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,…