Generate the reduced basis “matrix” \(Z\) and all necessary reduced basis quantities. You have two options: you can use the solution "snapshots" directly in \(Z\) or perform a Gram-Schmidt orthonormalization to construct \(Z\) (Note that you require the \(X\) – inner product to perform Gram-Schmidt; here, we use \((\cdot, \cdot)_X = a(\cdot, \cdot; \mu )\), where \(\mu = 1\) – all conductivities are \(1\) and the Biot number is \(0.1\)). Calculate the condition number of \(A_N ( \mu )\) for \(N = 8\) and for \(\mu = 1\) and \(\mu = 10\) with and without Gram – Schmidt orthonormalization. What do you observe? Solve the reduced basis approximation (where you use the snapshots directly in \(Z\)) for \(\mu_1 = 0.1\) and \(N = 8\). What is \(u_N( \mu_1)\)? How do you expect \(u_N( \mu_2)\) to look like for \(\mu_2= 10.0\)? What about \(\mu_3 = 1.0975\)? Solve the Gram – Schmidt orthonormalized reduced basis approximation for \(\mu_1 = 0.1\) and \(\mu
2 = 10\) for \(N = 8\). What do you observe? Can you justify the result? For the remaining questions you should use the Gram – Schmidt orthonormalized reduced basis approximation.
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