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Winberry, 2014 Whillans Model
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:0dd60e355a0f9dcc16a0b49fcee92b293008a94350674b21d68db63bb1d8505a" | |
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"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%matplotlib inline\n", | |
"from IPython.display import display,Image" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Repeat Analysis of Winberry et al., 2014\n", | |
"\n", | |
"*Winberry, J. P., Anandakrishnan, S., Alley, R. B., Wiens, D. A., & Pratt, M. J. (2014). Tidal pacing, skipped slips and the slowdown of Whillans Ice Stream, Antarctica. Journal of Glaciology, 60(222), 795\u2013807.*\n", | |
"\n", | |
"## Purpose\n", | |
"\n", | |
"This notebook will reproduce the model developed in section 3.4 of the paper. The model is used look at the force balance preceding a stick-slip event and does not consider the dynamics of the event.\n", | |
"\n", | |
"## Model Development\n", | |
"The model comes from previous papers mentioned including:\n", | |
"- Bindschadler RA, King MA, Alley RB, Anandakrishnan S and Padman L (2003) Tidally controlled stick\u2013slip discharge of a\n", | |
"West Antarctic ice stream. Science, 301(5636), 1087\u20131089\n", | |
"- Winberry JP, Anandakrishnan S, Alley RB, Bindschadler RA and King MA (2009) Basal mechanics of ice streams: insights\n", | |
"from the stick\u2013slip motion of Whillans Ice Stream, West Antarctica. J. Geophys. Res., 114(F1), F01016\n", | |
"- Winberry JP, Anandakrishnan S, Wiens DA, Alley RB and Christianson K (2011) Dynamics of stick\u2013slip motion, Whillans\n", | |
"Ice Stream, Antarctica. Earth Planet. Sci. Lett., 305(3\u20134),283\u2013289" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"Image(filename='Fig_10.png')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
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SuvBdY0bpZwhEzvNzuumyJcIgnLaPHDHS9ex1v2yLSls+dmz9JPupDFLVIbGh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113hk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\nH9iWJUuWAsQtlNTUNJkCMPbOO+9CcvWV7NixUyVTi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n6jSYjdN2LEKAzaFqeI38eJwA/v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\ng+WjEO5z66EIitePJNa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| |
"prompt_number": 2, | |
"text": [ | |
"<IPython.core.display.Image at 0x104446310>" | |
] | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Variable Definition\n", | |
"\n", | |
"* $\\tau_{\\text{sticky-spot}}$ - Shear stress on sticky-spot\n", | |
"* $E$ - Young's Modulus of Ice ($8.3 \\text{x} 10^9$ Pa, Gold, 1958)\n", | |
"* $x$ - Inter-event motion of the up and downstream regions \n", | |
"* $H$ - Ice thickness\n", | |
"* $L$ - Length up/downstream of the sticky-spot\n", | |
"* $W$ - Average ice stream width\n", | |
"* $A_{\\text{sticky-spot}}$ - Area of sticky-spot\n", | |
"* $v$ - Velocity of ice up/downstream\n", | |
"* $\\sigma$ - Longitudinal compressive stress\n", | |
"* $\\epsilon$ - Strain\n", | |
"* $A$ - Glen's Flow Law Parameter\n", | |
"* Overdots denote time derivatives" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Declare model variables defined above\n", | |
"E_ice = 8.3e9 #Pa\n", | |
"v_up = 1. #m/day\n", | |
"v_dn = 0.15 #m/day\n", | |
"H_up = 1000. #m\n", | |
"H_dn = 750. #m\n", | |
"L_up = 100000. #m\n", | |
"L_dn = 60000. #m\n", | |
"W = 100000. #m\n", | |
"A_sticky = np.pi*12000**2 #m^2\n", | |
"A = 2.1e-25 #s^-1 Pa^-3 for ice at -15C\n", | |
"\n", | |
"# Model run parameters\n", | |
"t_max = 30. #hours\n", | |
"t_step = .001 #hours\n", | |
"\n", | |
"# Do some unit conversions - Don't change these\n", | |
"v_up = v_up/8.64e4 #m/day to m/s\n", | |
"v_dn = v_dn/8.64e4 #m/day to m/s\n", | |
"t_max = t_max*3600. #hours to seconds\n", | |
"t_step = t_step*3600. #hours to seconds\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Elastic Model\n", | |
"\n", | |
"$$\\tau_{\\text{sticky-spot}} = \\frac{EWH_{\\text{up}}x_{\\text{up}}}{L_{\\text{up}}A_{\\text{sticky-spot}}} + \\frac{EWH_{\\text{dn}}x_{\\text{dn}}}{L_{\\text{dn}}A_{\\text{sticky-spot}}}$$\n", | |
"\n", | |
"\n", | |
"### Viscoelastic Model\n", | |
"\n", | |
"The force budget also can be obtained with representation of the material as a Maxwell material. \n", | |
