Skip to main content

Detecting Human Movement by Differential Air Pressure Sensing in HVAC System Ductwork: An Exploration in Infrastructure Mediated Sensing

  • Conference paper

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 5013))

Abstract

We have developed an approach for whole-house gross movement and room transition detection through sensing at only one point in the home. We consider this system to be one member of an important new class of human activity monitoring approaches based on what we call infrastructure mediated sensing, or "home bus snooping." Our solution leverages the existing ductwork infrastructure of central heating, ventilation, and air conditioning (HVAC) systems found in many homes. Disruptions in airflow, caused by human inter-room movement, result in static pressure changes in the HVAC air handler unit. This is particularly apparent for room-to-room transitions and door open/close events involving full or partial blockage of doorways and thresholds. We detect and record this pressure variation from sensors mounted on the air filter and classify where certain movement events are occurring in the house, such as an adult walking through a particular doorway or the opening and closing of a particular door. In contrast to more complex distributed sensing approaches for motion detection in the home, our method requires the installation of only a single sensing unit (i.e., an instrumented air filter) connected to an embedded or personal computer that performs the classification function. Preliminary results show we can classify unique transition events with up to 75-80% accuracy.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. ADT QuietCare (2008), http://www.adt.com/quietcare/

  2. American Institute of Architects. Guidelines for Design and Construction of Hospital and Health Care Facilities. The American Institute of Architects Press, Washington D.C. (2001)

    Google Scholar 

  3. Barnes Reports. 2008 U.S. Plumbing & Heating & A/C Contractors Report (October 2007)

    Google Scholar 

  4. Bian, X., Abowd, G.D., Rehg, J.M.: Using Sound Source Localization in a Home Environment. In: Proc. of the Pervasive 2005, pp. 19–26 (2005)

    Google Scholar 

  5. Beckmann, C., Consolvo, S., LaMarca, A.: Some Assembly Required: Supporting End-User Sensor Installation in Domestic Ubiquitous Computing Environments. In: Davies, N., Mynatt, E.D., Siio, I. (eds.) UbiComp 2004. LNCS, vol. 3205, pp. 383–399. Springer, Heidelberg (2004)

    Google Scholar 

  6. Chen, J., Kam, A.H., Zhang, J., Liu, N., Shue, L.: Bathroom Activity Monitoring Based on Sound. In: Gellersen, H.-W., Want, R., Schmidt, A. (eds.) PERVASIVE 2005. LNCS, vol. 3468, pp. 47–61. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  7. Chetty, M., Sung, J., Grinter, R.E.: How Smart Homes Learn: The Evolution of the Networked Home and Household. In: Krumm, J., Abowd, G.D., Seneviratne, A., Strang, T. (eds.) UbiComp 2007. LNCS, vol. 4717, pp. 127–144. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  8. Fogarty, J., Au, C., Hudson, S.E.: Sensing from the Basement: A Feasibility Study of Unobtrusive and Low-Cost Home Activity Recognition. In: The Proc. of UIST 2006, pp. 91–100 (2006)

    Google Scholar 

  9. Hirsch, T., Forlizzi, J., Hyder, E., Goetz, J., Kurtz, C., Stroback, J.: The ELDer Project: Social, Emotional, and Environmental Factors in the Design of Eldercare Technologies. In: The Proc. of the ACM Conference on Universal Usability, pp. 72–79 (2000)

    Google Scholar 

  10. Iachello, G., Abowd, G.D.: Privacy and Proportionality: Adapting Legal Evaluation Techniques to Inform Design in Ubiquitous Computing. In: The Proc. of CHI 2005, pp. 91–100 (2005)

    Google Scholar 

  11. IBISWorld. AC and Heating Services in Australia-Industry Market Research Report (August 2007)

    Google Scholar 

  12. Intersema (2008), http://www.intersema.com/site/technical/ms5536.php

  13. Koile, K., Tollmar, K., Demirdjian, D., Howard, S., Trevor, D.: Activity Zones for Context-Aware Computing. In: Dey, A.K., Schmidt, A., McCarthy, J.F. (eds.) UbiComp 2003. LNCS, vol. 2864, pp. 90–106. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  14. Market and Bus. Development. UK Domestic Central Heating Market Development (September 2007)

