Derivation of the Reference Strain and Boundary Condition
This code will establish a reference strain and boundary condition as in (Sec. III C)
We use Frenet convention, the z direction is along the tangent, which is the derivative of p with respect to s. Transfer
to local frame using where ![](data:image/png;base64,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)
Since
uses s as the variable, ![](data:image/png;base64,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)
From Eq. (6),
, therefore
as long as z is along the tangent of the curve, which is true for the original reference state. syms phi alpha s r theta rot_n
assume([phi alpha s r, theta],'real')
assume([phi alpha s r, theta],'positive')
is the reference postion vectorp_star = [ r*cos(-phi); r*sin(-phi); s*sin(-alpha); ]
p_star =
![](data:image/png;base64,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)
p_star = subs(p_star, phi, s*cos(alpha)/r)
p_star =
![](data:image/png;base64,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)
p_star_prime = diff(p_star, s)
p_star_prime =
![](data:image/png;base64,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)
R_star = Rz(pi - phi)*Rx(-pi/2 - alpha)
R_star =
![](data:image/png;base64,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)
A short demo of the trame transformation is shown in the following animaiton, In the beginning body frame xyz coincides with global frame XYZ. We only look at the orientation. First, rotate around z axis
degree, then roate around current x axis ![](data:image/png;base64,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)
R_star = subs(R_star, phi,s*cos(alpha)/r);
R_star = simplify(R_star) %
R_star =
![](data:image/png;base64,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)
R_star_prime = diff(R_star, s) % derivative with respect to s
R_star_prime =
![](data:image/png;base64,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)
R_star_trans = R_star.'
R_star_trans =
![](data:image/png;base64,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)
u_skew = R_star_trans*R_star_prime
u_skew =
![](data:image/png;base64,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)
Simplify
u_skew = simplify(u_skew)
u_skew =
![](data:image/png;base64,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)
u_star = simplify(unskew(u_skew), 'Steps',10)
u_star =
![](data:image/png;base64,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)
Notice that the second element is
