{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Phase Diagram calculations\n", "\n", "- Given a set composition we can use `ptt` to assess the phase stability at different P-T conditions to construct a phase diagram.\n", "- These calculations can be performed with either the MELTS or Holland & Powell family of thermodynamic models (through MAGEMin).\n", "- Also use outputs to assess the variability in key geochemical parameters across P-T space (e.g., phase proportions or chemistry).\n", "\n", "**Before any calculations can be run** users need to download the alphaMELTS for MATLAB files and/or install the MAGEMinCalc and juliacall packages. Please see the installation guide on ReadTheDocs." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alphaMELTS for Python files successfully located.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "# If the alphaMELTS for Python files have not been added to your Python path (see installation guide) then use the two lines below to add\n", "# the location of the alphaMELTS files here.\n", "# import sys\n", "# sys.path.append(r'C:\\Users\\penny\\Box\\Berkeley_new\\MELTS_Installation\\alphamelts_py\\alphamelts-py-2.3.1-win64')\n", "\n", "\n", "import petthermotools as ptt \n", "\n", "ptt.__version__\n", "\n", "%matplotlib widget" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Julia environment detected.\n", "Detected IPython. Loading juliacall extension. See https://juliapy.github.io/PythonCall.jl/stable/compat/#IPython\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " Activating project at `~/.petthermotools_julia_env`\n", "Precompiling MAGEMinCalc...\n", " 595.2 ms ? PythonCall\n", "Info Given MAGEMinCalc was explicitly requested, output will be shown live \u001b[0K\n", "\u001b[0KUsing libMAGEMin.dylib from MAGEMin_jll\n", "\u001b[0K┌ Warning: Module PythonCall with build ID fafbfcfd-3501-17ed-0393-e686105ae5fb is missing from the cache.\n", "\u001b[0K│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "\u001b[0K└ @ Base loading.jl:2541\n", " 1279.5 ms ? MAGEMinCalc\n", "[ Info: Precompiling MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2] (cache misses: wrong dep version loaded (2), mismatched flags (2))\n", "┌ Warning: Module PythonCall with build ID fafbfcfd-3501-17ed-0393-e686105ae5fb is missing from the cache.\n", "│ This may mean PythonCall [6099a3de-0909-46bc-b1f4-468b9a2dfc0d] does not support precompilation but is imported by a module that does.\n", "└ @ Base loading.jl:2541\n", "┌ Info: Skipping precompilation due to precompilable error. Importing MAGEMinCalc [dd69d18c-a947-4316-a873-d8ea006ff1b2].\n", "└ exception = Error when precompiling module, potentially caused by a __precompile__(false) declaration in the module.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Using libMAGEMin.dylib from MAGEMin_jll\n", "Using libMAGEMin.dylib from MAGEMin_jll\n", " From worker 4:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 2:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 3:\tUsing libMAGEMin.dylib from MAGEMin_jll\n", " From worker 5:\tUsing libMAGEMin.dylib from MAGEMin_jll\n" ] } ], "source": [ "ptt.activate_petthermotools_env()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in all examples we will import the key packages including `ptt`. The only difference here is that we will also use `%matplotlib widget` to make the phase diagram plots interactive (more explanation later).\n", "\n", "The cell below can be used for users running MacOS to suppress the outputs (you need to run it twice). I'm still trying to find a better way to deadl with this - if you have suggestions please let me know." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Should be used to suppress outputs on MacOS - run twice - if on windows, wont do anything. \n", "import platform\n", "if platform.system() == \"Darwin\":\n", " import sys\n", " import os\n", " sys.stdout = open(os.devnull, 'w')\n", " sys.stderr = open(os.devnull, 'w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculations using MELTS\n", "\n", "For simplicity we're going to use one of the 'in-built' compostiions from `ptt`, specifically the composition of the KLB-1 peridotite. For the purposes of the MELTS calculations below we will set the K2O content to 0.0 wt% (otherwise the system will always stabilize melt as it doesn't have an alternative option for where to place the K2O). The calculations here will be performed using the \"pMELTS\" thermodynamic model as it is the most appropriate for mantle conditions and compositions." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "KLB1 = ptt.Compositions['KLB-1']\n", "KLB1['K2O_Liq'] = 0.0\n" ] }, { "attachments": { "Refinement.