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{
"cells": [
{
"cell_type": "markdown",
"id": "34a7a981-1718-4dcb-af8c-981e0fa84023",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "390c33fa-ab42-4d69-ac06-604beb2c69db",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.optimize\n",
"from impedance.models.circuits import CustomCircuit\n",
"\n",
"from scipy.signal import medfilt as medfilt\n",
"\n",
"# from impedance.visualization import plot_nyquist # Kept if you want to switch plotting methods"
]
},
{
"cell_type": "markdown",
"id": "0a055f3f-6b2e-4fa8-8395-acebacade488",
"metadata": {},
"source": [
"## Data Loading"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9154f27a-5a02-4156-8105-b384205d6416",
"metadata": {},
"outputs": [],
"source": [
"# --- Data Loading ---\n",
"\n",
"def lpr_cor_import(filename):\n",
" \"\"\" Import cor file as pandas dataframe.\"\"\"\n",
"\n",
" try: \n",
" df = pd.read_csv(\n",
" filename,\n",
" skiprows=26,\n",
" sep='\\s+',\n",
" header=None,\n",
" names=[\"E\", \"i\", \"T\"],\n",
" ) #index_col=\"Freq\")\n",
" except FileNotFoundError as e:\n",
" print(f\"Error: File was not found.\")\n",
" print(e.message)\n",
" print(e.args)\n",
" return None\n",
" except Exception as e:\n",
" print(f\"Error reading the CSV file: {e}\")\n",
" return None \n",
" else:\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4d796ec7-48d9-4a23-bd98-c607067d330d",
"metadata": {},
"outputs": [],
"source": [
"HS1_1 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_1.cor\")\n",
"HS1_2 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_2.cor\")\n",
"HS1_3 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_3.cor\")\n",
"HS1_4 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_4.cor\")\n",
"HS1_5 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_5.cor\")\n",
"HS1_6 = lpr_cor_import(\"HIPed_Stellite1_LPR/LPR_6.cor\")\n",
"\n",
"\n",
"# Keep it in the same cell to keep df reproducible, even if Vi clicks it multiple times\n",
"area = 2 #cm^2\n",
"kernel_size = 5\n",
"\n",
"for df in [HS1_1, HS1_2, HS1_3, HS1_4, HS1_5, HS1_6]:\n",
" df[\"i\"] = np.abs(df[\"i\"]/area) # Current density\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "26ab42ec-9576-4335-a38b-49762228f823",
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>E</th>\n",
" <th>i</th>\n",
" <th>T</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.206795</td>\n",
" <td>7.859750e-11</td>\n",
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" <td>-0.206795</td>\n",
" <td>5.972600e-11</td>\n",
" <td>0.4</td>\n",
" </tr>\n",
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" <th>4</th>\n",
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" <tr>\n",
" <th>3999</th>\n",
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" <td>400.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4000</th>\n",
" <td>-0.166854</td>\n",
" <td>7.931000e-11</td>\n",
" <td>400.1</td>\n",
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" <tr>\n",
" <th>4003</th>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4004 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" E i T\n",
"0 -0.206795 7.859750e-11 0.1\n",
"1 -0.206805 5.445100e-11 0.2\n",
"2 -0.206809 6.106750e-11 0.3\n",
"3 -0.206795 5.972600e-11 0.4\n",
"4 -0.206780 5.621750e-11 0.5\n",
"... ... ... ...\n",
"3999 -0.166870 7.752900e-11 400.0\n",
"4000 -0.166854 7.931000e-11 400.1\n",
"4001 -0.166857 7.781400e-11 400.2\n",
"4002 -0.166850 7.296700e-11 400.3\n",
"4003 -0.166846 6.987300e-11 400.4\n",
"\n",
"[4004 rows x 3 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HS1_1"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "4d717162-2cbf-4d0b-acf5-d7b2528539c7",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(4,4), sharex=True, dpi=150)\n",
"kernel_size = 49\n",
"\n",
"# Step 1\n",
"# Filter the data a lil bit with a median filter, and find the lowest current, and then find the corresponding voltage\n",