and the thrid element is ![](data:image/png;base64,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)
v_star = R_star_trans*p_star_prime
v_star =
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)
v_star = simplify(v_star, 'Steps',50)
v_star =
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAEkAAAB5CAYAAAB1CQxxAAAMfklEQVR4Xu1dfYwdVRU/5+5X0241KgY/oiRGxVCxhgUbst2ZO7ulH7SYrNhiBPwINEqjxRIVjEg0SqQ2wVAJAlKDCoqCNhEpWNqdO2+XNE1dIrWsRQKRCiou0mp3m+123xxzNjPNzfjem3tn5r3d17z9a5N3P879zbnnnnPv+UBo/aUigKktMjRYtmzZGxYsWPAAABwdHx/fODY2Np1hmNQuruveAgBrEfFypdTLqR0yNigcpJ6eno7FixdvI6JBIcRK3/efy0hbare+vr63CyF+BwCvTE1NXbV///7/pnbK0KBwkKSU64jo54i4WSl1fwaarLp4nueGYfgoAHw9CII7AYCsBjBoXChInuedG4bhbkTcBwCfUUpNGdCQtwm6rnsrAFwfbbsn8g6Y7F8YSCtXrlw0PT39IAD0IuIK3/efKZrYauP19/e/MwzDx4ioHIbhuuHh4X8UOXdhILmuuwkRtxPRLUEQfLcebF9r4a7rrkfEXxDRHYh4o1JqpiigCgFJ22ZHhRBrh4aGXimKQNNxmJNPnjz5KwCQQohLfd8PTPumtcsNUnSa3csyCACuVUrtSJs0+Xtvb+87Ojo6thDRBYj4IhF9CAAOlcvlrSMjI38xHS8S4rsQ8cDMzMzgyMjIUdO+tdrlBikmjBeFiGuVUq9ZEIZSyg0AcA8R/XJiYmLL6OjoCQa+u7v7mwDwpeiU/LHJ9pVSLgAAPlE/Hn2wQk7XXCDFLI6Il2bhIinlaiL6NSKyoF2hlPprDPDy5cvf1N7evpOILkLEK5RSrA+l/rmu6yHiLgB4rqitnwskz/PWEtEjRDQWhuHq4eHh8dRVRA2klGcR0WOI+BEi2hYEwY1JbpFSXgMA9wHAM6YLZm4iogcR8WMAcJNSaqspTdXaZQYpwUXWxLiuO4iID0eErVNK/Z9+43neUiLaAwBn2XBqPDYRvTAzM3PJU089dSQPUJlBitmaiF5HxAGl1GFTQqSU7US0AxE/RUR/I6KBUqn0fLL/xRdf/ObOzs4nEPEiItrV1dW1Yffu3ZNp8/T19b1VCMH9LiCi64Mg2J7Wp3DBrQnIKwCAT7PP2+gl+uKjU6y/0lbVuZWIXmxra+sfGhp6yWTBUkrevrcR0dO2oiA5fiZOklJeCABPAgDv/0uDIPBNCI/beJ63hIj2AsDZaRwipfwhfwQAmArDcFWpVCqZzCWl/ADPgYg8x/ogCHaa9KvUJgtIbCttRcSvZP1KUsoPAwDLmrdYgASIuNr3/d+bLHbNmjVdJ06c+Bkiriei3yDilVltSWuQ9P0OAFuVUjeZEK238TxvFRHNCmobkGzli5SS9SU+HI4BwCVKqT/Y0srtrUHSTo4TQohLfN/fbzux4ziOEII5grdrTYGsbTeehm8WfmI6X39//znlcnkIEd+TRx2wAolPJQC4GwCuIaID09PTq/ft2/e6KdGaTDp9tNuAZLPdeK7Elit1dHR8dM+ePf+xpdcKpN7e3ne3t7c/iYjvz7rVmED9C1uAVEbEVb7vs8A3/pNSfppNFSI6npXzrUAyUQBNqDdVAXp6ehZ2d3c/hIiX1dKnas2ZUEi/oZT6jgmNehsbkPhUuxMRN9nqLBWI0scyVSaHpqamBm3vsVesWPHGU6dO/RYRHSLKNIYxSAkt9tGJiYlPsMVu+1Xi9hpXnqqm/+j6VB7B67rudkT8IgC8luXW1Bgkz/OWhWHI8mgxAGRiWx3Q2MoHALfaeJo8OZLn5UVTBaxPSCsVwHXdzYh4BwCUAaCiQWrLVdpVyfNJK18DcTkRbQ6C4C7b8aucpj8KguBzJvdTcX8jTkocpVVlSIZFoOM4nxVC3E5EP0XEr7JWHN123gAAfPF28/Hjx7ePjo6eyjD+bJeEoWytuhiBJKV8W2QHnUdEmfWNaouUUr6XiLYAwIWIyLcB5xDR38Mw/Nbw8PCfbb56pTn0W4cscskIJF0eRV/8GhurPysHFNlPSnkzAHw7GnO9UuoR0/GNQIoFKA9KRDcEQfB90wnmS7voFjW+ArayOY1A0o5QtsTX+b7/2HxZvCkdiZsHKxUmFaTENe2/owv7P5oSN1/aRc4VKjKp+Lmq4kVfJXpTQRoYGDi7XC4rAOBLLKvbwfkCENOha962wjsVJN32yWP5zzVguhozqyBaXOCZgKRfkFnt5bkGJjm/LlttLvBSQXJd9zpEjLXdu5VS1823xZvSo1kNfEr/IAiCzSZ9U0GSUt4