Centrifugal Pump Fault Detection

Dataset Overview

The dataset used for training and testing consists of vibration signals for six pump conditions:

| Fault Type | Training Samples | Testing Samples | Flow Range (L/min) | |------------------|-----------------|----------------|------------------| | Healthy | 1460 | 360 | 170 - 220 | | Low Flow Rate | 1120 | 280 | 80 - 120 | | Cavitation | 1440 | 360 | 120 - 170 | | Major Defect | 1440 | 360 | 150 - 200 | | Minor Defect | 1040 | 360 | 130 - 160 | | Crack | 1280 | 320 | 150 - 200 |