"\n", | |
"$$\\dot\\sigma=E\\dot\\epsilon - EA\\sigma^3$$\n", | |
"$$\\dot\\epsilon = \\frac{v}{L}$$\n", | |
"\n", | |
"\n", | |
"Next a large assumption is made. **\"Assuming that the applied stress is zero following the termination of a slip event, basal shear stress $\\tau$ on the sticky spot is then estimated by summing the calculated upstream and downstream componets of the applied stress\"**\n", | |
"\n", | |
"$$\\tau_{\\text{sticky-spot}} = \\frac{\\sigma_{\\text{up}}WH_{\\text{up}}+\\sigma_{\\text{dn}}WH_{\\text{dn}}}{A_{\\text{sticky-spot}}}$$\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"model = np.zeros((t_max/t_step+1,11))\n", | |
"\n", | |
"# Time in seconds\n", | |
"model[:,0] = np.arange(0,t_max+t_step,t_step)\n", | |
"# Upstream displacement in meters\n", | |
"model[:,1] = model[:,0] * v_up\n", | |
"# Downstream displacement in meters\n", | |
"model[:,2] = model[:,0] * v_dn\n", | |
"# Upstream strain\n", | |
"model[:,3] = model[:,1] / L_up\n", | |
"# Downstream strain\n", | |
"model[:,4] = model[:,2] / L_dn\n", | |
"# Elastic model upstream componet in Pa\n", | |
"model[:,5] = ((E_ice*W*H_up*model[:,1])/(L_up*A_sticky)) \n", | |
"# Elastic model downstream componet in Pa\n", | |
"model[:,6] = ((E_ice*W*H_dn*model[:,2])/(L_dn*A_sticky))\n", | |
"# Elastic model sticky spot shear stress in Pa\n", | |
"model[:,7] = model[:,5] + model[:,6]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Do simple finite diff. for the visco-elastic model\n", | |
"\n", | |
"# Set initial conditions\n", | |
"model[0,8] = 0. # Sigma up\n", | |
"model[0,9] = 0. # Sigma down\n", | |
"\n", | |
"for i in range(1,np.shape(model)[0]):\n", | |
" d_sigma_up = t_step*(E_ice*v_up/L_up - E_ice*A*model[i-1,8]**3)\n", | |
" d_sigma_dn = t_step*(E_ice*v_dn/L_dn - E_ice*A*model[i-1,9]**3)\n", | |
" \n", | |
" model[i,8] = model[i-1,8] + d_sigma_up\n", | |
" model[i,9] = model[i-1,9] + d_sigma_dn\n", | |
"\n", | |
"# Calculate the shear stress\n", | |
"model[:,10] = (model[:,8]*W*H_up+model[:,9]*W*H_dn)/A_sticky" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Setup figure and axes\n", | |
"# Generally plots is ~1.33x width to height (10,7.5 or 12,9)\n", | |
"fig = plt.figure(figsize=(9,9))\n", | |
"ax1 = plt.subplot(111)\n", | |
"\n", | |
"# Set labels and tick sizes\n", | |
"ax1.set_xlabel(r'Time Since Previous Slip Event (hours)',fontsize=18)\n", | |
"ax1.set_ylabel(r'Accumulated Shear Stress (kPa)',fontsize=18)\n", | |
"ax1.tick_params(axis='both', which='major', labelsize=16)\n", | |
"\n", | |
"# Turns off chart clutter\n", | |
"\n", | |
"# Turn off top and right tick marks \n", | |
"ax1.get_xaxis().tick_bottom() \n", | |
"ax1.get_yaxis().tick_left() \n", | |
"\n", | |
"# Turn off top and right splines\n", | |
"ax1.spines[\"top\"].set_visible(False) \n", | |
"ax1.spines[\"right\"].set_visible(False) \n", | |
"\n", | |
"# Make dashed lines\n", | |
"for y in np.arange(0,35,5):\n", | |
" ax1.axhline(y=y,color='0.6',linestyle='--')\n", | |
"\n", | |
"# Plotting\n", | |
"ax1.plot(model[:,0]/3600.,model[:,7]/1000.,color='r',linewidth=4,label='Elastic Rheology')\n", | |
"ax1.plot(model[:,0]/3600,model[:,10]/1000.,color='b',linewidth=4,label='Viscoelastic Rheology')\n", | |
"\n", | |
"ax1.plot(model[:,0]/3600.,model[:,8]*W*H_up/A_sticky/1000.,color='b',linewidth=1)\n", | |
"ax1.plot(model[:,0]/3600.,model[:,9]*W*H_dn/A_sticky/1000.,color='b',linewidth=1)\n", | |
"ax1.plot(model[:,0]/3600.,model[:,6]/1000.,color='r',linewidth=1)\n", | |
"ax1.plot(model[:,0]/3600.,model[:,5]/1000.,color='r',linewidth=1)\n", | |
"\n", | |
"# Set limits\n", | |
"ax1.set_xlim(0,30)\n", | |
"ax1.set_ylim(0,30)\n", | |
"\n", | |
"# Legend\n", | |
"ax1.legend(loc='upper left',fontsize=20)\n", | |
"\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"<matplotlib.legend.Legend at 0x10684a3d0>" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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mFYuzZ8/Gy8vL5uMuIfK8b7+Ftm2tk5x+/WD58ixNckASHYH+YxccHGxeFZM0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\n/MMsapstI1R72qG2G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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x105e94310>" | |
] | |
} | |
], | |
"prompt_number": 7 | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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