# An Ambient-Physical System to Infer Concentration in Open-plan Workplace

arXiv: https://arxiv.org/abs/2005.13535 · HTML: https://mlsanity.com/paper/2005.13535/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 27 May 2020.

## Built on by (most cited first, 1 of 1)

- [Understanding occupants' behaviour, engagement, emotion, and comfort indoors with heterogeneous sensors and wearables](https://mlsanity.com/paper/2105.06637/) (2021)

## Abstract (arXiv)

One of the core challenges in open-plan workspaces is to ensure a good level of concentration for the workers while performing their tasks. Hence, being able to infer concentration levels of workers will allow building designers, managers, and workers to estimate what effect different open-plan layouts will have and to find an optimal one. In this research, we present an ambient-physical system to investigate the concentration inference problem. Specifically, we deploy a series of pervasive sensors to capture various ambient and physical signals related to perceived concentration at work. The practicality of our system has been tested on two large open-plan workplaces with different designs and layouts. The empirical results highlight promising applications of pervasive sensing in occupational concentration inference, which can be adopted to enhance the capabilities of modern workplaces.