Datasets
Standard Dataset
Ammonia, Acetone, Formaldehyde Dataset
- Citation Author(s):
- Submitted by:
- Deblina Kar
- Last updated:
- Sat, 02/22/2025 - 14:10
- DOI:
- 10.21227/y8t2-wp12
- License:
- Categories:
- Keywords:
Abstract
This data set is related to gas sensing, time-series classification. It has three columns: Time, I1, and Target. The Target column refers to the type of gas measured with the following classification:
•1 for Ammonia (NH₃)
•2 for Acetone (C₃H₆O) & Formaldehyde (CH₂O)
The data has been processed in a number of stages for accuracy and consistency. Raw data was first gathered using a Metal Oxide Semiconductor (MOS) sensor. After acquisition, the data were cleaned and processed, such as Savitzky-Golay filtering to remove noise or artifacts and smooth the signal.
With respect to experimental configuration, the gases were diluted with 1 SLPM of air, and the concentration of the gas was maintained at 100 SCCM.
This data set is a cleaned and filtered version of the time-series data, which is appropriate for classification in gas sensing applications.
These are all CSV files, which can be used for training machine learning algorithms for time-series classification. By using pandas.read_csv
, you can load the dataset and prepare it for use in your models.
Documentation
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Comments
These are dataset for any time series prediction