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Open AccessJournal ArticleDOI

A Framework for Occupancy Tracking in a Building via Structural Dynamics Sensing of Footstep Vibrations

TLDR
In this paper, a combination of data analytics applied to measurements from a building's structural dynamics sensors (e.g., accelerometers or geophones) provides evidence of occupancy in a building area.
Abstract
Counting the number of occupants in building areas over time---occupancy tracking---provides valuable information for responding to emergencies, optimizing thermal conditions or managing personnel. This capability is distinct from tracking individual building occupants as they move within a building, has lower complexity than conventional tracking algorithms require and avoids privacy concerns that tracking individuals may pose. The approach proposed here is a novel combination of data analytics applied to measurements from a building's structural dynamics sensors (e.g., accelerometers or geophones). Specifically, measurements of footstep-generated structural waves provide evidence of occupancy in a building area. These footstep vibrations can be distinguished from other vibrations, and, once identified, the footsteps can be located. These locations, in turn, form the starting point of estimating occupancy in an area. In order to provide a meaningful occupancy count, however, it is first necessary to associate discrete footsteps with individuals. The proposed framework incorporates a tractable algorithm for this association task. The proposed algorithms operate on-line, updating occupancy count over time as new footsteps are detected. Experiments with measurements from a public building illustrate the operation of the proposed framework. This approach offers an advantage over others based on conventional technologies by avoiding the cost of a separate sensor system devoted to occupancy tracking.

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Citations
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Journal ArticleDOI

Step-Level Occupant Detection across Different Structures through Footstep-Induced Floor Vibration Using Model Transfer

TL;DR: A floor-vibration-based step-level occupant-detection approach that enables detection across different structures through model transfer is presented.
Proceedings ArticleDOI

Fine-Grained Recognition of Activities of Daily Living through Structural Vibration and Electrical Sensing

TL;DR: This work presents a system that combines two emerging non-intrusive sparse sensing mechanisms: 1) vibration sensors to capture the action-induced structural vibration and 2) electrical sensor to capture appliance usage to achieve fine-grained ADL monitoring.
Journal ArticleDOI

Structure- and Sampling-Adaptive Gait Balance Symmetry Estimation Using Footstep-Induced Structural Floor Vibrations

TL;DR: This paper presents a structure- and sampling-adaptive approach for analyzing human footstep-induced structural floor vibrations to estimate footstep ground reaction forces (GRFs) and gait ...
Journal ArticleDOI

OptiStructures: Fabrication of Room-Scale Interactive Structures with Embedded Fiber Bragg Grating Optical Sensors and Displays

TL;DR: This research highlights the importance of human-Computer Interaction in the design and construction of sustainable infrastructure and how it can be improved for sustainable development.
Journal ArticleDOI

Vibration sensing-based human and infrastructure safety/health monitoring: A survey

TL;DR: An extensive survey of the current vibration-based sensing technologies for human and infrastructure safety as well as health monitoring is carried out, separating the technologies into five categories: vibration- based sensing for assessing human health, recognizing personal behavior, inferring occupancy information, evaluating personal safety, and monitoring infrastructure health.
References
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Book ChapterDOI

A New Approach to Linear Filtering and Prediction Problems

TL;DR: In this paper, the clssical filleting and prediclion problem is re-examined using the Bode-Shannon representation of random processes and the?stat-tran-sition? method of analysis of dynamic systems.
Journal ArticleDOI

A general method applicable to the search for similarities in the amino acid sequence of two proteins

TL;DR: A computer adaptable method for finding similarities in the amino acid sequences of two proteins has been developed and it is possible to determine whether significant homology exists between the proteins to trace their possible evolutionary development.
Journal ArticleDOI

The Hungarian method for the assignment problem

TL;DR: This paper has always been one of my favorite children, combining as it does elements of the duality of linear programming and combinatorial tools from graph theory, and it may be of some interest to tell the story of its origin this article.
Journal ArticleDOI

Identification of common molecular subsequences.

TL;DR: This letter extends the heuristic homology algorithm of Needleman & Wunsch (1970) to find a pair of segments, one from each of two long sequences, such that there is no other Pair of segments with greater similarity (homology).
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