Fluid dynamics can manifest in vastly distinct regimes, most notably as either layered or chaotic flow. Laminar flow, often observed in slow moving fluids or those circulating through narrow passages, is characterized by smooth, parallel layers; particles move along defined paths with minimal mixing. Conversely, turbulent flow arises from increased