Overcoming Data Scarcity through Transfer Learning in CO2-Based Building Occupancy Detection

Author:

Weber Manuel1ORCID,Banihashemi Farzan2ORCID,Mandl Peter1ORCID,Jacobsen Hans-Arno3ORCID,Mayer Ruben4ORCID

Affiliation:

1. Munich University of Applied Sciences (HM), Germany

2. Technical University of Munich, Germany

3. University of Toronto, Canada

4. University of Bayreuth, Germany

Publisher

ACM

Reference41 articles.

1. Room-level occupant counts, airflow and CO 2 data from an office building

2. A Scalable Room Occupancy Prediction with Transferable Time Series Decomposition of CO 2 Sensor Data

3. DA-HOC

4. Farzan Banihashemi and Manuel Weber. 2023. "Non-intrusive indoor environmental data in two double-occupied offices". Mendeley Data (2023). https://doi.org/10.17632/v7kw9ycccp.1 10.17632/v7kw9ycccp.1

5. Farzan Banihashemi and Manuel Weber. 2023. "Non-intrusive indoor environmental data in two double-occupied offices". Mendeley Data (2023). https://doi.org/10.17632/v7kw9ycccp.1

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Coddora: CO2-Based Occupancy Detection Model Trained via Domain Randomization;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

2. LLMSense: Harnessing LLMs for High-level Reasoning Over Spatiotemporal Sensor Traces;2024 IEEE 3rd Workshop on Machine Learning on Edge in Sensor Systems (SenSys-ML);2024-05-13

3. Occupancy modeling on non-intrusive indoor environmental data through machine learning;Building and Environment;2024-04

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