Ammonia, Acetone, Formaldehyde Dataset

Citation Author(s):
Deblina
Kar
Submitted by:
Deblina Kar
Last updated:
Sat, 02/22/2025 - 14:10
DOI:
10.21227/y8t2-wp12
License:
0
0 ratings - Please login to submit your rating.

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.

Instructions: 

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.

Comments

These are dataset for any time series prediction

Submitted by Deblina Kar on Sat, 02/22/2025 - 10:40

Documentation

AttachmentSize
File Data script.docx15.69 KB