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Hallway based automatic indoor floorplan construction using room fingerprints

Published: 08 September 2013 Publication History

Abstract

People spend approximately 70% of their time indoors. Understanding the indoor environments is therefore important for a wide range of emerging mobile personal and social applications. Knowledge of indoor floorplans is often required by these applications. However, indoor floorplans are either unavailable or obtaining them requires slow, tedious, and error-prone manual labor.
This paper describes an automatic indoor floorplan construction system. Leveraging Wi-Fi fingerprints and user motion information, this system automatically constructs floorplan via three key steps: (1) room adjacency graph construction to determine which rooms are adjacent; (2) hallway layout learning to estimate room sizes and order rooms along each hallway, and (3) force directed dilation to adjust room sizes and optimize the overall floorplan accuracy. Deployment study in three buildings with 189 rooms demonstrates high floorplan accuracy. The system has been implemented as a mobile middleware, which allows emerging mobile applications to generate, leverage, and share indoor floorplans.

References

[1]
M. Alzantot and M. Youssef. Crowdinside: automatic construction of indoor floorplans. In SIGSPATIAL '12, 2012.
[2]
H. Durrant-Whyte and T. Bailey. Simultaneous localization and mapping: part I. Robotics Automation Magazine, IEEE, 2006.
[3]
P. Eades. A Heuristic for Graph Drawing. Congressus Numerantium, 1984.
[4]
A. Haeberlen, E. Flannery, A. M. Ladd, A. Rudys, D. S. Wallach, and L. E. Kavraki. Practical robust localization over large scale 802.11 wireless networks. In MobiCom '04, 2004.
[5]
Y. Jiang, K. Li, L. Tian, R. Piedrahita, X. Yun, O. Mansata, Q. Lv, R. P. Dick, M. Hannigan, and L. Shang. MAQS: A personalized mobile sensing system for indoor air quality monitoring. In UbiComp '11, 2011.
[6]
Y. Jiang, X. Pan, K. Li, Q. Lv, R. P. Dick, M. Hannigan, and L. Shang. ARIEL: Automatic Wi-Fi based room fingerprinting for indoor localization. In UbiComp '12, 2012.
[7]
M. B. Kjærgaard, S. Bhattacharya, H. Blunck, and P. Nurmi. Energy-efficient trajectory tracking for mobile devices. In MobiSys '11, 2011.
[8]
M. B. Kjærgaard, G. Treu, and C. Linnhoff-Popien. Zone-based RSS Reporting for Location Fingerprinting. In Pervasive '07, 2007.
[9]
M. B. Kjærgaard, M. Wirz, D. Roggen, and G. Tröster. Detecting pedestrian flocks by fusion of multi-modal sensors in mobile phones. In UbiComp '12, 2012.
[10]
F. Li, C. Zhao, G. Ding, J. Gong, C. Liu, and F. Zhao. A reliable and accurate indoor localization method using phone inertial sensors. In UbiComp '12, 2012.
[11]
J.-G. Park, B. Charrow, D. Curtis, J. Battat, E. Minkov, J. Hicks, S. Teller, and J. Ledlie. Growing an organic indoor location system. In MobiSys '10, 2010.
[12]
H. Shin, Y. Chon, and H. Cha. Unsupervised construction of an indoor floor plan using a smartphone. Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on, 2012.
[13]
A. Thiagarajan, L. Ravindranath, H. Balakrishnan, S. Madden, and L. Girod. Accurate, low-energy trajectory mapping for mobile devices. In NSDI'11, 2011.
[14]
W. T. Tutte. How to draw a graph. London Math, 1963.
[15]
U.S. Environmental Protection Agency Green Building Workgroup. Buildings and their impact on the environment: A statistical summary, 2009.
[16]
Z. Yang, C. Wu, and Y. Liu. Locating in fingerprint space: wireless indoor localization with little human intervention. In MobiCom '12, 2012.

Cited By

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  • (2024)Structure from WiFi (SfW): RSSI-Based Geometric Mapping of Indoor Environments2024 American Control Conference (ACC)10.23919/ACC60939.2024.10644833(259-264)Online publication date: 10-Jul-2024
  • (2024)Ubiquitous Indoor Mapping Using Mobile Radio TomographyIEEE Transactions on Mobile Computing10.1109/TMC.2024.344243923:12(14031-14043)Online publication date: Dec-2024
  • (2024)Indoor augmented reality (AR) pedestrian navigation for emergency evacuation based on BIM and GISHeliyon10.1016/j.heliyon.2024.e32852(e32852)Online publication date: Jun-2024
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      cover image ACM Conferences
      UbiComp '13: Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
      September 2013
      846 pages
      ISBN:9781450317702
      DOI:10.1145/2493432
      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]

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      Publication History

      Published: 08 September 2013

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      Author Tags

      1. context sensing
      2. indoor floorplan
      3. indoor localization

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      UbiComp '13 Paper Acceptance Rate 92 of 394 submissions, 23%;
      Overall Acceptance Rate 764 of 2,912 submissions, 26%

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      View all
      • (2024)Structure from WiFi (SfW): RSSI-Based Geometric Mapping of Indoor Environments2024 American Control Conference (ACC)10.23919/ACC60939.2024.10644833(259-264)Online publication date: 10-Jul-2024
      • (2024)Ubiquitous Indoor Mapping Using Mobile Radio TomographyIEEE Transactions on Mobile Computing10.1109/TMC.2024.344243923:12(14031-14043)Online publication date: Dec-2024
      • (2024)Indoor augmented reality (AR) pedestrian navigation for emergency evacuation based on BIM and GISHeliyon10.1016/j.heliyon.2024.e32852(e32852)Online publication date: Jun-2024
      • (2024)Robust Indoor LocalizationLocation, Localization, and Localizability10.1007/978-981-97-3176-3_8(131-162)Online publication date: 12-Jul-2024
      • (2023)A Kernel Method to Nonlinear Location Estimation With RSS-Based FingerprintIEEE Transactions on Mobile Computing10.1109/TMC.2022.316261222:8(4388-4404)Online publication date: 1-Aug-2023
      • (2023)Locate, Tell, and Guide: Enabling Public Cameras to Navigate the PublicIEEE Transactions on Mobile Computing10.1109/TMC.2021.309272522:2(1010-1024)Online publication date: 1-Feb-2023
      • (2023)A survey of crowdsourcing-based indoor map learning methods using smartphonesResults in Control and Optimization10.1016/j.rico.2022.10018610(100186)Online publication date: Mar-2023
      • (2023)TrackPuzzle: Efficient registration of unlabeled PDR trajectories for learning indoor route graphFuture Generation Computer Systems10.1016/j.future.2023.07.019149(171-183)Online publication date: Dec-2023
      • (2022)Energy-Efficient Edge Caching and Task Deployment Algorithm Enabled by Deep Q-Learning for MECElectronics10.3390/electronics1124412111:24(4121)Online publication date: 10-Dec-2022
      • (2022)P2-LocProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/35172386:1(1-24)Online publication date: 29-Mar-2022
      • Show More Cited By

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