Gas sensor array low-concentration
Donated on 11/16/2024
This dataset contains 6 gas responses collected by a sensor array consisting of 10 metal oxide semiconductor sensors, with gas concentrations at the ppb level (below the minimum detection limit of the sensors)
Dataset Characteristics
Multivariate, Time-Series
Subject Area
Computer Science
Associated Tasks
Classification, Regression, Clustering
Feature Type
Real
# Instances
90
# Features
-
Dataset Information
Has Missing Values?
No
Introductory Paper
By Leilei Zhao, Fengchun Tian, Junhui Qian, Hantao Li, Zhiyuan Wu. 2023
Published in IEEE Transactions on Instrumentation and Measurement
Variable Information
In the gsalc. csv file, each row represents a gas sample, and the first and second columns of each row represent gas labels and concentration labels, respectively. Starting from the third column, the response of the sensor array to the sample is recorded. Each sample has 9000 response points, which are concatenated from the responses of 10 sensors, in the order of TGS2603, TGS2630, TGS813, TGS822, MQ-135, MQ-137, MQ-138, 2M012, VOCS-P, 2SH12 (i.e. the first 900th sample points are the responses of sensor TGS2603, and the 901-1800th sample points are the responses of sensor TGS2630...).
Class Labels
We collected response signals from the array for six gases including ethanol, acetone, toluene, ethyl acetate, isopropanol, and n-hexane. Each gas had three concentrations of 50ppb, 100ppb, and 200ppb, and five samples were collected for each gas and concentration, for a total of 90 samples. The collection process is divided into three stages: baseline (5 minutes), injection (10 minutes), and cleaning (15 minutes), with a sampling frequency of 1Hz. This dataset provides the response of the baseline and injection stages.
Dataset Files
| File | Size |
|---|---|
| gsalc.csv | 5 MB |
Reviews
There are no reviews for this dataset yet.
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset gas_sensor_array_low_concentration = fetch_ucirepo(id=1081) # data (as pandas dataframes) X = gas_sensor_array_low_concentration.data.features y = gas_sensor_array_low_concentration.data.targets # metadata print(gas_sensor_array_low_concentration.metadata) # variable information print(gas_sensor_array_low_concentration.variables)
Tian, F., Zhao, L., & Deng, S. (2023). Gas sensor array low-concentration [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5CK6F.
Creators
Fengchun Tian
fengchuntian@cqu.edu.cn
Chongqing University
Leilei Zhao
leileizhao@cqu.edu.cn
Chongqing University
Siyuan Deng
siyuandeng@cqu.edu.cn
Chongqing University
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.