Author: sahar
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Deep Generative Modeling
Artificial intelligence (AI) involves more than just decision-making; it encompasses understanding and generating data. Traditional discriminative models, tasked with classifying data into distinct categories, face challenges when noise is present, which can result in incorrect predictions. This points to a key limitation: “AI systems need to not only classify data but also comprehend and generate…
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Multiphase Flow Patterns Identification
Introduction: Identifying multiphase flow patterns is crucial across various industries, such as pipeline transport, reactor safety, electronics cooling, and medical diagnostics. Multiphase flows consist of distinct phases: liquid, gas, or solid that interact dynamically. Recognizing these flow patterns (such as bubbly, slug, annular, and laminar) is essential for understanding and optimizing processes like boiling, condensation,…