"Ecorr_guess = HS1_1['E'].iloc[ np.argmin(medfilt(HS1_1['i'], kernel_size=kernel_size)) ]\n",
"ax.axhline(y=Ecorr_guess, color='green', linestyle='--', linewidth=2, alpha=0.5)\n",
"\n",
"\n",
"# Step 2\n",
"# Select data for anodic and cathodic Tafel regions\n",
"anodic_df = HS1_1[HS1_1['E'] > Ecorr_guess] \n",
"cathodic_df = HS1_1[HS1_1['E'] < Ecorr_guess] \n",
"\n",
"\n",
"ax.semilogx(\n",
" np.abs(anodic_df[\"i\"].to_numpy()),\n",
" anodic_df[\"E\"].to_numpy(), \n",
" markersize=5, label=\"HS1 1 Anodic\")\n",
"\n",
"ax.semilogx(\n",
" np.abs(cathodic_df[\"i\"].to_numpy()),\n",
" cathodic_df[\"E\"].to_numpy(), \n",
" markersize=5, label=\"HS1 1 Cathodic\")\n",
"\n",
"\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "87f8f180-e850-4154-aeab-c2e6fc8d78bc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import warnings\n",
"\n",
"fig, ax = plt.subplots(figsize=(4,4), sharex=True, dpi=150)\n",
"kernel_size = 49\n",
"\n",
"# Step 1\n",
"# Filter the data a lil bit with a median filter, and find the lowest current, and then find the corresponding voltage\n",
"Ecorr_guess = HS1_1['E'].iloc[ np.argmin(medfilt(HS1_1['i'], kernel_size=kernel_size)) ]\n",
"ax.axhline(y=Ecorr_guess, color='green', linestyle='--', linewidth=2, alpha=0.5)\n",
"\n",
"\n",
"# Step 2\n",
"# Select data for anodic and cathodic Tafel regions\n",
"anodic_df = HS1_1[HS1_1['E'] > Ecorr_guess] \n",
"cathodic_df = HS1_1[HS1_1['E'] < Ecorr_guess] \n",
"\n",
"if anodic_df.empty or cathodic_df.empty:\n",
" warnings.warn(\"Warning: Not enough data for linear Tafel fit.\")\n",
" warnings.warn(\"Your E_corr guess is probably wrong.\")\n",
" \n",
"# Step 3\n",
"# Median filter the hell out of the data, cos it isn't going to change the magnitude of the data :D\n",
"kernel_size = 299\n",
"medfilt_anodic_df_i = medfilt(anodic_df[\"i\"], kernel_size=kernel_size)\n",
"medfilt_cathodic_df_i = medfilt(cathodic_df[\"i\"], kernel_size=kernel_size)\n",
"\n",
"ax.semilogx(\n",
" medfilt_anodic_df_i,\n",
" #np.abs(anodic_df[\"i\"].to_numpy()),\n",
" anodic_df[\"E\"].to_numpy(), \n",
" markersize=5, label=\"HS1 1 Anodic\")\n",
"\n",
"ax.semilogx(\n",
" medfilt_cathodic_df_i,\n",
" #np.abs(cathodic_df[\"i\"].to_numpy()),\n",
" cathodic_df[\"E\"].to_numpy(), \n",
" markersize=5, label=\"HS1 1 Cathodic\")\n",
"\n",
"ax.semilogx(\n",
" np.abs(HS1_1['i'].to_numpy()),\n",
" HS1_1[\"E\"].to_numpy(), \n",
" markersize=5, label=\"HS1 1\", alpha=0.5)\n",
"\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "86ed1f2e-7df6-49a3-b8fb-77401c877cdc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import warnings\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.signal import medfilt\n",
"\n",
"# --- 1. Initial Setup ---\n",
"fig, ax = plt.subplots(figsize=(8, 4), dpi=150)\n",
"\n",
"# --- 2. Data Preparation ---\n",
"# Apply a median filter to smooth the current data.\n",
"KERNEL_SIZE_INITIAL = 49\n",
"filtered_current = medfilt(HS1_1['i'], kernel_size=KERNEL_SIZE_INITIAL)\n",
"\n",
"# Estimate corrosion potential (Ecorr) at the minimum smoothed current.\n",
"ecorr_guess_index = np.argmin(filtered_current)\n",
"ecorr_guess = HS1_1['E'].iloc[ecorr_guess_index]\n",
"\n",
"# Split data into anodic and cathodic regions based on Ecorr.\n",
"anodic_df = HS1_1[HS1_1['E'] > ecorr_guess]\n",
"cathodic_df = HS1_1[HS1_1['E'] < ecorr_guess]\n",
"\n",
"if anodic_df.empty or cathodic_df.empty:\n",
" warnings.warn(\"Insufficient data for Tafel fit. Ecorr guess may be incorrect.\")\n",
"\n",
"# --- 3. Advanced Filtering and Curve Fitting ---\n",
"# Apply a stronger median filter for cleaner fitting.\n",
"KERNEL_SIZE_FIT = 299\n",
"medfilt_anodic_i = medfilt(anodic_df[\"i\"], kernel_size=KERNEL_SIZE_FIT)\n",
"medfilt_cathodic_i = medfilt(cathodic_df[\"i\"], kernel_size=KERNEL_SIZE_FIT)\n",
"\n",
"# Perform linear fit on E vs. current (for semilog plot).\n",
