Twin gas sensor arrays
Donated on 5/18/2016
5 replicates of an 8-MOX gas sensor array were exposed to different gas conditions (4 volatiles at 10 concentration levels each).
Dataset Characteristics
Multivariate, Time-Series, Domain-Theory
Subject Area
Computer Science
Associated Tasks
Classification, Regression
Feature Type
Real
# Instances
640
# Features
480000
Dataset Information
Additional Information
This dataset includes the recordings of five replicates of an 8-sensor array. Each unit holds 8 MOX sensors and integrates custom-designed electronics for sensor operating temperature control and signal acquisition. The same experimental protocol was followed to measure the response of the 5 twin units. Each day, a different unit was tested, which included the presentation of 40 different gas conditions, presented in random order. In particular, the unit under test was exposed to 10 concentration levels of Ethanol, Methane, Ethylene, and Carbon Monoxide. The duration of each experiment was 600 s, and the conductivity of each sensor was acquired at 100Hz. Channel, sensor type (from Figaro), and mean voltage in the heater are as follows: 0: TGS2611 5.65 V 1: TGS2612 5.65 V 2: TGS2610 5.65 V 3: TGS2602 5.65 V 4: TGS2611 5.00 V 5: TGS2612 5.00 V 6: TGS2610 5.00 V 7: TGS2602 5.00 V Presented concentration levels are as follows (in ppm): Ethylene: 12.5, 25, 37.5, 50.0, 62.5, 75.0, 87.5, 100.0 , 112.5, 125.0 Ethanol: 12.5, 25.0, 37.5, 50.0, 62.5, 75.0, 87.5, 100.0 , 112.5, 125.0 Carbon Monoxide: 25.0, 50.0, 75.0, 100.0 , 125.0 ,150.0, 175.0, 200.0, 225.0 , 250.0 Methane: 25.0, 50.0, 75.0, 100.0 , 125.0 ,150.0, 175.0, 200.0, 225.0 , 250.0 Days in which each detection platform was tested. Unit 1: 4,10,15,21 Unit 2: 1,7,11,16 Unit 3: 2,8,14,17 Unit 4: 3,9 Unit 5: 18,22 More information at: J. Fonollosa, L. Fernandez, A. Gutierrez-Galvez, R. Huerta, S. Marco. 'Calibration transfer and drift counteraction in chemical sensor arrays using Direct Standardization'. Sensors and Actuators B: Chemical (2016). http://dx.doi.org/10.1016/j.snb.2016.05.089 The data set can be used exclusively for research purposes. Commercial purposes are fully excluded.
Has Missing Values?
No
Variable Information
The responses of the sensors are provided in a .txt file for each experiment. File name codes the unit number, gas (Ea: Ethanol, CO: CO, Ey: Ethylene, Me: Methane), concentration (010-100 of the corresponding gas), and repetition. For example, B1_GEa_F040_R2.txt indicates B1 (board 1), Ea (Ethanol), 50 ppm, Repetition 2. Each file includes the elapsed time (in seconds) and the resistance of each sensor (in KOhm). First column is time, and 8 following columns are channels 0-7 as specified before.
Dataset Files
| File | Size |
|---|---|
| data1/B2_GCO_F070_R1.txt | 4.2 MB |
| data1/B4_GCO_F070_R1.txt | 4.2 MB |
| data1/B4_GMe_F020_R1.txt | 4.2 MB |
| data1/B4_GMe_F030_R1.txt | 4.2 MB |
| data1/B1_GCO_F020_R2.txt | 4.2 MB |
0 to 5 of 640
Reviews
There are no reviews for this dataset yet.
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset twin_gas_sensor_arrays = fetch_ucirepo(id=361) # data (as pandas dataframes) X = twin_gas_sensor_arrays.data.features y = twin_gas_sensor_arrays.data.targets # metadata print(twin_gas_sensor_arrays.metadata) # variable information print(twin_gas_sensor_arrays.variables)
Fonollosa, J. (2016). Twin gas sensor arrays [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5MW3K.
Creators
Jordi Fonollosa
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.