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "We can now run `ptt.phaseDiagram_calc` which takes an array of pressure and temperature conditions and evaluates the equilibrium assemblage at each combination of values. The import parameters to tweak are:\n", "1) The `i_max` parameters determines the maximum number of iterations that the code will loop through (a new loop is started if one calculation fails) unless every point either has a solution or hits a failure point. Smaller i_max, more likely to have holes in the phase diagram (as if one calculation kills a subprocess with 7 more calculations to run, you will get 7 holes until you have i_max>1). 15 is generally a good value to use. \n", "2) The `refine = 2` parameter helps refine the phase boundaries. Consider that your 25 pressure and temperature points creates the grid shown below. Initially, the phase boundary between olivine and liquid is put at the midpoint between the solved values. \n", "\n", "What the first refine step does is insert a new calculation anywhere two neighbouring points have a different phase assemble (the red dots). These are then solved, and the position of the phase boundary is obtained at a higher precision. To ensure that the matrix has a constant point spacing, new points are inserted between existing points with the same phase (e.g. the point between Ol - Ol is filled with olivine - in this diagram, these are the smaller circles in panel c). refine=2 would do this again after the first refinement stage. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Res = ptt.phaseDiagram_calc(Model = \"pMELTS\", bulk = KLB1, \n", " P_bar = np.linspace(2000.0,40000.0, 25),\n", " T_C = np.linspace(1200.0, 1800.0, 25),\n", " i_max = 15, refine = 2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
| \n", " | T_C | \n", "P_bar | \n", "mass_g | \n", "H_J | \n", "S_J/K | \n", "V_cm^3 | \n", "rho_kg/m^3 | \n", "log10(fO2) | \n", "dVdP_cm^3/bar | \n", "SiO2_Cpx | \n", "... | \n", "H_J_Plag | \n", "S_J/K_Plag | \n", "Cp_J/(kg.K^2)_Plag | \n", "dCpdT_J/(kg.K^2)_Plag | \n", "dVdT_cm^3/K_Plag | \n", "dPdT_bar/K_Plag | \n", "d2VdT2_cm^3/K^2_Plag | \n", "d2VdTdP_cm^3/(bar.K)_Plag | \n", "d2VdP2_cm^3/bar^2_Plag | \n", "molwt_Plag | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "1200.0 | \n", "2000.00 | \n", "100.0 | \n", "-1.290949e+06 | \n", "248.341481 | \n", "32.721230 | \n", "3056.119810 | \n", "-7.002093 | \n", "0.001123 | \n", "53.484615 | \n", "... | \n", "-1669.685117 | \n", "0.291509 | \n", "1231.080407 | \n", "0.000014 | \n", "0.000001 | \n", "NaN | \n", "3.584903e-10 | \n", "0.0 | \n", "3.027811e-13 | \n", "275.838825 | \n", "
| 1 | \n", "1200.0 | \n", "2395.83 | \n", "100.0 | \n", "-1.292754e+06 | \n", "246.250894 | \n", "32.287001 | \n", "3097.782011 | \n", "-6.545452 | \n", "0.001238 | \n", "53.047685 | \n", "... | \n", "-50221.326654 | \n", "8.891283 | \n", "1231.969856 | \n", "0.000414 | \n", "0.000032 | \n", "NaN | \n", "1.061530e-08 | \n", "0.0 | \n", "9.707448e-12 | \n", "274.939756 | \n", "
| 2 | \n", "1200.0 | \n", "2791.67 | \n", "100.0 | \n", "-1.294558e+06 | \n", "244.160307 | \n", "31.852772 | \n", "3139.444212 | \n", "-6.088810 | \n", "0.001352 | \n", "52.610754 | \n", "... | \n", "-98772.968191 | \n", "17.491058 | \n", "1232.859305 | \n", "0.000814 | \n", "0.000064 | \n", "NaN | \n", "2.087211e-08 | \n", "0.0 | \n", "1.911211e-11 | \n", "274.040686 | \n", "
| 3 | \n", "1200.0 | \n", "3187.50 | \n", "100.0 | \n", "-1.294398e+06 | \n", "243.415743 | \n", "31.703106 | \n", "3154.265053 | \n", "-7.582875 | \n", "0.001390 | \n", "52.194909 | \n", "... | \n", "-112618.754550 | \n", "20.023085 | \n", "1233.255039 | \n", "0.000923 | \n", "0.000074 | \n", "NaN | \n", "2.370736e-08 | \n", "0.0 | \n", "2.216741e-11 | \n", "273.567139 | \n", "
| 4 | \n", "1200.0 | \n", "3583.33 | \n", "100.0 | \n", "-1.293231e+06 | \n", "243.356628 | \n", "31.676345 | \n", "3156.929843 | \n", "-7.606633 | \n", "0.001390 | \n", "52.116206 | \n", "... | \n", "-109311.858698 | \n", "19.462473 | \n", "1233.180084 | \n", "0.000895 | \n", "0.000072 | \n", "NaN | \n", "2.301675e-08 | \n", "0.0 | \n", "2.159574e-11 | \n", "273.489102 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 9404 | \n", "1800.0 | \n", "38416.67 | \n", "100.0 | \n", "-1.040325e+06 | \n", "321.357506 | \n", "32.587718 | \n", "3068.640808 | \n", "-3.661983 | \n", "-0.000073 | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
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| 9406 | \n", "1800.0 | \n", "39208.33 | \n", "100.0 | \n", "-1.038077e+06 | \n", "321.200022 | \n", "32.526944 | \n", "3074.384992 | \n", "-3.625411 | \n", "-0.000072 | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 9407 | \n", "1800.0 | \n", "39604.17 | \n", "100.0 | \n", "-1.036952e+06 | \n", "321.121280 | \n", "32.496558 | \n", "3077.257084 | \n", "-3.607124 | \n", "-0.000072 | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 9408 | \n", "1800.0 | \n", "40000.00 | \n", "100.0 | \n", "-1.035828e+06 | \n", "321.042538 | \n", "32.466171 | \n", "3080.129176 | \n", "-3.588838 | \n", "-0.000071 | \n", "NaN | \n", "... | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
9409 rows × 219 columns
\n", "