dataGasSensor: Gas Sensor Data

In SPOT: Sequential Parameter Optimization Toolbox

Gas Sensor Data

Description

A data set of a Gas Sensor, similar to the one used by Rebolledo et al. 2016. It also contains information of 10 different test/training splits, to enable comparable evaluation procedures.

Usage

dataGasSensor

Format

A data frame with 280 rows and 20 columns (1 output, 7 input, 2 disturbance, 10 training/test split) :

Y

Measured Sensor Output

X1

Sensor Input 1

X2

Sensor Input 2

X3

Sensor Input 3

X4

Sensor Input 4

X5

Sensor Input 5

X6

Sensor Input 6

X7

Sensor Input 7

Batch

Disturbance variable, measurement batch

Sensor

Disturbance variable, sensor ID

Set1

test/training split, 1 is training data, 2 is test data

Set2

test/training split

Set3

test/training split

Set4

test/training split

Set5

test/training split

Set6

test/training split

Set7

test/training split

Set8

test/training split

Set9

test/training split

Set10

test/training split

Details

Two different modeling tasks are of interest for this data set: Y~X1+X2+X3+X4+X5+X6+X7+Batch+Sensor and X1~Y+X7+Batch+Sensor.

References

Margarita A. Rebolledo C., Sebastian Krey, Thomas Bartz-Beielstein, Oliver Flasch, Andreas Fischbach and Joerg Stork.
2016.
Modeling and Optimization of a Robust Gas Sensor.
7th International Conference on Bioinspired Optimization Methods and their Applications (BIOMA 2016).

SPOT documentation built on June 26, 2022, 1:06 a.m.