims at recognizing the human activities by evaluating the HRV in real time, using a Pulse Sensor and by transferring the data serially from Arduino to MATLAB for classifying the activities and recognizing them. The paper also utilizes the data obtained from Wearable Action Recognition Database (WARD) database by creating a test data from the available dataset to implement the classifier algorithm.

References
  1. Hsiao-Lung Chan, Shih-Chin Fang, Yu-Lin Ko, Hui-Hsun Huang, and Chun-Hsien Lin, "Heart rate variability characterization in daily physical activities using wavelet analysis and multilayer fuzzy activity clustering" IEEE Transactions on Biomedical Engineering, vol. 53,no. 1,pp. 133-139,Jan. 2006.
  2. Mohd Fikri Azli bin Abdullah, Ali Fahmi Perwira Negara, Md. Shohel Sayeed, Deok-Jai Choi, Kalaiarasi Sonai Muthu, "Classification algorithms in human activity recognition using smartphones" World Academy of Science, Engineering and Technology 68 2012, pp. 422-429
  3. Emmanuel Munguia Tapia, Stephen S. Intille,William Haskell, Kent Larson, Julie Wright, Abby King, and Robert Friedman "Real-Time recognition of physical activities and their intensities using wireless accelerometers and a heart rate monitor. "
  4. O´ scar D. Lara and Miguel A. Labrador Department of Computer Science and Engineering University of South Florida, Tampa, FL 33620 "A survey on human activity recognition using wearable sensors. "
  5. David Naranjo-Hern´andez, Laura M. Roa, Javier Reina-Tosinaand Miguel A´ ngel Estudillo-Valderrama," SoM: A smart sensor for human activity monitoring and assisted healthy ageing" IEEE transactions on biomedical engineering, vol. 59, no. 11, pp. 3177 3183, Nov. 2012.
  6. Maguire, D. , Frisby, R. "Comparison of feature classification algorithm for activity recognition based on accelerometer and heart rate data", 9th. IT & T Conference, Dublin Institute of Technology, Dublin, Ireland, 22nd. -23rd. October, 2009.
  7. Wansuree Massagram, Noah Hafner, Mingqi Cehn, Luca Macchiarulo, Victor M. Lubecke, and Olga Boric-Lubecke, "Digital heart-rate variability parameter monitoring and assessment ASIC", IEEE Transactions on Biomedical Circuits and Systems, vol. 4, no. 1,pp. 19-26,Feb. 2010.
  8. Liming Chen, Chris D. Nugent, Hui Wang, "A knowledge-driven approach to activity recognition in smart homes," IEEE Transactions on Knowledge and Data Engineering, vol. 24, no. 6, pp. 961-974, June 2012.
  9. Dipali Bansal, Munna Khan, A. K. Salhan, "A review of measurement and analysis of heart rate variability," iccae, pp. 243-246, International Conference on Computer and Automation Engineering (iccae 2009), 2009.
  10. Al-Busaidi, A. M. ; Dept. of Mech. & Ind. Eng. , Sultan Qaboos Univ. , Muscat, Oman, "Development of an educational environment for online control of a biped robot using MATLAB and Arduino", Published in Mechatronics (MECATRONICS) , 2012 9th France-Japan & 7th Europe-Asia Congress on and Research and Education in Mechatronics (REM), 2012.
  11. Allen Y. Yang, "Data Collection Protocol for Wearable Action Recognition Database (WARD). "
  12. Heart Rate Variability Analysis Scientific Background-http://www. biocomtech. com/hrvscientific, visited on 19/5/2013.
  13. Heart Rate Variability Analyzer - http://zone. ni. com/reference/en-XX/help/373698A- 01/bioapps/hrv_analyzer/, visited on 19/5/2013.
  14. Pulse Sensor - http://www. pulsesensor. com/, visited on 29/4/2013.
  15. Introduction to Data Acquisition and Processing - http://www. seas. upenn. edu/~ese111/Fall2012labs/Lab5. pdf, visited on 1/5/2013.
  16. Arduino to MATLAB – read in sensor data http://robotgrrl. com/blog/2010/01/15/arduino-to-matlab-read-in-sensor-data/, visited on 9/5/2013.
  17. Download software / Purchase Arduino - www. arduino. cc/, visited on 11/4/2013.
  18. Download Processing with examples - http://www. processing. org/, visited on 29/4/2013.
  19. Processing (Programming language) from Wikipedia, the free encyclopedia http://en. wikipedia. org/wiki/Processing_%28programming_language%29, visited on 30/4/2013.
  20. Serial Communication between Arduino and MATLAB - http://home. iitb. ac. in/~rahul. /ITSP/serial_comm_matlab. pdf, visited on 1/5/2013.
  21. Pulse Sensor Amped Code & Guide - http://pulsesensor. myshopify. com/pages/pulse-sensor-amped-arduino-v1dot1, visited on 6/5/2013.
  22. PLX-DAQ Data Acquisition for Excel - http://www. parallax. com/ProductInfo/Microcontrollers/PLXDAQDataAcquisitiontool/tabid/393/Default. aspx, visited on 20/6/2013.
Index Terms

Computer Science
Information Sciences

Keywords

heart rate variability human activities classification feature extraction

Powered by PhDFocusTM