From d9900ffcc2fc303636d9ab6af018682c652e3e8f Mon Sep 17 00:00:00 2001 From: "Ryan C. Cooper" Date: Thu, 27 Sep 2018 15:49:37 -0400 Subject: [PATCH] added beam vibration video --- ME3263-Lab_03.ipynb | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) diff --git a/ME3263-Lab_03.ipynb b/ME3263-Lab_03.ipynb index 8122c05..9fef8c8 100644 --- a/ME3263-Lab_03.ipynb +++ b/ME3263-Lab_03.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 145, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -63,7 +63,7 @@ "\\frac{\\cos\\beta_n L + \\cosh\\beta_n L}{\\sin\\beta_n L+\\sinh\\beta_n L}\n", "\\left(\\sin\\beta_n x -\\sinh\\beta_n x\\right)\\right)$ (3)\n", "\n", - "where the formula $\\cosh(\\beta_n L)\\cos(\\beta_n L) +1 =0$ defines the constants $\\beta_n$, $L$ is the length of the beam, and $A_n$ and $B_n$ are constants derived from initial conditions. In the experiment, you will deliver an impulse to the cantilever specimens. An impulse will only require $\\sin(t)$ components, so $A_n$=0 for all n. " + "where the formula $\\cosh(\\beta_n L)\\cos(\\beta_n L) +1 =0$ defines the constants $\\beta_n$, $L$ is the length of the beam, and $A_n$ and $B_n$ are constants derived from initial conditions. In the experiment, you will deliver an impulse to the cantilever specimens. An impulse will only require $\\sin(t)$ components, so $A_n$=0 for all n. The beam will vibrate similar to the following video [Beam vibrations](https://photos.app.goo.gl/t5a79MEz7PrM9vhf7). " ] }, { @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -121,13 +121,13 @@ "Text(0,0.5,'a.u.')" ] }, - "execution_count": 171, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -178,13 +178,13 @@ "(0, 5)" ] }, - "execution_count": 172, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -241,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -268,7 +268,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 5, "metadata": {}, "outputs": [ {