From ef19695119f4ef335bfce19393dbfff5985e480a Mon Sep 17 00:00:00 2001 From: dylewsky Date: Thu, 4 Jun 2020 13:25:10 -0700 Subject: [PATCH] Fix index error in ERA function --- CH09/CH09_SEC03_ERA_OKID.ipynb | 60 ++++++++++------------------------ 1 file changed, 17 insertions(+), 43 deletions(-) diff --git a/CH09/CH09_SEC03_ERA_OKID.ipynb b/CH09/CH09_SEC03_ERA_OKID.ipynb index cff5984..b021c09 100644 --- a/CH09/CH09_SEC03_ERA_OKID.ipynb +++ b/CH09/CH09_SEC03_ERA_OKID.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -166,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -177,22 +177,9 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 57, "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "could not broadcast input array from shape (2,2) into shape (2,1)", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m## Compute OKID and then ERA\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mH\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mOKID\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0myRandom\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0muRandom\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mmco\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mH\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# m_c = m_o\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mAr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mBr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mCr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mDr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mHSVs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mERA\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mH\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmco\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmco\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mq\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mp\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0msysERAOKID\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mss\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mAr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mBr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mCr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mDr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m\u001b[0m in \u001b[0;36mOKID\u001b[1;34m(y, u, r)\u001b[0m\n\u001b[0;32m 70\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mLL\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 71\u001b[0m \u001b[0mYbar1\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mYbar\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mQQ\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mQQ\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mPP\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mi\u001b[0m \u001b[1;33m:\u001b[0m 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\u001b[0mQQ\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mQQ\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mPP\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 73\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 74\u001b[0m \u001b[0mY\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mYbar1\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mYbar2\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m@\u001b[0m \u001b[0mD\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: could not broadcast input array from shape (2,2) into shape (2,1)" - ] - } - ], + "outputs": [], "source": [ "## Compute OKID and then ERA\n", "H = OKID(yRandom,uRandom,r)\n", @@ -203,14 +190,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -266,14 +253,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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