From 55899ab3b5ff89dd8615a911895f4bf64d2ae73f Mon Sep 17 00:00:00 2001 From: NT Date: Wed, 1 Jun 2022 15:49:23 +0200 Subject: [PATCH] fixed and clarified input structure for supervised code example --- supervised-airfoils.ipynb | 29 +++++++++++++++-------------- 1 file changed, 15 insertions(+), 14 deletions(-) diff --git a/supervised-airfoils.ipynb b/supervised-airfoils.ipynb index b38e00f..c3c8952 100644 --- a/supervised-airfoils.ipynb +++ b/supervised-airfoils.ipynb @@ -47,8 +47,9 @@ "$u_x,u_y$ and $p$ each have a dimension of $128^2$.\n", "As inputs we have the Reynolds number $\\text{Re} \\in \\mathbb{R}$, the angle of attack\n", "$\\alpha \\in \\mathbb{R}$, and the airfoil shape $\\mathbf{s}$ encoded as a rasterized grid with $128^2$.\n", - "Both constant, scalar inputs $\\text{Re}$ and $\\alpha$ are likewise extended to a size of $128^2$.\n", - "Thus, put together, both input and output have the same dimensions: $x,y^* \\in \\mathbb{R}^{3\\times128\\times128}$.\n", + " $\\text{Re}$ and $\\alpha$ are encoded in terms of the freestream flow velocity $\\mathbf{f}$, the x and y components of which are encoded as constant fields of size $128^2$, and contain zeros in the airfoil region.\n", + "Thus, put together, both input and output have the same dimensions: $x,y^* \\in \\mathbb{R}^{3\\times128\\times128}$. The inputs contain \n", + "$[f_x,f_y,\\text{mask}]$, while the outputs store the channels $[p,u_x,u_y]$.\n", "This is exactly what we'll specify as input and output dimensions for the NN below.\n", "\n", "A point to keep in mind here is that our quantities of interest in $y^*$ contain three different physical fields. While the two velocity components are quite similar in spirit, the pressure field typically has a different behavior with an approximately squared scaling with respect to the velocity (cf. [Bernoulli](https://en.wikipedia.org/wiki/Bernoulli%27s_principle)). This implies that we need to be careful with simple summations (as in the minimization problem above), and that we should take care to normalize the data.\n" @@ -73,7 +74,7 @@ "base_uri": "https://localhost:8080/" }, "id": "JwZudtWauiGa", - "outputId": "44bb304e-5839-41a1-9cb0-2f52a41f0d90" + "outputId": "ac464e27-1aad-4a64-d748-6bb1b6b566a5" }, "outputs": [ { @@ -162,7 +163,7 @@ "height": 353 }, "id": "6y6YGxMeNECD", - "outputId": "20e4ed46-2ec0-4144-d9da-e49a9f6aa6a2" + "outputId": "ac8e0746-a975-4dc9-de80-cc8202b36f6e" }, "outputs": [ { @@ -171,7 +172,7 @@ "text/plain": [ "
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\n" + "image/png": 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\n" }, "metadata": { "needs_background": "light" @@ -198,7 +199,7 @@ " if title is not None: pylab.title(title)\n", "\n", "NUM=72\n", - "showSbs(npfile[\"inputs\"][NUM],npfile[\"targets\"][NUM], stats=False, bottom=\"Target Output\", top=\"Inputs\", title=\"3 inputs are shown at the top (in-ux, in-uy, mask), with the 3 output channels (p,ux,uy) at the bottom\")\n" + "showSbs(npfile[\"inputs\"][NUM],npfile[\"targets\"][NUM], stats=False, bottom=\"Target Output\", top=\"Inputs\", title=\"3 inputs are shown at the top (free-ux, free-uy, mask), with the 3 output channels (p,ux,uy) at the bottom\")\n" ] }, { @@ -216,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -282,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "id": "PVNjz4FjGhdY" }, @@ -389,7 +390,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -451,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -540,7 +541,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -597,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -659,7 +660,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -808,4 +809,4 @@ }, "nbformat": 4, "nbformat_minor": 0 -} +} \ No newline at end of file