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== <span style="color: #FFFFFF;">Applying</span> == '''Simulating Electron Density in a 1D Periodic Potential (Kronig-Penney Model):''' <syntaxhighlight lang="python"> import numpy as np import matplotlib.pyplot as plt def solve_1d_periodic(n_cells, points_per_cell, potential_strength): """ Simplified simulation of electron energy bands in a crystal. """ n_total = n_cells * points_per_cell x = np.linspace(0, n_cells, n_total) dx = x[1] - x[0] # Potential: series of delta-like peaks at cell boundaries V = np.zeros(n_total) V[::points_per_cell] = potential_strength # Hamiltonian: -1/2 * d^2/dx^2 + V main_diag = np.ones(n_total) / (dx**2) + V off_diag = -0.5 * np.ones(n_total - 1) / (dx**2) H = np.diag(main_diag) + np.diag(off_diag, k=1) + np.diag(off_diag, k=-1) # Periodic boundary conditions H[0, -1] = H[-1, 0] = -0.5 / (dx**2) energies = np.linalg.eigvalsh(H) return energies # Compare free electron vs. periodic potential free_energies = solve_1d_periodic(10, 50, 0) crystal_energies = solve_1d_periodic(10, 50, 100) plt.figure(figsize=(10, 4)) plt.scatter(range(len(free_energies)), sorted(free_energies), s=5, label='Free Space') plt.scatter(range(len(crystal_energies)), sorted(crystal_energies), s=5, label='In Crystal') plt.ylabel("Energy Levels") plt.xlabel("State Number") plt.title("Emergence of Energy Bands and Gaps") plt.legend() plt.show() </syntaxhighlight> ; Technological Impact : '''Transistors & LEDs''' β The entire digital revolution (Silicon, Gallium Nitride). : '''High-Strength Materials''' β Carbon nanotubes, Graphene, advanced alloys. : '''MRI Magnets''' β Superconducting coils. : '''Data Storage''' β Giant Magnetoresistance (GMR) in hard drives. : '''Solar Cells''' β Photovoltaics. </div> <div style="background-color: #8B4500; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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