Generative Adversarial Network-based Missing Data Handling and Remaining Useful Life Estimation for Smart Train Control and Monitoring Systems

Table 6

Fault types and their information for RUL predictions.

No.	Fault code ID	Fault information and relevant location
1	31	LIU1 communication error in TC1
2	32	LIU2 communication error in TC1
3	34	LIU2 communication error in TC0
4	38	LIU1 hardware malfunction in TC0
5	39	LIU2 hardware malfunction in TC
6	231	SIV inverter malfunction
7	434	Break malfunction
8	442	ECU malfunction
9	635	TC MFB card/ATC vital malfunction
10	636	Tachometer error
11	640	Main ATC hardware malfunction
12	641	Secondary ATC hardware malfunction
13	647	FSB/ATC error
14	669	ATO-ATC communication error
15	670	ATO-ATC 1 communication error
16	684	ATC DBAU hardware error