Model-free HVAC control using occupant feedback

Sean Purdon, Branislav Kusy, Raja Jurdak, Geoffrey Challen

Research output: Contribution to conferencePaperpeer-review

Abstract

Optimal control of Heating, Ventilation, and Air Conditioning (HVAC) is an important step towards reducing the carbon footprint of buildings and requires balancing energy reductions and occupant comfort. Conventional thermostats for temperature set points provide a centralised single point of user input, often leading to significant thermal discomfort for occupants. We propose to instead include users in the HVAC control loop through distributed smart-phone based votes about their thermal comfort for aggregated control of HVAC. Unlike existing approaches that require in-situ sensors or build complex comfort models of individual users, we propose a model- and sensor-free HVAC control algorithm that uses simple user input (hot/cold) and adapts to changing office occupancy or ambient temperature in real time. We develop an iterative data fusion algorithm that finds optimal temperature in offices with multiple users and propose techniques that can aggressively save energy by drifting indoor temperatures towards the outdoor temperature. Our evaluation is based on empirical data collected in 12 offices over a 3-week period and shows that adaptive HVAC control can save up to 60% of energy at a relatively small increase of 0.3°C in average occupant discomfort.

Original languageEnglish (US)
Pages84-92
Number of pages9
DOIs
StatePublished - Jan 1 2013
Externally publishedYes
Event2013 IEEE 38th Conference on Local Computer Networks Workshops, LCN Workshops 2013 - Sydney, NSW, Australia
Duration: Oct 21 2013Oct 24 2013

Other

Other2013 IEEE 38th Conference on Local Computer Networks Workshops, LCN Workshops 2013
CountryAustralia
CitySydney, NSW
Period10/21/1310/24/13

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Hardware and Architecture

Fingerprint Dive into the research topics of 'Model-free HVAC control using occupant feedback'. Together they form a unique fingerprint.

Cite this