From b190b115d80f52d7edb5a0618b9d9b89525bd831 Mon Sep 17 00:00:00 2001 From: "Mads M. Pedersen" Date: Wed, 30 Jan 2019 10:17:19 +0100 Subject: [PATCH] fix exercise --- ...hornsrev_layout_optimization_exercise.ipynb | 18 +++++++++--------- ...hornsrev_layout_optimization_exercise.ipynb | 18 +++++++++--------- 2 files changed, 18 insertions(+), 18 deletions(-) diff --git a/_notebooks/elements/hornsrev_layout_optimization_exercise.ipynb b/_notebooks/elements/hornsrev_layout_optimization_exercise.ipynb index 077c9e7a..4f0f9b49 100644 --- a/_notebooks/elements/hornsrev_layout_optimization_exercise.ipynb +++ b/_notebooks/elements/hornsrev_layout_optimization_exercise.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -100,13 +100,13 @@ "output_type": "stream", "text": [ "AEP ref 692.800850831212\n", - "AEP 696.6038571239302\n", - "Increase: 0.548932 %\n" + "AEP 692.8459335024276\n", + "Increase: 0.006507 %\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -143,10 +143,10 @@ "# =======================================\n", "# Specify offsets \n", "# =======================================\n", - "row_offset_x = -np.linspace(0,1,8)* 478\n", + "row_offset_x = np.linspace(0,1,8)* -500\n", "row_offset_y = np.linspace(0,1,8) * 0\n", "\n", - "col_offset_x = np.linspace(0,1,10) * 478\n", + "col_offset_x = np.linspace(0,1,10) * 0\n", "col_offset_y = np.linspace(0,1,10) * 0\n", "\n", "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)\n" diff --git a/docs/notebooks/hornsrev_layout_optimization_exercise.ipynb b/docs/notebooks/hornsrev_layout_optimization_exercise.ipynb index 3d8d7bf9..8f1fc0ac 100644 --- a/docs/notebooks/hornsrev_layout_optimization_exercise.ipynb +++ b/docs/notebooks/hornsrev_layout_optimization_exercise.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -70,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -121,13 +121,13 @@ "output_type": "stream", "text": [ "AEP ref 692.800850831212\n", - "AEP 696.6038571239302\n", - "Increase: 0.548932 %\n" + "AEP 692.8459335024276\n", + "Increase: 0.006507 %\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -164,10 +164,10 @@ "# =======================================\n", "# Specify offsets \n", "# =======================================\n", - "row_offset_x = -np.linspace(0,1,8)* 478\n", + "row_offset_x = np.linspace(0,1,8)* -500\n", "row_offset_y = np.linspace(0,1,8) * 0\n", "\n", - "col_offset_x = np.linspace(0,1,10) * 478\n", + "col_offset_x = np.linspace(0,1,10) * 0\n", "col_offset_y = np.linspace(0,1,10) * 0\n", "\n", "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)\n"