-------------------------------------------------------------------------------------- -------------------------------------------------------------------------------------- Event protocol for data understanding Date: 04.04.2025 Authors: Jonathan Magin, Robin Zink --------------------------------------------------------------------------------------- --------------------------------------------------------------------------------------- Machine: The experiments were carried out on an industrial Throughput Parts Cleaning Machine (TPCM) at the ETA factory. The machine is equipped with power measurements (1 Hz) on electrical component level. The Dataset contains 1 min averaged data of sensor and control values. Experimental series: To induce different concept drifts for validation, we performed a series of different production tasks on the machine. The target schedule for all production days started with heating up at 8:00 followed by operation from 8:30-11:30 and from 12:30-16:00. All tasks were conducted in continuous operation mode with typical process parameters, but no parts were conveyed through the system as process results were not subject of interest. During the experiments, we used the following tasks and process parameters: - Reference: Target temperature for the aqueous detergent is 50 ◦C for both tanks. Target temperature of the drying air is 70 ◦C. Fan speed is 870 rpm for all fans. - Increased fan speed: All parameters stay the same as in reference except of an adjusted fan speed of 3000 rpm. - Increased drying temperature: All parameters stay the same as in reference except of an adjusted target temperature for the drying air of 60 ◦C. - Increased tank temperature: All parameters stay the same as in reference except of an adjusted target temperature for the tanks of 60 ◦C. - Infrared drying: All parameters stay the same as in reference except of infrared drying is used instead of the electrical air heater. ------------------------------------------------------------------------------- ------------------------------------------------------------------------------- Set Parameters for different production tasks | Name | T_tank | T_Drying | Fans | IR | |-------------------------------|------------|----------|---------------|-----| | V1 - Reference | 50°C | 70°C | 870 for all | No | | V2 - Increased Mechanics | 50°C | 70°C | 3000 for all | No | | V3 - Increased T_dry | 50°C | 90°C | 870 for all | No | | V4 - Increased T_Tank | 60°C | 70°C | 870 for all | No | | V5 - IR Radiator | 50°C | 70°C | 870 for all | Yes | No parts during operation. --------------------------------------------------------- Event protocol --------------------------------------------------------- -------- 16.05.2024 ---------- 08:10: Machine turned on and values set to V1 09:00: Start operation 09:05: Troubleshooting 09:35: Machine restarted 09:40: Troubleshooting 09:56: Restart 11:30: Pause 12:20: V2 operation 16:00: Shutdown ------- 21.05.2024 -------- 08:05: Machine on; set V2 08:45: operation 08:55: Troubleshooting 09:10: Operation 11:30: Pause 12:30: Set V3 and heating started 12:55: Operation 14:30: Troubleshooting 14:45: Troubleshooting 14:51: Operation 16:00: Machine off ------- 22.05.2024 -------- 08:05: Machine on; set V4 09:00: start Operation 11:30: Pause 12:37: Set V5 16:00: Stop Operation ---------- 23.05.2024 ------------ 08:00: Machine on, V1 values set 08:20: V1 operation 09:00: V2 operation 09:11: Troubleshooting 09:20: Operation restarded 10:00: V1 operation 10:30: V3 operation 11:30: Pause 12:40: V4 operation 13:15: V5 Operation additional heat as disturbance 13:45: V5 operation 14:35: V1 operation 15:00: set V4 heating started 15:10: V4 start 16:00: Machine off ------------ 12.07.2024 ------------ 08:10: Machine On V1 08:34: Heating 08:59: V1 operation 09:08: Troubleshooting 09:09: Operation 09:13: Troubleshooting 09:14: Operation 09:18: Troubleshooting 09:19: Operation 09:23: Troubleshooting 09:28: Operation 09:32: Troubleshooting 09:37: Operation 11:35: Pause 12:30: Operation 13:58: End of continuous operation ------------ 16.07.2024 ------------ 08:12: Machine on, set V2 08:31: Operation 11:30: Pause 12:30: Operation 16:00: Machine off ------------ 18.07.2024 ------------ 08:07: Machine on, set V3 08:11: Heating started 08:35: Operation 11:30: Pause 12:30: Operation 13:20: Stopp ---------- 23.07.2024 ---------- 08:10 Machine on, set V4 11:30: Pause 12:30: Operation 17:35 Machine off