Room Occupancy Estimator For a Communal Workplace

This project explores the use of machine learning and computer vision to estimate room occupancy in communal workplaces. By applying the YOLO object detection framework with Roboflow, the system detects and counts individuals in real time from image inputs. The model achieved promising accuracy and demonstrates potential applications in energy management, such as adaptive lighting and HVAC control. The study highlights how AI-driven occupancy estimation can contribute to energy efficiency, sustainability, and smart city development. It provides a foundation for integrating intelligent control systems with renewable energy adoption in modern buildings.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-25
DOI
https://doi.org/10.5281/zenodo.17198994
Primary Topic
Diverse Scientific and Economic Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Room Occupancy Estimator For a Communal Workplace

Zenodo (CERN European Organization for Nuclear Research)
Diverse Scientific and Economic Studies
article

Room Occupancy Estimator For a Communal Workplace

article en

Abstract

This project explores the use of machine learning and computer vision to estimate room occupancy in communal workplaces. By applying the YOLO object detection framework with Roboflow, the system detects and counts individuals in real time from image inputs. The model achieved promising accuracy and demonstrates potential applications in energy management, such as adaptive lighting and HVAC control. The study highlights how AI-driven occupancy estimation can contribute to energy efficiency, sustainability, and smart city development. It provides a foundation for integrating intelligent control systems with renewable energy adoption in modern buildings.

Zenodo (CERN European Organization for Nuclear Research)
Affordable and clean energy
Openalex Percentile: Top 35%
Diverse Scientific and Economic Studies
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Room Occupancy Estimator For a Communal Workplace · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS