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 Incoming links: MATLAB

MATLAB Created 2026-10-24 Updated 2026-11-05

MATLAB is a numerical programming language and computing environment organized around arrays and matrix operations. A matrix multiplication expresses a mathematical linear-algebra operation directly, while elementwise multiplication applies independently to corresponding entries; confusing the two changes the computation. The environment includes visualization and numerical libraries, with additional capabilities supplied through toolboxes. Most ordinary numerical calculations use finite-precision arithmetic, so algebraically equivalent expressions can differ through rounding. The language and environment are developed by MathWorks.^[ref]

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Past exam of the year 2 of the earth sciences (geology) course of the University of Oxford / 2025 / Paper 3 / 7 / d / Solution 2026-10-25

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Constant thermal diffusivity makes the Fourier spectral method diagonal: each Fourier mode can be evolved by its exact exponential multiplier.
The smooth initial Gaussian function has rapidly decaying Fourier coefficients, so a moderate grid resolves it well. The Fast Fourier transform provides an efficient change between the spatial grid and those coefficients.
A discrete Fourier transform describes a periodically repeated array. Opposite edges are identified by periodic boundary conditions; this is a periodically continued plate model, rather than a plate with prescribed cold or insulated edges.
The initial hot spot is far from those edges. Over the stated short interval its width remains much smaller than the side length, so the periodic images have negligible influence near the centre. At sufficiently long times, periodic diffusion tends to the conserved spatial mean.

For consistency with the supplied wavenumbers, use an FFT grid on a periodic interval:

x_{j} = j L_{x} / n_{x}

0 \leq j < n_{x}

, and similarly for

y

. In MATLAB, replace the endpoint-inclusive coordinate definitions by x = (0:nx-1)*Lx/nx; and y = (0:ny-1)*Ly/ny;. The supplied linspace arrays instead have spacing

L_{x} / (n_{x} - 1)

while the Fourier multipliers assume

L_{x} / n_{x}

. Including both copies of the periodic endpoint creates a grid inconsistency, separate from high-frequency aliasing.

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Past exam of the year 2 of the earth sciences (geology) course of the University of Oxford / 2025 / Paper 3 / 7 / h / Solution 2026-10-25

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A spatially uniform source changes only the zero Fourier mode. Its exact integrated increment over a time step beginning at

t

Δ q = \int_{t}^{t + Δ t} 0.1 e^{- s /10} d s = e^{- t /10} - e^{- (t + Δ t) /10} .

(1)

The unnormalised two-dimensional discrete Fourier transform stores a constant field

q

n_{x} n_{y} q

in element (1,1).^[ref] Keep the existing homogeneous exponential multiplication and add this source increment to that element:

for i = 1:nt
    t = (i-1)*dt;
    u_hat = u_hat .* exp(-alpha*K2*dt);
    dq = exp(-t/10) - exp(-(t+dt)/10);
    u_hat(1,1) = u_hat(1,1) + nx*ny*dq;
end

This replacement uses the original variable names and MATLAB indexing. The uniform forcing of a periodic heat equation is integrated exactly in time here. No source multiplier is applied to the other modes, and the zero-mode homogeneous multiplier equals one. Adding only dq to the unnormalised coefficient would underestimate the physical temperature increment by the factor

n_{x} n_{y}

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