Research Article

Short-Time Fourier Transform and Decision Tree-Based Pattern Recognition for Gas Identification Using Temperature Modulated Microhotplate Gas Sensors

Table 1

The dataset in detail.

Heating waveform and period (s)Number of samples
MethaneCarbon monoxideEthanolTotal

Sinusoid128128128384
4, 10, 20, 30, 40, 50, 60, and 80

Rectangle128128128384
4, 10, 20, 30, 40, 50, 60, and 80

Sawtooth128128128384
4, 10, 20, 30, 40, 50, 60, and 80

Triangle128128128384
4, 10, 20, 30, 40, 50, 60, and 80