dataGasSensor

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.

datasets

A set of tools for model-based optimization and tuning of
algorithms (hyperparameter tuning respectively hyperparameter optimization). It includes surrogate models, optimizers, and design of experiment
approaches. The main interface is spot, which uses sequentially updated
surrogate models for the purpose of efficient optimization. The main goal is
to ease the burden of objective function evaluations, when a single evaluation
requires a significant amount of resources.

Thomas Bartz-Beielstein

SPOT

Sequential Parameter Optimization Toolbox

Martin Zaefferer

Frederik Rehbach

Margarita Rebolledo

Joerg Stork

Christian Lasarczyk

dataGasSensor function

A data frame with 280 rows and 20 columns (1 output, 7 input, 2 disturbance, 10 training/test split) :<dl class="dl-horizontal">
 <dt>Y</dt><dd>Measured Sensor Output</dd>
 <dt>X1</dt><dd>Sensor Input 1</dd>
 <dt>X2</dt><dd>Sensor Input 2</dd>
 <dt>X3</dt><dd>Sensor Input 3</dd>
 <dt>X4</dt><dd>Sensor Input 4</dd>
 <dt>X5</dt><dd>Sensor Input 5</dd>
 <dt>X6</dt><dd>Sensor Input 6</dd>
 <dt>X7</dt><dd>Sensor Input 7</dd>
 <dt>Batch</dt><dd>Disturbance variable, measurement batch</dd>
 <dt>Sensor</dt><dd>Disturbance variable, sensor ID</dd>
 <dt>Set1</dt><dd>test/training split, <code>1</code> is training data, <code>2</code> is test data</dd>
 <dt>Set2</dt><dd>test/training split</dd>
 <dt>Set3</dt><dd>test/training split</dd>
 <dt>Set4</dt><dd>test/training split</dd>
 <dt>Set5</dt><dd>test/training split</dd>
 <dt>Set6</dt><dd>test/training split</dd>
 <dt>Set7</dt><dd>test/training split</dd>
 <dt>Set8</dt><dd>test/training split</dd>
 <dt>Set9</dt><dd>test/training split</dd>
 <dt>Set10</dt><dd>test/training split</dd>
</dl>

Format

Gas Sensor Data — dataGasSensor

A data frame with 280 rows and 20 columns (1 output, 7 input, 2 disturbance, 10 training/test split) :<dl class='dl-horizontal'>
 <dt>Y</dt><dd>Measured Sensor Output</dd>
 <dt>X1</dt><dd>Sensor Input 1</dd>
 <dt>X2</dt><dd>Sensor Input 2</dd>
 <dt>X3</dt><dd>Sensor Input 3</dd>
 <dt>X4</dt><dd>Sensor Input 4</dd>
 <dt>X5</dt><dd>Sensor Input 5</dd>
 <dt>X6</dt><dd>Sensor Input 6</dd>
 <dt>X7</dt><dd>Sensor Input 7</dd>
 <dt>Batch</dt><dd>Disturbance variable, measurement batch</dd>
 <dt>Sensor</dt><dd>Disturbance variable, sensor ID</dd>
 <dt>Set1</dt><dd>test/training split, <code>1</code> is training data, <code>2</code> is test data</dd>
 <dt>Set2</dt><dd>test/training split</dd>
 <dt>Set3</dt><dd>test/training split</dd>
 <dt>Set4</dt><dd>test/training split</dd>
 <dt>Set5</dt><dd>test/training split</dd>
 <dt>Set6</dt><dd>test/training split</dd>
 <dt>Set7</dt><dd>test/training split</dd>
 <dt>Set8</dt><dd>test/training split</dd>
 <dt>Set9</dt><dd>test/training split</dd>
 <dt>Set10</dt><dd>test/training split</dd>
</dl>

dataGasSensor: Gas Sensor Data

Description

Usage

Arguments

Format

Details

References