Intelligent Turning Tool Monitoring with Neural Network Adaptive Learning

Table 10

Recognition results of cutting tool state.

No.	Tool wear state	Output			Recognition results	Actual results	Result judgment
1	Initial wear	0.9999	0.5000	0.5000	1 0 0	1 0 0	Correct
2	Normal wear	0.5000	0.9999	0.5000	0 1 0	0 1 0	Correct
3	Severe wear	0.5000	0.5000	0.9998	0 0 1	0 0 1	Correct
4	Initial wear	0.9999	0.5000	0.5000	1 0 0	1 0 0	Correct
5	Normal wear	0.5000	0.9999	0.5000	0 1 0	0 1 0	Correct
6	Severe wear	0.5000	0.5000	0.9999	0 0 1	0 0 1	Correct
7	Initial wear	0.9999	0.5000	0.5000	1 0 0	1 0 0	Correct
8	Normal wear	0.5000	0.9991	0.5000	0 1 0	0 1 0	Correct
9	Severe wear	0.5000	0.5000	0.9999	0 0 1	0 0 1	Correct
10	Initial wear	0.9998	0.5000	0.5000	1 0 0	1 0 0	Correct
11	Normal wear	0.5000	0.9999	0.5000	0 1 0	0 1 0	Correct
12	Severe wear	0.5000	0.5000	0.9994	0 0 1	0 0 1	Correct
13	Initial wear	0.8765	0.5000	0.5000	1 0 0	1 0 0	Correct
14	Normal wear	0.5000	0.9999	0.5000	0 1 0	0 1 0	Correct
15	Severe wear	0.5000	0.5000	0.9999	0 0 1	0 0 1	Correct
16	Initial wear	0.5003	0.7265	0.5000	0 1 0	1 0 0	Incorrect
17	Normal wear	0.5000	0.9615	0.5000	0 1 0	0 1 0	Correct
18	Severe wear	0.5000	0.5000	0.9998	0 0 1	0 0 1	Correct
19	Initial wear	0.9999	0.5000	0.5000	1 0 0	1 0 0	Correct
20	Normal wear	0.5000	0.9999	0.5000	0 1 0	0 1 0	Correct
21	Severe wear	0.5000	0.5000	0.9999	0 0 1	0 0 1	Correct
22	Initial wear	0.5003	0.6465	0.5000	0 1 0	1 0 0	Incorrect
23	Normal wear	0.5000	0.9999	0.5000	0 1 0	0 1 0	Correct
24	Severe wear	0.5000	0.5000	0.9999	0 0 1	0 0 1	Correct
25	Initial wear	0.9999	0.5000	0.5000	1 0 0	1 0 0	Correct
26	Normal wear	0.5000	0.9615	0.5000	0 1 0	0 1 0	Correct
27	Severe wear	0.5000	0.5000	0.9998	0 0 1	0 0 1	Correct