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Operators will inform the maintenance department when abnormal machine conditions are detected to prevent failures.
Abnormal machine conditions are characterized by fault-pattern, which can indicate failure and quality losses.
Looking through the entire Table 3, it has been shown that the model algorithm is correct as it could distinguish between when the machine conditions are normal, abnormal, and then display maintenance suggestion messages which are valid and result-oriented.
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The summary of the vibration data trends read by the systems developed with the various prognostic measures and machine conditions is as displayed in Table 3.
The machine conditions were set at 25°C for 5 min, 42°C for 30 min, and 85°C for 5 min, and then held at 4°C when finished.
The production rate, surface finish of machined component and the machine condition are directly related to the tool condition.
Machined surfaces obtained by performing mechanical grinding at varying machining conditions are analyzed using gray level co-occurrence matrix (GLC M, wavelet decomposition, photometric stereo and fusion reconstruction based texture analysis to study and benchmark performance of both statistical and topographical surface texture evaluation methods.
For the second task, the machining conditions are fixed, and six levels of grain size are created.
The surface roughness, cutting force, and cutting temperature are measured, and the effects of the machining conditions are analyzed using a regression analysis method.
The functional behaviour of deep hole machining and the correlation between the machined surface quality, subsurface layer deformation and the machining conditions are investigated in this paper, together with the drilling mechanism.
The optimal policy of machining conditions are determined for evolution of minimum cost considering the important cost related machining criteria such as actual machining time, tool reuse time, set up time, tool life, and tool changing time.
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CEO of Professional Science Editing for Scientists @ prosciediting.com