These features are used as the input of the DNN classifier, achieving a 94.67% classification accuracy. The experimental results indicate that the proposed method is highly effective at selecting discriminant features. The potency of the proposed method (GA + DNN) is demonstrated using AE data obtained from a self-designed pressure vessel. Therefore, we use GA with a new objective function to select the most discriminant features that are highly effective for the DNN classifier when identifying crack types. This can cause a degraded classification performance. Heterogenous features from various channels ensure a robust feature extraction process but are high-dimensional, so may contain irrelevant and redundant features. These features stem from various signal processing domains, such as the time domain, frequency domain, and time-frequency domain. First, hybrid features are extracted from multiple AE sensors that represent diverse symptoms of pressure vessel faults. This paper proposes a robust crack identification technique for pressure vessels using genetic algorithm (GA)-based feature selection and a deep neural network (DNN) in an acoustic emission (AE) examination. Video Card: 256 MB or greater video RAM, OpenGL 1.1 or later, DirectX 9.Pressure vessels (PV) are designed to hold liquids, gases, or vapors at high pressures in various industries, but a ruptured pressure vessel can be incredibly dangerous if cracks are not detected in the early stage. Processor: 3.0 GHz Intel Pentium IV or AMD Athlon dual-core processor or higher higherĭisplay: one thousand two hundred and eighty × 1,024 or higher, with True Color Operating System: Windows 7/8 / 8.1 or Better Professional x86 / 圆4
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