Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/3055031.3055062acmotherconferencesArticle/Chapter ViewAbstractPublication PagescpsweekConference Proceedingsconference-collections
short-paper
Public Access

Long term occupancy estimation in a commercial space: an empirical study: poster abstract

Published: 18 April 2017 Publication History

Abstract

Understanding occupancy patterns in a building is very useful to control HVAC systems for improving energy efficiency of the building and occupant comfort. There has been a very little attempt to understand long term occupancy patterns in a commercial space. In this work, we leverage depth sensors (Kinect for XBOX One) to collect occupancy count from an 11,000 square foot commercial space (Bosch office) for nine months. We analyze the collected data and describe key findings that provide deep insights about how a commercial space is used and serve as a guideline to formulate novel and efficient control strategies.

References

[1]
EIA. http://www.eia.doe.gov/.
[2]
Varick L. Erickson, Miguel Á. Carreira-Perpiñán, and Alberto Cerpa. 2011. OBSERVE: Occupancy-based system for efficient reduction of HVAC energy. In IPSN.
[3]
S. Munir, R. S. Arora, C. Hesling, J. Li, J. Francis, C. Shelton, C. Martin, A. Rowe, and M. Berges. 2017. Real-Time Fine Grained Occupancy Estimation using Depth Sensors on ARM Embedded Platforms. In RTAS.
[4]
C.R. Wren, Y.A. Ivanov, D. Leigh, and J. Westhues. 2007. The MERL Motion Detector Dataset. In Workshop on Massive Datasets (MD).

Cited By

View all
  • (2024)Energy-Efficient Radio Platforms for Implementation of Nodes of Sensor NetworksRoad Traffic Analysis, Theoretical Approaches and Practical Solutions10.1007/978-3-031-51449-4_2(17-26)Online publication date: 11-Jan-2024
  • (2023)A Systematic Review of Sensing Technology in Human-Building Interaction ResearchBuildings10.3390/buildings1303069113:3(691)Online publication date: 6-Mar-2023
  • (2023)CarFi: Rider Side Localization using Wi-Fi CSI2023 IEEE 20th International Conference on Mobile Ad Hoc and Smart Systems (MASS)10.1109/MASS58611.2023.00072(530-538)Online publication date: 25-Sep-2023
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image ACM Other conferences
IPSN '17: Proceedings of the 16th ACM/IEEE International Conference on Information Processing in Sensor Networks
April 2017
333 pages
ISBN:9781450348904
DOI:10.1145/3055031
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 18 April 2017

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. HVAC control
  2. occupancy data collection
  3. occupancy prediction

Qualifiers

  • Short-paper

Funding Sources

Conference

IPSN '17
Sponsor:

Acceptance Rates

Overall Acceptance Rate 143 of 593 submissions, 24%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)28
  • Downloads (Last 6 weeks)7
Reflects downloads up to 24 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2024)Energy-Efficient Radio Platforms for Implementation of Nodes of Sensor NetworksRoad Traffic Analysis, Theoretical Approaches and Practical Solutions10.1007/978-3-031-51449-4_2(17-26)Online publication date: 11-Jan-2024
  • (2023)A Systematic Review of Sensing Technology in Human-Building Interaction ResearchBuildings10.3390/buildings1303069113:3(691)Online publication date: 6-Mar-2023
  • (2023)CarFi: Rider Side Localization using Wi-Fi CSI2023 IEEE 20th International Conference on Mobile Ad Hoc and Smart Systems (MASS)10.1109/MASS58611.2023.00072(530-538)Online publication date: 25-Sep-2023
  • (2020)RGB Color Sensors for Occupant Detection: An Alternative to PIR SensorsIEEE Sensors Journal10.1109/JSEN.2020.300017020:20(12364-12373)Online publication date: 15-Oct-2020
  • (2020)Leveraging Fine-Grained Occupancy Estimation Patterns for Effective HVAC Control2020 IEEE/ACM Fifth International Conference on Internet-of-Things Design and Implementation (IoTDI)10.1109/IoTDI49375.2020.00016(92-103)Online publication date: Apr-2020
  • (2019)DatasetProceedings of the 2nd Workshop on Data Acquisition To Analysis10.1145/3359427.3361916(7-9)Online publication date: 10-Nov-2019
  • (2019)Experiences With IoT and AI in a Smart Campus for Optimizing Classroom UsageIEEE Internet of Things Journal10.1109/JIOT.2019.29024106:5(7595-7607)Online publication date: Oct-2019
  • (2018)iGRMACM Transactions on Knowledge Discovery from Data10.1145/318626812:4(1-23)Online publication date: 16-Apr-2018
  • (2018)Data-driven monitoring and optimization of classroom usage in a smart campusProceedings of the 17th ACM/IEEE International Conference on Information Processing in Sensor Networks10.1109/IPSN.2018.00050(224-229)Online publication date: 11-Apr-2018
  • (2018)RUP: Large Room Utilisation Prediction with carbon dioxide sensorPervasive and Mobile Computing10.1016/j.pmcj.2018.03.00146(49-72)Online publication date: Jun-2018
  • Show More Cited By

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Login options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media