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...

Fock Space: A Quantum Particle Counting System

Fock Space: A Quantum Particle Counting System Matrix Space Toolkit in SageMath

Understanding Hilbert Space, Bosonic Symmetry, and Particle Operators

In quantum mechanics, we need a special mathematical space to manage particles systematically. This space is known as Fock Space. Imagine it like a shelf system where particle states are organized by their count.

1. Hilbert Space \( L^2(\mathbb{R}^3) \): The Foundation

Hilbert space \( L^2(\mathbb{R}^3) \) is a space of all functions that describe where a particle might exist in 3D space. These functions must satisfy the condition:

$$ \int_{\mathbb{R}^3} |f(x)|^2 \, dx < \infty $$

Meaning: The total probability of finding the particle somewhere in space must be finite. If it's not, the physics breaks down. Simply put—every particle must exist somewhere!

2. Symmetric Functions — Required for Bosons

Bosons (such as photons or Higgs boson) are indistinguishable particles. Swapping two bosons should not change their state. So, their wave function must be symmetric:

$$ f(x_1, x_2) = f(x_2, x_1) $$

This symmetry is essential because bosons can’t be distinguished from each other—even conceptually.

3. Fock Space as a Particle Shelf

Now, Fock space is essentially a system that stores particle states according to how many particles there are. Like a shelf system:

Particle CountFunctionShelf Name
0Constant (Vacuum State)\( K_0 \)
1\( K_1(x) \) — function of one position\( K_1 \)
2\( K_2(x_1, x_2) \) — symmetric\( K_2 \)
n\( K_n(x_1, ..., x_n) \) — with proper symmetry\( K_n \)

You can store states for zero to infinite particles — that full organized system is called Fock Space.

4. Creation and Annihilation Operators

We use special operators to add or remove particles from the system:

  • \( a^\dagger(\phi) \): Creation operator — adds a particle in state \( \phi \)
  • \( a(\phi) \): Annihilation operator — removes a particle from state \( \phi \)

Examples:

$$ a^\dagger(\phi) | \text{vacuum} \rangle \rightarrow | 1 \text{ particle in } \phi \rangle $$
$$ a(\phi) | 1 \text{ particle} \rangle \rightarrow | \text{vacuum} \rangle $$

5. Commutation Rules

These operators obey rules to ensure safe manipulation of quantum states:

$$ [a(\phi_1), a(\phi_2)] = 0 $$ $$ [a^\dagger(\phi_1), a^\dagger(\phi_2)] = 0 $$ $$ [a(\phi_1), a^\dagger(\phi_2)] = \langle \phi_1, \phi_2 \rangle \cdot \text{Id} $$

This means particles don’t interfere when in different states. If they share states or overlap, their interactions are measured through their inner product \( \langle \phi_1, \phi_2 \rangle \).

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