GAPzy0LTHv2ae8GPqrBpARA8vXLjw6scff/xkGlBpIPGVxj2IuDEaeFMQBPx60ZR/nucNEBFfG7fZWA41QUoc/1bCbj6imLiAO9zW1ib37t37ahqtNUHiO6S2trYhAPggW/9Zrk/TCGjk74n7qVf55dn3/WfTaKgJkq4j2eoWaRPPxe+J9RgrxjVBSrCnMfJzAYDJnAmQjMWHDUjGe9iE4LloU0HGGtmhaSCdViQB4IwDyVShNAapmU2SmGv1J6pIpTFyy6kJUuIeydg/aC62kumc+rO5qdZdE6SEGn/GgcRP9iZmVgskA1s0DST2yPCYlcMwfHFycvL8PA+Spluinu0cx9klhFgTrWls0aJFF6TZb2ky6RAALImIflYpxZp3U/85jvOIEOLySHCPh2G4JM1reF6AVFREgMnXa0aQCo0IOCNBqkdEQBpQTcVJ9YoIOKNAMnEIyxoRUAuoenASx3VwfAf/7VBKXZv2pUx+r3dEQApIXxZCbItOtye7uroG06IM0k632NGcxzTSTk1AMnUHzBMRUI2OLFbEnIDUiIiApgepEREBTQ9SoyICKgFV+HZzHOc+IcSs4A7DcEepVCpEcDcqIqASSI7jnBbc7AN67NixwYMHD9YMD0uTSXWx3RL+BcZhEzbv99W2Wz1UgLqA1MiIgCRYTQOSqQpQRERA04LEni9adEFdIwKaGSRoZESADlTTbDcmupERAdVACsPwX5OTk0tGR0drJnxIu77dz3H7kZ3z0sTExHlFXt82KiIgAVIghHCiNR3p6uo6L5ft5jjOiBCi12ZAE9tNa9OQiACdJinlCKcvsllTTU5qAEiz9Nc7IuCMAMmS+3I11zkJAF7o7Oxcmmu7ua77PQ5tj1jz5enp6aVZYm5zrarAzuyBOzk5yU9K/dGaOCrz6rQQEGNfgJbDRJWvlQgEPOO8SkxtwTRO0rPOZArNLHC35B4q4d5YjBNXIh6j6UHK6t5o4zPZ9I6ljuO8DxE5ycu7AMDYvbHlopzXRTkRlsle9EaeYbmFR50GSDi7c2ZVTiw8kTZdWkQAa8OnwyaKCHVPI6iev+vRk0WGTfCVRisAJ+3L2bxspI0117/XLZSrFRRokGSqFV5qAFLiPT5zDqK53mqJrFzFBirz4loh7wafWHd6b1Y1IJH5pvjkCa00HAacpBu6zRhjkgh3tzbUUzVuxjAxibFhaIB/Q5roVyRZPrIRSJHw3oKIt/P/zZavJOEPdVcQBF+wSTdkDJLuLtNswjshtK3SAs0yhSm/JxJN1StiSUgpVxLR14QQm4sq6xGrMFnTMNqApOfQLjqxSwzOrZxDu8ig6EQKxUwf1xik6BExTrhbZPI7Tlt9PQBwfYD1AHBukSAlfMGtM9BbbTdurF9/Vsvrb7p943Z8csahVK7rxoeD9TFdbV5NEc6cSdmWk/QtZ51lLw1AzemzEJASWQ0zZSu15qRIFYgLIFTNNJoGRrXfiwZpTlJN8+KKyqRcCaiiQYqPfk7HaFvsQafPartFHXOnv28EJyW2mnEaoEq0ZQGJHwdyFVJoBEhzXUiBQdKrzFiX5GgQSLMlOQAgyFt8KhMn8SK1EkHWxV3qDVKi2EOmSmF5ZdJs/6hC6U5EZF+fTEpaEqyiBLfm2XvItAZTrRM5Mycl1IFCiCkCJF0UFPXinAukvKXL6sFJ8650WSSbuMQq11M7nLdmUV5OmpdF8BikIsopxhyVF6R5W04x4qa4/m2uwpx5QJrXhTk1Lshd4jUPSPO+xCsDpRcLLpfLq4aHh5+2MXSjYpz3I+InuUyZTUm0pikWzIA4jnM+InKFvgOdnZ1XpjmRcx++FuZSiUS0ARHP14D9JwA8xCGgQoihGmXHTpedLrr+bUxLLhWgEqe0Cpgb7J/otNvG1fmIaHWpVPqTQbdMTeJ8J+wkOjU1dZVtCSHTSQvnJM1keQAAjo6Pj28cGxubNiXIpp3rurcg4iAAXKaUetmmr03buoBkQ0AztG2BZPCVWiC1QDJAwKBJi5NaIBkgYNDkfxfhRB/NlRRKAAAAAElFTkSuQmCC)
This is the ![](data:image/png;base64,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)
xi = simplify([u_star.', v_star.'])
xi =
![](data:image/png;base64,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)
p_star_0 = subs(p_star, s, 0)
p_star_0 =
![](data:image/png;base64,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)
R_ref_0 = subs(R_star, s, 0)
R_ref_0 =
![](data:image/png;base64,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)