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Data and Sourcecode from: Neural Network-based Occupancy Detection on the Edge - MaRDI portal

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Data and Sourcecode from: Neural Network-based Occupancy Detection on the Edge

From MaRDI portal
(Redirected from Dataset:6709274)



DOI10.5281/zenodo.11573783Zenodo11573783MaRDI QIDQ6709274

Dataset published at Zenodo repository.

Author name not available (Why is that?)

Publication date: 11 June 2024



Description

Environmental Data Collected for Data-Driven Occupancy Detection Version Information v1.0: Holds repository alongside the dataset insidev2.0: Holds dataset in a seperate zip folder Dataset Information The following data is collected from LoRa sensors of two rooms for a period of three months in an office building on the ground floor in Graz, Austria: Open status of windows/doors Relative humidity CO2 concentration Ambient temperature PIR-based motion counter Light level IR-based occupancy (only room A) Average/peak sound level Radar-based people counter (left-to-right and right-to-left; only room A; no trustworthy ground truth!) Folder Organization in occupancy-detection-dataset.zip ├── data │ ├── interim - Intermediate data of room A and B that has been transformed. │ └── raw - The original, immutable sensor data dump of room A and B. Raw Data Raw sensor data of room A and B consisting of six and two work places respectively. Data is gathered in an interval of five minutes. Note: Timezone ist UTC+00:00. Column "occupancy" in df_features.csv refers to IR based occupancy sensor from Elsys ERS Eye (Possible values 0-2). Column "motion" in df_features.csv refers to a PIR based motion counter. IR-based occupancy is not measured in room B. Intermediate Data Event-based (door and window sensors) and interval based (humidity, CO2, temperature, ....) data is synchronized to retrieve a homogenous data set. Window columns are merged to represent the number of open windows. Nothing else was applied to the data. Ground Truth Image-based occupancy ground truth data is separated in a file (df_occ.csv). It describes the number of occupants at a certain time stamp provided from images (manually labelled). References Coming soon.






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