From 7c71b782664552d99e51117e4b3f3ae7eaa5c509 Mon Sep 17 00:00:00 2001 From: dcluo Date: Mon, 25 Sep 2023 15:17:35 -0500 Subject: [PATCH] updated notebooks --- tutorials/2_Poisson_CVaR.ipynb | 1 + tutorials/3_Poisson_ChanceConstrained.ipynb | 11 ++++++++--- 2 files changed, 9 insertions(+), 3 deletions(-) diff --git a/tutorials/2_Poisson_CVaR.ipynb b/tutorials/2_Poisson_CVaR.ipynb index 4e2aa20..78e804d 100644 --- a/tutorials/2_Poisson_CVaR.ipynb +++ b/tutorials/2_Poisson_CVaR.ipynb @@ -28,6 +28,7 @@ "\n", "$$\n", "\\text{Find } u \\in \\mathcal{U} \\text{ s.t. } \n", + "r(u,m,v,z) :=\n", "\\int_{\\Omega} e^m \\nabla u \\cdot \\nabla v dx - \\int_{\\Omega} z v dx = 0 \\qquad \\forall v \\in \\mathcal{V}\n", "$$\n", "\n", diff --git a/tutorials/3_Poisson_ChanceConstrained.ipynb b/tutorials/3_Poisson_ChanceConstrained.ipynb index db8c3e8..dd82501 100644 --- a/tutorials/3_Poisson_ChanceConstrained.ipynb +++ b/tutorials/3_Poisson_ChanceConstrained.ipynb @@ -24,11 +24,14 @@ "\\end{align*}\n", "\n", "Here $u$ is the PDE solution, $m$, the uncertain parameter, is the log-coefficient field, and $z$, the optimization variable, is a distributed source.\n", - "We will again use $R(u,m,z)$ to denote the residual of the PDE. The corresponding weak form is \n", + "We will again use $R(u,m,z)$ to denote the strong residual of the PDE. The corresponding weak form, is \n", + "\n", "$$\n", "\\text{Find } u \\in \\mathcal{U} \\text{ s.t. } \n", + "r(u,m,v,z):= \n", "\\int_{\\Omega} e^m \\nabla u \\cdot \\nabla v dx - \\int_{\\Omega} z v dx = 0 \\qquad \\forall v \\in \\mathcal{V}\n", "$$\n", + "\n", "with the trial and test spaces \n", "\n", "\\begin{align*}\n", @@ -37,7 +40,9 @@ "\\end{align*}\n", "\n", "As with tutorial 1, we choose the log-coefficient $m$ to be distributed as a Matern Gaussian random field, $m \\sim \\mathcal{N}(\\bar{m}, \\mathcal{C})$, where the covariance operator $\\mathcal{C} = \\mathcal{A}^{-2}$ is given by the squared-inverse of an elliptic operator \n", + "\n", "$$ \\mathcal{A} = -\\gamma \\Delta + \\delta \\mathcal{I} $$\n", + "\n", "with Homogeneous Neumann boundary conditions. We will assume $(\\gamma, \\delta) = (0.5, 10)$ and $\\bar{m} = -3$ is a constant.\n", "\n", "The goal of our optimization problem is to reach a target source profile $z = 1$ while minimally disturbing the state from $u = x$. \n", @@ -214,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -346,7 +351,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]