    Google Scholar 

  15. Menzer, M.: Heat Pump Status and Trends in North America. In: IEA Heat Pump Conference, May 31 (1999), http://www.ari.org/research/engineering_research/

  16. Nadel, S.: Increasing Appliance Energy Savings by Looking Beyond the Current Energy Star. In: ACEEE 2004 Energy Star Appliance Partner Meeting (2004), http://www.energystar.gov/ia/partners/downloads/Plenary_B_Steve_Nadel.pdf

  17. Ninomura, P., Bartley, J.: New Ventilation Guidelines For Health Care Facilities. Air Conditioning and Refrigeration Journal, July-September Issue (2002)

    Google Scholar 

  18. Orr, R.J., Abowd, G.D.: The Smart Floor: A Mechanism for Natural User Identification and Tracking. In: Proc. of the Extended Abstracts of CHI 2000, pp. 275–276 (2000)

    Google Scholar 

  19. Patel, S.N., Robertson, T., Kientz, J.A., Reynolds, M.S., Abowd, G.D.: At the Flick of a Switch: Detecting and Classifying Unique Electrical Events on the Residential Power Line. In: The Proc. of Ubicomp 2007, pp. 271–288 (2007)

    Google Scholar 

  20. Patel, S.N., Truong, K.N., Abowd, G.D.: PowerLine Positioning: A Practical Sub-Room-Level Indoor Location System for Domestic Use. In: The Proc. of Ubicomp 2006, pp. 441–458 (2006)

    Google Scholar 

  21. Rowan, J., Mynatt, E.D.: Digital Family Portrait Field Trial: Support for Aging in Place. In: Proc. of CHI 2005, pp. 521–530 (2005)

    Google Scholar 

  22. Supplier Relations US, LLC. Ventilation, Heating, Air-Conditioning, and Commercial Refrigeration Equipment Manufacturing Industry in the U.S. and its Foreign Trade (August 2007)

    Google Scholar 

  23. Tapia, E.M., Intille, S.S., Larson, K.: Activity recognition in the home setting using simple and ubiquitous sensors. In: Ferscha, A., Mattern, F. (eds.) PERVASIVE 2004. LNCS, vol. 3001, pp. 158–175. Springer, Heidelberg (2004)

    Chapter  Google Scholar 

  24. Tapia, E.M., Intille, S.S., Lopez, L., Larson, K.: The design of a portable kit of wireless sensors for naturalistic data collection. In: Fishkin, K.P., Schiele, B., Nixon, P., Quigley, A. (eds.) PERVASIVE 2006. LNCS, vol. 3968, pp. 117–134. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  25. Vicon MX (2008), http://www.vicon.com/products/systems.html

  26. Wilson, D.H., Atkeson, C.G.: Simultaneous Tracking and Activity Recognition (STAR) Using Many Anonymous, Binary Sensors. In: Gellersen, H.-W., Want, R., Schmidt, A. (eds.) PERVASIVE 2005. LNCS, vol. 3468, pp. 62–79. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  27. Wren, C.R., Munguia-Tapia, E.: Toward Scalable Activity Recognition for Sensor Networks. In: The Proc. of the International Workshop in Location and Context-Awareness (LoCA 2006), pp. 168–185 (2006)

    Google Scholar 

  28. Yang, Z., Bobick, A.F.: Visual Integration from Multiple Cameras. In: The Proc. of Application of Computer Vision, WACV/MOTIONS 2005, pp. 488–493 (2005)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Jadwiga Indulska Donald J. Patterson Tom Rodden Max Ott

Rights and permissions

Reprints and permissions

Copyright information

© 2008 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Patel, S.N., Reynolds, M.S., Abowd, G.D. (2008). Detecting Human Movement by Differential Air Pressure Sensing in HVAC System Ductwork: An Exploration in Infrastructure Mediated Sensing. In: Indulska, J., Patterson, D.J., Rodden, T., Ott, M. (eds) Pervasive Computing. Pervasive 2008. Lecture Notes in Computer Science, vol 5013. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-79576-6_1

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-79576-6_1

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-79575-9

  • Online ISBN: 978-3-540-79576-6

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics