From abf28436041ee59b711e30144ef354ce2aff3344 Mon Sep 17 00:00:00 2001 From: MitchBall <95885008+MitchBall@users.noreply.github.com> Date: Wed, 10 Aug 2022 16:16:41 -0300 Subject: [PATCH] Previous version prior to AMIDR --- amid-analysis.ipynb | 260 ++++++++++++++++-------------- amid-dev-mb.ipynb | 320 ------------------------------------- amid-dev-mc.ipynb | 378 -------------------------------------------- amid.py | 208 ++++++------------------ test_IRfit.ipynb | 99 ------------ 5 files changed, 193 insertions(+), 1072 deletions(-) delete mode 100644 amid-dev-mb.ipynb delete mode 100644 amid-dev-mc.ipynb delete mode 100644 test_IRfit.ipynb diff --git a/amid-analysis.ipynb b/amid-analysis.ipynb index d253c85..fe577dd 100644 --- a/amid-analysis.ipynb +++ b/amid-analysis.ipynb @@ -4,88 +4,123 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Welcome to the AMID analysis Notebook! {-}\n", + "# Welcome to the AMID analysis Notebook!\n", "\n", - "The next few blocks, each with very little code, allows easy analysis of AMID data (from Dal and Novonix UHPC files only, for now) with some flexibility for naming files and creating directories without the need to copy the original datafile anywhere.\n", + "The next few blocks, each with very little code, allows easy analysis of AMID data (from Novonix UHPC files only, for now) with some flexibility for naming files and creating directories without the need to copy the original datafile anywhere.\n", "\n", - "The text preceeding each cell gives some information on the arguments that can be supplied to the function calls.\n", + "The text preceeding each cell gives some information on options for the calls to the code.\n", "\n", - "Reminder: to run a block press \"shift+enter\". All blocks with text, like this one, can be run or skipped over." + "Reminder: to run a block press \"shift+enter\". All blocks with text, like this one, can be skipped over." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "from amid import AMID\n", - "import matplotlib.pyplot as plt\n", - "import warnings\n", - "warnings.filterwarnings(action='ignore')" + "from amid import AMID" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "#import matplotlib as mpl\n", + "#print(mpl.get_configdir())\n", + "#import matplotlib.pyplot as plt\n", + "#print(plt.style.available)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Directory structure {-}\n", + "### Directory structure\n", "\n", - "*dstpath*: the location on your computer that will serve as the base directory to save things. On Windows, if it does not start with \"C:\" then the directory where this notebook is located is used as base.\n", + "*dstpath*: the location on your computer that will serve as the base directory to save things. On Windows, if it does not start with \"C:\" then the directory where this notebook is located is used as reference.\n", "\n", "*srcpath*: the location on your computer (or remote server if connected via VPN) where the UHPC AMID file is located.\n", "\n", "*uhpc_file*: the name of the AMID UHPC file. Be sure to include the .csv file extension.\n", "\n", - "*cell_label*: an identifier for your analysis. If a directory \\[dstpath\\]\\\\\\[cell_label\\] does not exist, one is created. *cell_label* is also used when saving figures and in legends. This allows users to perform different analyses on the same AMID UHPC file without having to make new directories or copy the datafile anywhere. No matter which operating system (Win, Mac, Linux), use the \"/\" for separating directories - differences between operating systems are handled internally.\n" + "*cell_label*: an identifier for your analysis. If a directory \\[dstpath\\]\\\\\\[cell_label\\] does not exist, one is created. *cell_label* is also used when saving figures and in legends. This allows users to perform different analyses on the same AMID UHPC file without having to make new directories or copy the file anywhere.\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ - "dstpath = 'C:/Users/Mitch/Lab/Commercial Material/ZhenHua/Atlung/Data'\n", - "srcpath = 'C:/Users/Mitch/Lab/Commercial Material/ZhenHua/Atlung/Data'\n", - "uhpc_file = 'MAB.211022.151.csv'\n", - "cell_label = 'MAB.211022.151_corr'" + "dstpath = '/home/mcormier/projects/diffusion/analysis/2021-12-02_ME6/'\n", + "srcpath = '/home/mcormier/media/cell_data/_NovonixHPC_Data/'\n", + "uhpc_file = '211123_CN_N2955_43to3V_AMID_MC_System5_33.csv'\n", + "cell_label = 'N2955'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### The AMID object {-}\n", + "### The AMID object\n", "\n", "Instantiating the AMID object is easy! The resulting variable (in this case *amid_data*) contains parsed data from the AMID protocol. You should read the output to be sure it is giving the information you expect!" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Working on cell: MAB.211022.151\n", - "Positive electrode active mass: 0.0009828 g\n", - "Input cell capacity: 0.00022113 Ah\n", - "Indices being removed to time non-monotonicity: [ 689 724 800 1300 1987 3401 3468 3948 4753]\n", + "Create directory: /home/mcormier/projects/diffusion/analysis/2021-12-02_MH1/N2955\n", + "Working on cell: 211123_CN_N2955_43to3V_AMID_MC.csv\n", + "Positive electrode active mass: 0.0024 g\n", + "Input cell capacity: 0.000473884 Ah\n", + "Index(['Date and Time', 'Cycle', 'Step', 'Time', 'Step Time (h)', 'Current',\n", + " 'Potential', 'Capacity', 'Temperature (°C)', 'Circuit Temperature (°C)',\n", + " 'Energy (Wh)', 'dVdt (I/h)', 'dIdt (V/h)', 'Step Number',\n", + " 'Step position'],\n", + " dtype='object')\n", + "[ 7 8 9 10 2 0]\n", + "Indices being removed to time non-monotonicity: []\n", + "Indices being removed due to negative voltage: []\n", + "[ 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41\n", + " 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77\n", + " 79 81 83 85 87 89 91 93 95 97 99 101 103 105 107 109 111 113\n", + " 115 117 119 121 123 125 127 129 131 133 135 137 139 141 143 145 147]\n", "First signature curve step: 6\n", "Last signature curve step: 148\n", - "Specific Capacity achieved in advanced protocol: 179.67 mAh/g\n", - "Using 0.00022113 Ah to compute rates.\n", - "Starting voltage: 4.280 V\n", + "Specific Capacity achieved in advanced protocol: 106.16 mAh/g\n", + "Using 0.00047388 Ah to compute rates.\n", + "Starting voltage: 4.300 V\n", "Ending voltage: 3.000\n", - "Found 72 charge or discharge steps in sig curve sequences.\n", + "Found 72 charge or discharge steps in sig curve sequences.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mcormier/git/amid/amid.py:376: RuntimeWarning: divide by zero encountered in double_scalars\n", + " rate = self.capacity / np.average(currents)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Found 8 signature curves.\n", "Cutoff voltages: [4.2 4.1 4. 3.9 3.8 3.7 3.6 3. ]\n", - "Midpoint voltages: [4.24 4.15 4.05 3.95 3.85 3.75 3.65 3.3 ]\n", - "Voltage intervals widths: [0.08 0.1 0.1 0.1 0.1 0.1 0.1 0.6 ]\n", - "Voltage interval labels: ['4.28 V - 4.20 V', '4.20 V - 4.10 V', '4.10 V - 4.00 V', '4.00 V - 3.90 V', '3.90 V - 3.80 V', '3.80 V - 3.70 V', '3.70 V - 3.60 V', '3.60 V - 3.00 V']\n", + "Midpoint voltages: [4.25 4.15 4.05 3.95 3.85 3.75 3.65 3.3 ]\n", + "Voltage intervals widths: [0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.6]\n", + "Voltage interval labels: ['4.30 V - 4.20 V', '4.20 V - 4.10 V', '4.10 V - 4.00 V', '4.00 V - 3.90 V', '3.90 V - 3.80 V', '3.80 V - 3.70 V', '3.70 V - 3.60 V', '3.60 V - 3.00 V']\n", "Found 8 voltage intervals.\n", "Done parsing signature curves.\n" ] @@ -99,23 +134,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Make some plots! {-}\n", + "### Make some plots!\n", "\n", "You can now make the standard plots. For each plotting method, figures are saved by default. If you would prefer to not have them saved automatically, you can pass *save=False*. e.g. amid_data.plot_protocol(save=False). All figures get saved in the directory \\[*dstpath*\\]\\\\\\[*cell_label*\\].\n", "\n", - "NOTE: in this particular example, there is an OCV step after the discharge step preceeding the signature curves.\n", - "\n", - "*ylims*: an optional argument to fix y-axis plot bounds. A list with the min and max values for the y-axis bounds. e.g., ylims=[2.95, 4.35]." + "NOTE: in this particular example, there is an OCV step after the discharge preceeding the signature curves (the C/0 discharge in the legend). I don't know whether this was intentional or erroneous since it changes the starting voltage." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -130,14 +163,14 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, + "execution_count": 37, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -152,8 +185,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### It's time to fit the data! {-}\n", - "You must pass the *PARTICLE RADIUS IN CM* to the *fit_atlung()* method. In this example, $r=0.5\\ \\mu$m is passed. \n", + "### It's time to fit the data! \n", + "You must pass the *PARTICLE RADIUS IN CM* to the *fit_atlung()* method. In this example, I pass $r=0.5\\ \\mu$m. \n", "\n", "Optional arguments:\n", "\n", @@ -169,111 +202,112 @@ "\n", "*save*: whether or not to save figures comparing theory to fitted values for each voltage interval. Default is True.\n", "\n", - "*label*: an additional label that be used for saving figures and data. For example, perhaps one wishes to use different particle sizes, then \"label=r1\" and \"label=r2\" could be used in 2 separate calls to fit_atlung() and each set of plots would be saved to same directory but each with their corresponding label.\n", + "*label*: an additional label that be used for saving figures and data. For example, perhaps one wishes to use different particle sizes, then \"label=r1\" and \"label=r2\" could be used in 2 separate calls to fit_atlung().\n", "\n", - "Returns: data needed to make summary graph." + "Returns: data to needed to make summary graph." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 38, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:115: RuntimeWarning: overflow encountered in power\n", + " phi_prime = -np.sum(suf ** 2 / denom**3) / p_norm\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:154: RuntimeWarning: divide by zero encountered in double_scalars\n", + " ratio = phi / phi_prime\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:166: RuntimeWarning: divide by zero encountered in double_scalars\n", + " p *= Delta / norm(p)\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:166: RuntimeWarning: invalid value encountered in multiply\n", + " p *= Delta / norm(p)\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:115: RuntimeWarning: invalid value encountered in double_scalars\n", + " phi_prime = -np.sum(suf ** 2 / denom**3) / p_norm\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/trf.py:363: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha *= Delta / Delta_new\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:132: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha_upper = norm(suf) / Delta\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:115: RuntimeWarning: overflow encountered in power\n", + " phi_prime = -np.sum(suf ** 2 / denom**3) / p_norm\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:154: RuntimeWarning: invalid value encountered in double_scalars\n", + " ratio = phi / phi_prime\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/trf.py:363: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha *= Delta / Delta_new\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:132: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha_upper = norm(suf) / Delta\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:115: RuntimeWarning: overflow encountered in power\n", + " phi_prime = -np.sum(suf ** 2 / denom**3) / p_norm\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:154: RuntimeWarning: invalid value encountered in double_scalars\n", + " ratio = phi / phi_prime\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/trf.py:363: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha *= Delta / Delta_new\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:132: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha_upper = norm(suf) / Delta\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:115: RuntimeWarning: overflow encountered in power\n", + " phi_prime = -np.sum(suf ** 2 / denom**3) / p_norm\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:154: RuntimeWarning: invalid value encountered in double_scalars\n", + " ratio = phi / phi_prime\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/trf.py:363: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha *= Delta / Delta_new\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/scipy/optimize/_lsq/common.py:132: RuntimeWarning: divide by zero encountered in double_scalars\n", + " alpha_upper = norm(suf) / Delta\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ - "Opt params: [-12.35527409 7.43884784 -2.19492906]\n", - "Opt params: [-11.22328915 34.58636018 -0.84021261]\n", - "Opt params: [-11.04307826 16.56271634 -1.32616433]\n", - "Opt params: [-10.65141409 21.45977156 -0.84428545]\n", - "Opt params: [-10.97188866 17.56290287 -1.28580965]\n", - "Opt params: [-11.14137211 27.41937102 -1.22822208]\n", - "Opt params: [-11.78959812 29.51995088 -1.62120194]\n", - "Opt params: [-12.85890492 28.75151474 -3.78266966]\n", - "Fitted Dc: [4.41291857e-13 5.98013312e-12 9.05569392e-12 2.23144358e-11\n", - " 1.06686960e-11 7.22150784e-12 1.62331156e-12 1.38386930e-13]\n", - "Standard deviations from fit: [0.05217657 0.04049604 0.07784296 0.08068605 0.08354668 0.08929874\n", - " 0.07495118 0.04721418]\n", - "Atlung fit error: [0.00816099 0.00977001 0.02925238 0.01514925 0.02797524 0.03003316\n", - " 0.03471086 0.02648735]\n" + "Fitted Dc: [7.19594980e-11 8.86602429e-11 8.50348810e-11 7.81093521e-11\n", + " 3.86627089e-11 1.66447543e-11 9.44492462e-12 8.71915408e-12]\n", + "Standard deviations from fit: [4.39955202e-14 3.45186580e-14 4.22496343e-14 4.08951843e-14\n", + " 3.14199189e-11 2.86259622e-11 2.84338165e-11 1.35060008e-11]\n", + "Atlung fit error: [0.10755589 0.0726072 0.061633 0.04495396 0.02490419 0.02551369\n", + " 0.03828412 0.07662759]\n" ] } ], "source": [ - "fit_data = amid_data.fit_atlung(1.461e-4, corr=True, nalpha=150, ftol=5e-14, save=True, D_bounds=[1e-15, 1e-10])" + "fit_data = amid_data.fit_atlung(4.2e-4, ftol=1e-14, save=True, D_bounds=[1e-15, 1e-10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Make the summary graph! {-}\n", + "### Make the summary graph!\n", "\n", "Need to pass the returned values from fit_atlung() to this method as the first argument.\n", "\n", "Optional arguments: \n", "\n", - "*label*: An additional label to saving the figure in case multiple of these are to be generated. Is passed, the same label as when calling fit_atlung() should be used. Default is None.\n", + "*label*: An additional label to saving the figure in case multiple of these are to be generated. The same label as when calling fit_atlung() should be used.\n", "\n", - "*save*: whether or not to save the figure. Default is True" + "*save*: whether or not to save the figure." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 39, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "amid_data.make_summary_graph(fit_data, label='')" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "[4.41291857e-13 5.98013312e-12 9.05569392e-12 2.23144358e-11\n", - " 1.06686960e-11 7.22150784e-12 1.62331156e-12 1.38386930e-13]\n", - "[0.00638368 0.14447323 0.04718845 0.14312469 0.05178338 0.05912592\n", - " 0.02392203 0.00016494]\n", - "[197.80987319 125.51179817 298.92275296 158.25732793 259.90537543\n", - " 332.96100379 195.9092202 0.97757833]\n", - "[0.00358338 0.00943166 0.00085418 0.00198592 0.00091508 0.0012049\n", - " 0.00368585 0.059742 ]\n", - "[4.24 4.15 4.05 3.95 3.85 3.75 3.65 3.3 ]\n" + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/matplotlib/ticker.py:2938: RuntimeWarning: invalid value encountered in log10\n", + " majorstep_no_exponent = 10 ** (np.log10(majorstep) % 1)\n", + "/home/mcormier/anaconda3/envs/spyder-env/lib/python3.9/site-packages/matplotlib/ticker.py:2938: RuntimeWarning: invalid value encountered in double_scalars\n", + " majorstep_no_exponent = 10 ** (np.log10(majorstep) % 1)\n" ] }, { "data": { + "image/png": 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\n", "text/plain": [ - "[]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" ] }, "metadata": {}, @@ -281,19 +315,7 @@ } ], "source": [ - "# Backout R from R_eff\n", - "V = fit_data[0]\n", - "D = fit_data[1]\n", - "R_eff = fit_data[-2]\n", - "dQdV = fit_data[-1]\n", - "r = 4.2e-4\n", - "print(D)\n", - "print(R_eff)\n", - "print(dQdV)\n", - "R = R_eff*r**2 / (3600*D*dQdV)\n", - "print(R)\n", - "print(V)\n", - "plt.semilogy(V, R, \"o-\")" + "amid_data.make_summary_graph(fit_data, label='r-4.2um')" ] }, { diff --git a/amid-dev-mb.ipynb b/amid-dev-mb.ipynb deleted file mode 100644 index b7dc1a6..0000000 --- a/amid-dev-mb.ipynb +++ /dev/null @@ -1,320 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Welcome to the AMID analysis Notebook!\n", - "\n", - "The next few blocks, each with very little code, allows easy analysis of AMID data (from Dal and Novonix UHPC files only, for now) with some flexibility for naming files and creating directories without the need to copy the original datafile anywhere.\n", - "\n", - "The text preceeding each cell gives some information on the arguments that can be supplied to the function calls.\n", - "\n", - "Reminder: to run a block press \"shift+enter\". All blocks with text, like this one, can be run or skipped over." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "from amid import AMID\n", - "import matplotlib.pyplot as plt\n", - "import warnings\n", - "warnings.filterwarnings(action='ignore')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Directory structure\n", - "\n", - "*dstpath*: the location on your computer that will serve as the base directory to save things. On Windows, if it does not start with \"C:\" then the directory where this notebook is located is used as base.\n", - "\n", - "*srcpath*: the location on your computer (or remote server if connected via VPN) where the UHPC AMID file is located.\n", - "\n", - "*uhpc_file*: the name of the AMID UHPC file. Be sure to include the .csv file extension.\n", - "\n", - "*cell_label*: an identifier for your analysis. If a directory \\[dstpath\\]\\\\\\[cell_label\\] does not exist, one is created. *cell_label* is also used when saving figures and in legends. This allows users to perform different analyses on the same AMID UHPC file without having to make new directories or copy the datafile anywhere. No matter which operating system (Win, Mac, Linux), use the \"/\" for separating directories - differences between operating systems are handled internally.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "dstpath = \"/home/mcormier/projects/diffusion/analysis/amid-dev-2021/Li-rich_Ni50Mn50/\"\n", - "srcpath = \"/home/mcormier/projects/diffusion/analysis/amid-dev-2021/Li-rich_Ni50Mn50/\"\n", - "uhpc_file = 'NTP.210320.164.csv'\n", - "cell_label = 'NTP164_for-thesis'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The AMID object\n", - "\n", - "Instantiating the AMID object is easy! The resulting variable (in this case *amid_data*) contains parsed data from the AMID protocol. You should read the output to be sure it is giving the information you expect!" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Working on cell: NTP.210320.164\n", - "Positive electrode active mass: 0.0011172 g\n", - "Input cell capacity: 0.00022344 Ah\n", - "Indices being removed to time non-monotonicity: [3528 3576]\n", - "First signature curve step: 4\n", - "Last signature curve step: 164\n", - "Specific Capacity achieved in advanced protocol: 167.18 mAh/g\n", - "Using 0.00022344 Ah to compute rates.\n", - "Starting voltage: 4.390 V\n", - "Ending voltage: 3.000\n", - "Found 81 charge or discharge steps in sig curve sequences.\n", - "Found 9 signature curves.\n", - "Cutoff voltages: [4.3 4.2 4.1 4. 3.9 3.8 3.7 3.6 3. ]\n", - "Midpoint voltages: [4.345 4.25 4.15 4.05 3.95 3.85 3.75 3.65 3.3 ]\n", - "Voltage intervals widths: [0.09 0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.6 ]\n", - "Voltage interval labels: ['4.39 V - 4.30 V', '4.30 V - 4.20 V', '4.20 V - 4.10 V', '4.10 V - 4.00 V', '4.00 V - 3.90 V', '3.90 V - 3.80 V', '3.80 V - 3.70 V', '3.70 V - 3.60 V', '3.60 V - 3.00 V']\n", - "Found 9 voltage intervals.\n", - "Done parsing signature curves.\n" - ] - } - ], - "source": [ - "amid_data = AMID(dstpath, srcpath, uhpc_file, cell_label, export_data=True, use_input_cap=True)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Make some plots!\n", - "\n", - "You can now make the standard plots. For each plotting method, figures are saved by default. If you would prefer to not have them saved automatically, you can pass *save=False*. e.g. amid_data.plot_protocol(save=False). All figures get saved in the directory \\[*dstpath*\\]\\\\\\[*cell_label*\\].\n", - "\n", - "NOTE: in this particular example, there is an OCV step after the discharge step preceeding the signature curves.\n", - "\n", - "*ylims*: an optional argument to fix y-axis plot bounds. A list with the min and max values for the y-axis bounds. e.g., ylims=[2.95, 4.35]." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "amid_data.plot_caps()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### It's time to fit the data! \n", - "You must pass the *PARTICLE RADIUS IN CM* to the *fit_atlung()* method. In this example, $r=0.5\\ \\mu$m is passed. \n", - "\n", - "Optional arguments:\n", - "\n", - "*ftol*: the tolerance criteria for the fits. If fits are poor, try making smaller. If a RuntimeWarning is raised, try making larger. You may still get a good fit despite a RuntimeWarning being raised. Defaults to 5e-14.\n", - "\n", - "*D_bounds*: bounds for $D_c$. Needs to be a list with the lower and upper bound.\n", - "\n", - "*shape*: particle geometry. Currently supports \"sphere\" and \"plane\". Defaults to \"sphere\".\n", - "\n", - "*nalpha*: the number of expansion coefficients to use in the Atlung expression. Default to 150.\n", - "\n", - "*nQ* : the number of Q values (on a log scale) to use in the theorical Atlung curve, $\\tau$ vs $Q$, for comparing fit quality. Default is 2000. There is normally no reason to change this.\n", - "\n", - "*save*: whether or not to save figures comparing theory to fitted values for each voltage interval. Default is True.\n", - "\n", - "*label*: an additional label that be used for saving figures and data. For example, perhaps one wishes to use different particle sizes, then \"label=r1\" and \"label=r2\" could be used in 2 separate calls to fit_atlung() and each set of plots would be saved to same directory but each with their corresponding label.\n", - "\n", - "Returns: data needed to make summary graph." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fitted Dc: [1.05075312e-12 1.73210799e-12 1.77481376e-12 1.44528634e-12\n", - " 9.67377364e-13 6.02194447e-13 2.24321894e-13 3.68019404e-14\n", - " 7.86546006e-13]\n", - "Standard deviations from fit: [1.75822128e-11 2.99626161e-12 1.59816960e-12 1.53100588e-12\n", - " 2.33453400e-12 3.45329854e-12 8.72879280e-12 4.26097946e-11\n", - " 1.69027791e-11]\n", - "Atlung fit error: [0.04907658 0.01265312 0.0051202 0.00694017 0.00775909 0.0130172\n", - " 0.02459828 0.0593862 0.15808349]\n" - ] - } - ], - "source": [ - "fit_data = amid_data.fit_atlung(0.5e-4, corr=True, nalpha=150, ftol=5e-14, save=True, D_bounds=[1e-15, 1e-10], label='r-0.5um')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Make the summary graph!\n", - "\n", - "Need to pass the returned values from fit_atlung() to this method as the first argument.\n", - "\n", - "Optional arguments: \n", - "\n", - "*label*: An additional label to saving the figure in case multiple of these are to be generated. Is passed, the same label as when calling fit_atlung() should be used. Default is None.\n", - "\n", - "*save*: whether or not to save the figure. Default is True" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Backout R from R_eff\n", - "V = fit_data[0]\n", - "D = fit_data[1]\n", - "R_eff = fit_data[-2]\n", - "dQdV = fit_data[-1]\n", - "r = 4.2e-4\n", - "print(D)\n", - "print(R_eff)\n", - "print(dQdV)\n", - "R = R_eff*r**2 / (3600*D*dQdV)\n", - "print(R)\n", - "plt.semilogy(V, R, \"o-\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (Spyder)", - "language": "python3", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/amid-dev-mc.ipynb b/amid-dev-mc.ipynb deleted file mode 100644 index cbe8523..0000000 --- a/amid-dev-mc.ipynb +++ /dev/null @@ -1,378 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Welcome to the AMID analysis Notebook!\n", - "\n", - "The next few blocks, each with very little code, allows easy analysis of AMID data (from Dal and Novonix UHPC files only, for now) with some flexibility for naming files and creating directories without the need to copy the original datafile anywhere.\n", - "\n", - "The text preceeding each cell gives some information on the arguments that can be supplied to the function calls.\n", - "\n", - "Reminder: to run a block press \"shift+enter\". All blocks with text, like this one, can be run or skipped over." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "from amid import AMID\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import warnings\n", - "warnings.filterwarnings(action='ignore')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Directory structure\n", - "\n", - "*dstpath*: the location on your computer that will serve as the base directory to save things. On Windows, if it does not start with \"C:\" then the directory where this notebook is located is used as base.\n", - "\n", - "*srcpath*: the location on your computer (or remote server if connected via VPN) where the UHPC AMID file is located.\n", - "\n", - "*uhpc_file*: the name of the AMID UHPC file. Be sure to include the .csv file extension.\n", - "\n", - "*cell_label*: an identifier for your analysis. If a directory \\[dstpath\\]\\\\\\[cell_label\\] does not exist, one is created. *cell_label* is also used when saving figures and in legends. This allows users to perform different analyses on the same AMID UHPC file without having to make new directories or copy the datafile anywhere. No matter which operating system (Win, Mac, Linux), use the \"/\" for separating directories - differences between operating systems are handled internally.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [], - "source": [ - "dstpath = \"/home/mcormier/projects/diffusion/analysis/2022-01-13_ME6\"\n", - "srcpath = \"/home/mcormier/media/cell_data/_NovonixHPC_Data/\"\n", - "uhpc_file = '220113_CN_N3393_43to3V_25_0020_ME6_5150_AMID (DG)_System4_62.csv'\n", - "cell_label = 'N3393'" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['Date and Time', 'Cycle Number', 'Step Type', 'Run Time (h)',\n", - " 'Step Time (h)', 'Current (A)', 'Potential (V)', 'Capacity (Ah)',\n", - " 'Temperature (°C)', 'Circuit Temperature (°C)', 'Energy (Wh)',\n", - " 'dVdt (I/h)', 'dIdt (V/h)', 'Step Number', 'Step position'],\n", - " dtype='object')" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The AMID object\n", - "\n", - "Instantiating the AMID object is easy! The resulting variable (in this case *amid_data*) contains parsed data from the AMID protocol. You should read the output to be sure it is giving the information you expect!" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Create directory: /home/mcormier/projects/diffusion/analysis/2022-01-13_ME6/N3393\n", - "Working on cell: (DG)_System4_62.csv\n", - "Positive electrode active mass: 0.002 g\n", - "Input cell capacity: 0.000406684 Ah\n", - "First signature curve step: 2\n", - "Last signature curve step: 144\n", - "Specific Capacity achieved in advanced protocol: 115.75 mAh/g\n", - "Using 0.00040668 Ah to compute rates.\n", - "Starting voltage: 4.300 V\n", - "Ending voltage: 3.000\n", - "Found 72 charge or discharge steps in sig curve sequences.\n", - "Found 8 signature curves.\n", - "Cutoff voltages: [4.2 4.1 4. 3.9 3.8 3.7 3.6 3. ]\n", - "Midpoint voltages: [4.25 4.15 4.05 3.95 3.85 3.75 3.65 3.3 ]\n", - "Voltage intervals widths: [0.1 0.1 0.1 0.1 0.1 0.1 0.1 0.6]\n", - "Voltage interval labels: ['4.30 V - 4.20 V', '4.20 V - 4.10 V', '4.10 V - 4.00 V', '4.00 V - 3.90 V', '3.90 V - 3.80 V', '3.80 V - 3.70 V', '3.70 V - 3.60 V', '3.60 V - 3.00 V']\n", - "Found 8 voltage intervals.\n", - "Done parsing signature curves.\n" - ] - } - ], - "source": [ - "amid_data = AMID(dstpath, srcpath, uhpc_file, cell_label, export_data=True, use_input_cap=True, fcap_min=0.02)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Make some plots!\n", - "\n", - "You can now make the standard plots. For each plotting method, figures are saved by default. If you would prefer to not have them saved automatically, you can pass *save=False*. e.g. amid_data.plot_protocol(save=False). All figures get saved in the directory \\[*dstpath*\\]\\\\\\[*cell_label*\\].\n", - "\n", - "NOTE: in this particular example, there is an OCV step after the discharge step preceeding the signature curves.\n", - "\n", - "*ylims*: an optional argument to fix y-axis plot bounds. A list with the min and max values for the y-axis bounds. e.g., ylims=[2.95, 4.35]." - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "amid_data.plot_caps()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### It's time to fit the data! \n", - "You must pass the *PARTICLE RADIUS IN CM* to the *fit_atlung()* method. In this example, $r=0.5\\ \\mu$m is passed. \n", - "\n", - "Optional arguments:\n", - "\n", - "*ftol*: the tolerance criteria for the fits. If fits are poor, try making smaller. If a RuntimeWarning is raised, try making larger. You may still get a good fit despite a RuntimeWarning being raised. Defaults to 5e-14.\n", - "\n", - "*D_bounds*: bounds for $D_c$. Needs to be a list with the lower and upper bound.\n", - "\n", - "*shape*: particle geometry. Currently supports \"sphere\" and \"plane\". Defaults to \"sphere\".\n", - "\n", - "*nalpha*: the number of expansion coefficients to use in the Atlung expression. Default to 150.\n", - "\n", - "*nQ* : the number of Q values (on a log scale) to use in the theorical Atlung curve, $\\tau$ vs $Q$, for comparing fit quality. Default is 2000. There is normally no reason to change this.\n", - "\n", - "*save*: whether or not to save figures comparing theory to fitted values for each voltage interval. Default is True.\n", - "\n", - "*label*: an additional label that be used for saving figures and data. For example, perhaps one wishes to use different particle sizes, then \"label=r1\" and \"label=r2\" could be used in 2 separate calls to fit_atlung() and each set of plots would be saved to same directory but each with their corresponding label.\n", - "\n", - "Returns: data needed to make summary graph." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Opt params: [-9.09895197 7.29731188 0.16337915]\n", - "Opt params: [-10.24786917 8.16615231 -1.12692171]\n", - "Opt params: [-10.27422023 9.13320495 -1.08611199]\n", - "Opt params: [-10.48064656 10.70320416 -1.28706854]\n", - "Opt params: [-10.8219657 15.11714179 -1.55276292]\n", - "Opt params: [-11.083461 33.53548246 -1.37091605]\n", - "Opt params: [-11.41796443 23.87673107 -1.9566802 ]\n", - "Opt params: [-11.85207414 7.63958285 -5. ]\n", - "Fitted Dc: [7.96247411e-10 5.65107190e-11 5.31838497e-11 3.30638516e-11\n", - " 1.50672605e-11 8.25161591e-12 3.81975557e-12 1.40580751e-12]\n", - "Standard deviations from fit: [2.28347408e+05 9.79489345e-02 1.18794498e-01 2.43008788e-02\n", - " 2.41686299e-02 3.01341729e-02 9.06825408e-02 1.24728722e-01]\n", - "Atlung fit error: [0.00959776 0.00707646 0.00862083 0.00311877 0.00545171 0.00589091\n", - " 0.0397399 0.05701151]\n" - ] - } - ], - "source": [ - "fit_data = amid_data.fit_atlung(2.1e-4, corr=True, nalpha=200, ftol=5e-14, save=True, D_bounds=[1e-13, 1e-9], label='r-2.1um')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Make the summary graph!\n", - "\n", - "Need to pass the returned values from fit_atlung() to this method as the first argument.\n", - "\n", - "Optional arguments: \n", - "\n", - "*label*: An additional label to saving the figure in case multiple of these are to be generated. Is passed, the same label as when calling fit_atlung() should be used. Default is None.\n", - "\n", - "*save*: whether or not to save the figure. Default is True" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Backout R from R_eff\n", - "V = fit_data[0]\n", - "D = fit_data[1]\n", - "R_eff = fit_data[-2]\n", - "dQdV = fit_data[-1]\n", - "r = 4.2e-4\n", - "print(D)\n", - "print(R_eff)\n", - "print(dQdV)\n", - "R = R_eff*r**2 / (3600*D*dQdV)\n", - "print(R)\n", - "plt.semilogy(V, R, \"o-\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (Spyder)", - "language": "python3", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/amid.py b/amid.py index caa51b9..80b7fb2 100644 --- a/amid.py +++ b/amid.py @@ -27,7 +27,7 @@ class AMID(): def __init__(self, dstpath, srcpath, uhpc_files, cell_label, bytesIO=None, - export_data=True, use_input_cap=False, fcap_min=0.025): + export_data=True, use_input_cap=False): self.cell_label = cell_label self.dst = Path(dstpath) / self.cell_label @@ -91,8 +91,7 @@ def __init__(self, dstpath, srcpath, uhpc_files, cell_label, bytesIO=None, headlines.append(lines[i]) l = lines[i].strip().split() if l[0][:6] == '[Data]': - hline = lines[i+1].strip().split(",") - nlabels = len(hline) + hline = lines[i+1] nskip = i+1 break @@ -139,8 +138,7 @@ def __init__(self, dstpath, srcpath, uhpc_files, cell_label, bytesIO=None, print('Input cell capacity: {} Ah'.format(self.input_cap)) if bytesIO is None: - self.df = pd.read_csv(self.uhpc_file, header=nskip, - usecols=np.arange(0, nlabels)) + self.df = pd.read_csv(self.uhpc_file, header=nskip) #self.df = pd.read_csv(self.uhpc_file, header=hlinenum) else: self.df = pd.read_csv(bytesIO, header=hlinenum) @@ -154,8 +152,8 @@ def __init__(self, dstpath, srcpath, uhpc_files, cell_label, bytesIO=None, 'Meas I (A)': 'Current', 'Step Type': 'Step'}, inplace=True) - #print(self.df.columns) - #print(self.df.Step.unique()) + print(self.df.columns) + print(self.df.Step.unique()) # Add Prot_step column even if step num exists. s = self.df.Step self.df['Prot_step'] = s.ne(s.shift()).cumsum() - 1 @@ -171,14 +169,12 @@ def __init__(self, dstpath, srcpath, uhpc_files, cell_label, bytesIO=None, t = self.df['Time'].values dt = t[1:] - t[:-1] inds = np.where(dt < 0.0)[0] - if len(inds) > 0: - print('Indices being removed to time non-monotonicity: {}'.format(inds)) - self.df = self.df.drop(inds+1) + print('Indices being removed to time non-monotonicity: {}'.format(inds)) + self.df = self.df.drop(inds+1) # Remove data where potential is negative. inds = self.df.index[self.df['Potential'] < 0.0].tolist() - if len(inds) > 0: - print('Indices being removed due to negative voltage: {}'.format(inds)) - self.df = self.df.drop(inds) + print('Indices being removed due to negative voltage: {}'.format(inds)) + self.df = self.df.drop(inds) #plt.plot(self.df['Capacity'], self.df['Potential']) @@ -192,31 +188,17 @@ def __init__(self, dstpath, srcpath, uhpc_files, cell_label, bytesIO=None, self.capacity = self.input_cap print('Using {:.8f} Ah to compute rates.'.format(self.capacity)) - self.caps, self.rates, self.eff_rates, self.currs, self.ir, \ - self.dqdv, self.cvolts, self.avg_volts, self.dvolts, \ - self.vlabels = self._parse_sigcurves() - + self.caps, self.rates, self.eff_rates, self.currs, self.ir, self.cvolts, self.avg_volts, self.dvolts, self.vlabels = self._parse_sigcurves() self.nvolts = len(self.caps) - - # Get cummulative specific and fractional capacities + #self.caps = np.array(self.caps) + #print(type(self.caps)) + #print(type(self.mass)) + #self.caps = 1000*np.array(self.caps)/self.mass self.scaps = [] self.fcaps = [] for i in range(self.nvolts): - self.fcaps.append(np.cumsum(self.caps[i]) / np.sum(self.caps[i])) self.scaps.append(np.cumsum(self.caps[i])) - # Remove data where capacity is too small due to IR - # i.e., voltage cutoff was reached immediately. - #inds = np.where(self.scaps[i] < 0.075)[0] - inds = np.where(self.fcaps[i] < fcap_min)[0] - if len(inds) > 0: - self.scaps[i] = np.delete(self.scaps[i], inds) - self.fcaps[i] = np.delete(self.fcaps[i], inds) - self.eff_rates[i] = np.delete(self.eff_rates[i], inds) - self.rates[i] = np.delete(self.rates[i], inds) - self.ir[i] = np.delete(self.ir[i], inds) - self.currs[i] = np.delete(self.currs[i], inds) - self.dqdv[i] = np.delete(self.dqdv[i], inds) - + self.fcaps.append(np.cumsum(self.caps[i]) / np.sum(self.caps[i])) if export_data is True: @@ -244,7 +226,7 @@ def _find_sigcurves(self): steps = newdf['Step'].values prosteps = newdf['Prot_step'].values ocv_inds = np.where(steps == 0)[0] - #print(ocv_inds) + print(ocv_inds) # Require a min of 3 OCV steps with the same step before and after # to qualify as a signature curve. #print(steps[2], steps[6]) @@ -284,7 +266,7 @@ def _find_sigcurves(self): return sigdf - def plot_protocol(self, xlims=None, ylims=None, save=True, return_fig=False): + def plot_protocol(self, save=True, return_fig=False): with plt.style.context('grapher'): @@ -334,11 +316,6 @@ def plot_protocol(self, xlims=None, ylims=None, save=True, return_fig=False): label='Sig Curves') plt.legend(bbox_to_anchor=(1.0, 0.5), loc='center left') - if xlims is not None: - axs[1].set_xlim(xlims[0], xlims[1]) - if ylims is not None: - axs[0].set_ylim(ylims[0], ylims[1]) - if save is True: plt.savefig(self.dst / 'protocol_vis_{}.jpg'.format(self.cell_label)) elif return_fig is True: @@ -351,7 +328,7 @@ def plot_caps(self, save=True): with plt.style.context('grapher'): fig, axs = plt.subplots(nrows=2, ncols=1, sharex=True, - figsize=(6, 7), gridspec_kw={'hspace':0.0}) + figsize=(7, 8), gridspec_kw={'hspace':0.0}) colors = plt.get_cmap('viridis')(np.linspace(0,1,self.nvolts)) for i in range(self.nvolts): @@ -360,9 +337,9 @@ def plot_caps(self, save=True): axs[1].semilogx(self.eff_rates[i], self.fcaps[i], color=colors[i]) - axs[1].set_xlabel('n$_{eff}$ in C/n$_{eff}$', fontsize=16) - axs[1].set_ylabel('Fractional Capacity', fontsize=16) - axs[0].set_ylabel('Specific Capacity (mAh/g)', fontsize=16) + axs[1].set_xlabel('n$_{eff}$ in C/n$_{eff}$') + axs[1].set_ylabel('Fractional Capacity') + axs[0].set_ylabel('Specific Capacity (mAh/g)') axs[0].legend(frameon=False, bbox_to_anchor=(1.0, 0.0), loc='center left') axs[0].tick_params(direction='in', which='both', top=True, right=True) axs[1].tick_params(direction='in', which='both', top=True, right=True) @@ -391,7 +368,6 @@ def _parse_sigcurves(self): cutvolts = [] currs = [] ir = [] - dqdv = [] for i in range(nsig): step = sigs.loc[sigs['Prot_step'] == sigsteps[i]] stepcaps = step['Capacity'].values @@ -401,17 +377,13 @@ def _parse_sigcurves(self): minarg = np.argmin(np.absolute(RATES - rate)) # slice first and last current values if possible. - # if less than 3 data points, omit step. if len(currents) > 2: currents = currents[1:-1] - diffq = (stepcaps[1:] - stepcaps[:-1]) / (volts[1:] - volts[:-1]) - + elif len(currents) == 2: + currents = currents[1:] # if there is only 1 data point, don't use it. else: continue - - #if (np.amax(stepcaps) - np.amin(stepcaps))/self.mass < 5e-5: - # continue if i == 0: caps.append([np.amax(stepcaps) - np.amin(stepcaps)]) @@ -419,7 +391,6 @@ def _parse_sigcurves(self): cutvolts.append([volts[-2]]) currs.append([np.average(currents)]) ir.append([np.absolute(volts[0] - volts[1])]) - dqdv.append([diffq]) else: #if np.amax(currents) < currs[-1][-1]: if np.average(currents) < currs[-1][-1]: @@ -429,7 +400,6 @@ def _parse_sigcurves(self): currs[-1].append(np.average(currents)) #currs[-1].append(np.amax(currents[1:])) ir[-1].append(np.absolute(volts[0] - volts[1])) - dqdv[-1].append(diffq) else: if np.absolute(volts[-2] - cutvolts[-1][-1]) < 0.001: continue @@ -439,7 +409,6 @@ def _parse_sigcurves(self): cutvolts.append([volts[-2]]) currs.append([np.average(currents)]) ir.append([np.absolute(volts[0] - volts[1])]) - dqdv.append([diffq]) print('Found {} signature curves.'.format(len(caps))) nvolts = len(caps) @@ -484,17 +453,14 @@ def _parse_sigcurves(self): new_caps = [] for i in range(nvolts): new_caps.append(1000*np.array(caps[i])/self.mass) - #print(new_caps) - return new_caps, rates, eff_rates, currs, ir, dqdv, cvolts, avg_volt, dvolts, vlabels + return new_caps, rates, eff_rates, currs, ir, cvolts, avg_volt, dvolts, vlabels - def fit_atlung(self, r, ftol=5e-14, D_bounds=None, D_guess=None, shape='sphere', corr=False, + def fit_atlung(self, r, ftol=5e-14, D_bounds=None, shape='sphere', nalpha=150, nQ=2000, save=True, label=None): - ### TODO: Need to fix warnings that arise due to solving tau vs Q with the IR correction. - # When tau < 0 an optmimal solution can't be found - should try to adjust Q range - # on the fly or something. + self.r = r if shape not in SHAPES: @@ -516,19 +482,16 @@ def fit_atlung(self, r, ftol=5e-14, D_bounds=None, D_guess=None, shape='sphere', A, B = 1, 3 # Solve for tau vs Q - if corr is False: - Q_arr = np.logspace(-3, 2, nQ) - tau_sol = np.zeros(nQ) - tau_guess = 0.5 - for i in range(nQ): - Q = Q_arr[i] - func = lambda tau: tau - 1 + (1/(A*Q))*(1/B - 2*(np.sum(np.exp(-self.alphas*tau*Q)/self.alphas))) - tau_sol[i] = fsolve(func, tau_guess, factor=1.) + Q_arr = np.logspace(-3, 2, nQ) + tau_sol = np.zeros(nQ) + tau_guess = 0.5 + for j in range(nQ): + Q = Q_arr[j] + func = lambda tau: tau - 1 + (1/(A*Q))*(1/B - 2*(np.sum(np.exp(-self.alphas*tau*Q)/self.alphas))) + tau_sol[j] = fsolve(func, tau_guess, factor=1.) dconst = np.zeros(self.nvolts, dtype=float) - resist = np.zeros(self.nvolts, dtype=float) - dqdv = np.zeros(self.nvolts, dtype=float) sigma = np.zeros(self.nvolts, dtype=float) fit_err = np.zeros(self.nvolts, dtype=float) cap_max = np.zeros(self.nvolts, dtype=float) @@ -539,76 +502,33 @@ def fit_atlung(self, r, ftol=5e-14, D_bounds=None, D_guess=None, shape='sphere', z = np.ones(len(self.scaps[j])) #fcap = np.array(self.fcaps[j]) scap = np.array(self.scaps[j]) - self._max_cap = scap[-1] - #print('Max cap: {} mAh/g'.format(self._max_cap)) rates = np.array(self.eff_rates[j]) - I = np.array(self.currs[j])*1000 - #print("Currents: {} mA".format(I)) - #self._dqdv = np.average(self.dQdV[j][-1])*1000/self.mass - dqdv[j] = np.average(self.dqdv[j][-1])*1000/self.mass - #print("dQ/dV: {} mAh/g/V".format(self._dqdv)) C = np.sum(self.ir[j]) weights = (C - self.ir[j]) / np.sum(C - self.ir[j]) - - if corr is False: - if D_bounds is None: - bounds = ([np.log10(1e-15), 0.95*np.amax(scap)], - [np.log10(1e-10), 2.5*np.amax(scap)]) - else: - bounds = ([np.log10(D_bounds[0]), 0.95*np.amax(scap)], - [np.log10(D_bounds[1]), 2.5*np.amax(scap)]) - if D_guess is None: - p0 = [np.log10(1e-13), np.amax(scap)] - else: - p0 = [np.log10(D_guess), np.amax(scap)] - + if D_bounds is None: + bounds = ([1e-15, 0.9*np.amax(scap)], + [1e-10, 1.5*np.amax(scap)]) else: - if D_bounds is None: - bounds = ([np.log10(1e-15), 0.95*np.amax(scap), np.log10(1e-5)], - [np.log10(1e-10), 2.5*np.amax(scap), np.log10(1e2)]) - else: - bounds = ([np.log10(D_bounds[0]), 0.95*np.amax(scap), np.log10(1e-5)], - [np.log10(D_bounds[1]), 2.5*np.amax(scap), np.log10(1e2)]) - if D_guess is None: - p0 = [np.log10(1e-13), np.amax(scap), np.log10(1e-2)] - else: - p0 = [np.log10(D_guess), np.amax(scap), np.log10(1e-2)] + bounds = ([D_bounds[0], 0.9*np.amax(scap)], + [D_bounds[1], 1.5*np.amax(scap)]) + p0 = [1e-13, np.amax(scap)] with plt.style.context('grapher'): fig = plt.figure() - + plt.semilogx(Q_arr, tau_sol, '-k', label='Atlung - {}'.format(shape)) if shape == 'sphere': - if corr is False: - popt, pcov = curve_fit(self._spheres, (scap, rates), z, p0=p0, - bounds=bounds, sigma=weights, - method='trf', max_nfev=5000, x_scale=[1.0, np.amax(scap)], - ftol=ftol, xtol=None, gtol=None, loss='soft_l1', f_scale=1.0) - else: - popt, pcov = curve_fit(self._spheres_corr, (scap, rates), z, p0=p0, - bounds=bounds, - method='trf', max_nfev=5000, x_scale=[1.0, np.amax(scap), 1.0], - ftol=ftol, xtol=None, gtol=None, loss='soft_l1', f_scale=1.0) - print("Opt params: {}".format(popt)) - resist[j] = 10**popt[-1] - Q_arr = np.logspace(-3, 2, nQ) - tau_sol = np.zeros(nQ) - tau_guess = 0.5 - for i in range(nQ): - Q = Q_arr[i] - func = lambda tau: tau - 1 + (1/(A*Q))*(1/B - 2*(np.sum(np.exp(-self.alphas*tau*Q)/self.alphas))) + 10**popt[-1]/Q if 10**popt[-1]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot Atlung curve with various R_Ohm\n", - "\n", - "R_Ohm = np.array([0.0, 1e-3, 1e-2, 1e-1, 1])\n", - "nQ = 1000\n", - "A = 3\n", - "B = 5\n", - "for i in range(len(R_Ohm)):\n", - " Q_arr = np.logspace(-3, 2, nQ)\n", - " tau_sol = np.zeros(nQ)\n", - " tau_guess = 0.5\n", - " for j in range(nQ):\n", - " Q = Q_arr[j]\n", - " func = lambda tau: tau - 1 + (1/(A*Q))*(1/B - 2*(np.sum(np.exp(-alphas*tau*Q)/alphas))) + R_Ohm[i]/Q if R_Ohm[i]