From 42f8ad33fef39c8d533dcc2103017ff932dde727 Mon Sep 17 00:00:00 2001 From: Gunnar Voet Date: Mon, 3 Jul 2017 11:05:54 -0700 Subject: [PATCH] form drag --- analysis/bump_analysis.ipynb | 62 +++++++++++++++++++++++++----------- 1 file changed, 44 insertions(+), 18 deletions(-) diff --git a/analysis/bump_analysis.ipynb b/analysis/bump_analysis.ipynb index ebe804b..c530a76 100644 --- a/analysis/bump_analysis.ipynb +++ b/analysis/bump_analysis.ipynb @@ -2371,7 +2371,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 161, "metadata": { "collapsed": true }, @@ -2382,7 +2382,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 162, "metadata": { "collapsed": false }, @@ -2390,18 +2390,18 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 142, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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PH7zGytW72BXt/XeFHfuOtZ1yH/qWYkT8Qke0JGRySR4Ti0exbk93sL+5/zgR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\nsqVeAgAAAABJRU5ErkJggg==\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2428,7 +2428,7 @@ }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 168, "metadata": { "collapsed": false }, @@ -2456,7 +2456,7 @@ " units: m^2/s^2" ] }, - "execution_count": 267, + "execution_count": 168, "metadata": {}, "output_type": "execute_result" } @@ -2467,7 +2467,7 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 169, "metadata": { "collapsed": false }, @@ -2476,7 +2476,7 @@ "data": { "image/png": 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WObtX24LrR63kIsCzy5CLsTvgyDtWQVk2xtpZe+GsCSbYc0Sk0gYrArNqlaUj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\nsRGLtJCZO1VBXFfA3ae+/3977x48y3bV933W7u6Z+T3O676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ciuA4N9w+rrgyzjgsXVXw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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2489,7 +2489,7 @@ }, { "cell_type": "code", - "execution_count": 278, + "execution_count": 170, "metadata": { "collapsed": false }, @@ -2514,7 +2514,7 @@ }, { "cell_type": "code", - "execution_count": 279, + "execution_count": 171, "metadata": { "collapsed": false }, @@ -2525,7 +2525,7 @@ "[(284000.0, 295000.0)]" ] }, - "execution_count": 279, + "execution_count": 171, "metadata": {}, "output_type": "execute_result" }, @@ -2533,7 +2533,7 @@ "data": { "image/png": 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8LhF1SdYF5ipRV/bFJO20om/wmI4zuuOck4NASqJNM+J7M/bf9jnZ3lWfK980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\nK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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2555,7 +2555,7 @@ }, { "cell_type": "code", - "execution_count": 283, + "execution_count": 172, "metadata": { "collapsed": false }, @@ -2566,7 +2566,7 @@ }, { "cell_type": "code", - "execution_count": 284, + "execution_count": 173, "metadata": { "collapsed": false }, @@ -2575,7 +2575,7 @@ "data": { "image/png": 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EZD4wH6CkpISlS5d2O4a6uroefa63HC++XdVHk8G7mz5gUN32uFxz/RYnMfiC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\nsGTRFAjxlQXrWLSptHnbVac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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2600,7 +2600,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The energy lost to form drag is $U D_{Form}$ - not quite sure which velocity to use here." + "The energy lost to form drag is $U D_{Form}$ - not quite sure which velocity to use here. Maybe the upstream velocity 0.2 m/s?" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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qnX2UFmZx98dncNnMUXh6cHEfkptJvb+F6qomxsdhMrr8rAyuX3AcP1+yGRES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\nAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "EDF = DF*0.2\n", + "fig, ax = plt.subplots()\n", + "ax.plot(b6['T']/3600,EDF)\n", + "ax.grid()\n", + "ax.set(xlabel='time [hrs]',ylabel='E$_{DForm}$ [J]',title='Energy lost to Form Drag');" ] }, {