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Fractional-Order Bioconvection in Trihybrid Nanofluids Flowing Over a Rotating Disk: A Hybrid Neural Network With Genetic Algorithm Method for Entropy Generation Minimization

<p>Fractional-Order Bioconvection in Trihybrid Nanofluids Flowing Over a Rotating Disk: A Hybrid Neural Network With Genetic Algorithm Method for Entropy Generation Minimization</p> : Minimizing entropy generation in complex fluid systems is a primary concern for improving thermodynamic efficiency. This paper investigates bioconvection in a Carreau-Yasuda trihybrid nanofluid over a spinning disk, where fluid memory is modeled using fractional-order derivatives. We provide an analytical energy-based stability framework for the proposed model. Given the high computational cost associated with solving fractional partial differential equations, we propose a Hybrid Neural Network surrogate model combined with a Genetic Algorithm. The Hybrid Neural Network, trained on data obtained via the Finite Difference Method, accurately predicts Nusselt numbers and entropy generation, while the Genetic Algorithm navigates the response surface to identify Pareto-optimal solutions. A deep cas...

Fractals: Unlocking the Infinite Complexity Hidden in Simple Shapes

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Meta Description Discover the captivating world of fractals—patterns that repeat infinitely, revealing beauty and complexity with each zoom. Learn to create your own using SageMath. Have you ever wondered if shapes could go on forever, revealing new details the deeper you zoom in? Fractals are mathematical marvels that reveal infinite complexity from simple rules. They echo in nature, power our technology, and now—guide our future. This guide blends: Whether you’re a learner, teacher, coder, or deep thinker—you’re about to explore a universe where simplicity becomes infinite. 1. The Cosmic Mystery of Fractals Fractals break the rules of traditional geometry. While a square or circle has clear boundaries, a fractal keeps repeating , branching , and revealing new patterns as you zoom in. 🧠 Thought Experiment : If you could shrink endlessly and keep zooming into a mountain ridge or leaf vein—would the structure ever stop? That’s the paradox of fractals:...

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