"p_anodic = np.poly1d(np.polyfit(medfilt_anodic_i, anodic_df[\"E\"], 1))\n",
"p_cathodic = np.poly1d(np.polyfit(medfilt_cathodic_i, cathodic_df[\"E\"], 1))\n",
"\n",
"# --- 4. Plotting ---\n",
"# Plot filtered experimental data.\n",
"ax.semilogx(medfilt_anodic_i, anodic_df[\"E\"], 'o', markersize=1, label=\"Anodic Data\")\n",
"ax.semilogx(medfilt_cathodic_i, cathodic_df[\"E\"], 'o', markersize=1, label=\"Cathodic Data\")\n",
"\n",
"# Plot Ecorr and Tafel fit lines.\n",
"ax.axhline(y=ecorr_guess, color='green', linestyle='--', linewidth=2, alpha=0.5, label='$E_{corr}$')\n",
"i_anodic_fit = np.linspace(medfilt_anodic_i.min(), medfilt_anodic_i.max(), 100)\n",
"#ax.plot(i_anodic_fit, p_anodic(i_anodic_fit), 'r--', label='Anodic Fit')\n",
"i_cathodic_fit = np.linspace(medfilt_cathodic_i.min(), medfilt_cathodic_i.max(), 100)\n",
"#ax.plot(i_cathodic_fit, p_cathodic(i_cathodic_fit), 'b--', label='Cathodic Fit')\n",
"\n",
"# --- 5. Tangent Line Calculation and Plotting ---\n",
"# Anodic Tangent\n",
"i_extreme_anodic = medfilt_anodic_i.max()\n",
"E_extreme_anodic = p_anodic(i_extreme_anodic)\n",
"tangent_slope_anodic = p_anodic.coeffs[0] * (i_extreme_anodic * np.log(10))\n",
"log_i_extreme_anodic = np.log10(i_extreme_anodic)\n",
"log_i_tangent_anodic = np.linspace(log_i_extreme_anodic - 0.5, log_i_extreme_anodic, 100)\n",
"E_tangent_anodic = tangent_slope_anodic * (log_i_tangent_anodic - log_i_extreme_anodic) + E_extreme_anodic\n",
"ax.plot(10**log_i_tangent_anodic, E_tangent_anodic, 'm', linestyle='-.', linewidth=2, label='Anodic Tangent')\n",
"\n",
"# Cathodic Tangent\n",
"i_extreme_cathodic = medfilt_cathodic_i.max()\n",
"E_extreme_cathodic = p_cathodic(i_extreme_cathodic)\n",
"tangent_slope_cathodic = p_cathodic.coeffs[0] * (i_extreme_cathodic * np.log(10))\n",
"log_i_extreme_cathodic = np.log10(i_extreme_cathodic)\n",
"log_i_tangent_cathodic = np.linspace(log_i_extreme_cathodic - 0.5, log_i_extreme_cathodic, 100)\n",
"E_tangent_cathodic = tangent_slope_cathodic * (log_i_tangent_cathodic - log_i_extreme_cathodic) + E_extreme_cathodic\n",
"ax.plot(10**log_i_tangent_cathodic, E_tangent_cathodic, 'c', linestyle='-.', linewidth=2, label='Cathodic Tangent')\n",
"\n",
"# --- 6. Final Configuration ---\n",
"# Configure plot aesthetics.\n",
"ax.set_xlabel(\"Current (A)\")\n",
"ax.set_ylabel(\"Potential (V)\")\n",
"ax.set_title(\"Tafel Plot for HS1_1\")\n",
"ax.legend()\n",
"ax.grid(True, which=\"both\", ls=\"--\", linewidth=0.5)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "a5159c47-93d9-4993-a073-f7b80cd4a81e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 2.42916762e+08 -1.84040974e-01]\n",
"[-4.99294175e+08 -1.82337841e-01]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import warnings\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.signal import medfilt\n",
"\n",
"def analyze_tafel_data(df):\n",
"\n",
" INITIAL_KERNEL=49\n",
" FIT_KERNEL=299\n",
" \n",
" # 1. Estimate Corrosion Potential (Ecorr)\n",
" filtered_current = medfilt(df['i'], kernel_size=INITIAL_KERNEL)\n",
" ecorr_guess_index = np.argmin(filtered_current)\n",
" ecorr_guess = df['E'].iloc[ecorr_guess_index]\n",
"\n",
" # 2. Split data into anodic and cathodic regions\n",
" anodic_df = df[df['E'] > ecorr_guess]\n",
" cathodic_df = df[df['E'] < ecorr_guess]\n",
"\n",
" if anodic_df.empty or cathodic_df.empty:\n",
" warnings.warn(\"Insufficient data for Tafel fit. Ecorr guess may be incorrect.\")\n",
" return None\n",
"\n",
" # 3. Apply a stronger filter for cleaner fitting\n",
" medfilt_anodic_i = medfilt(anodic_df['i'], kernel_size=FIT_KERNEL)\n",
" medfilt_cathodic_i = medfilt(cathodic_df['i'], kernel_size=FIT_KERNEL)\n",
"\n",
" # 4. Perform linear fit and generate points for the fit line\n",
" coeff_anodic = np.polyfit(medfilt_anodic_i, anodic_df['E'], 1) \n",
" p_anodic = np.poly1d(np.polyfit(medfilt_anodic_i, anodic_df['E'], 1))\n",
" i_anodic_fit = np.linspace(medfilt_anodic_i.min(), medfilt_anodic_i.max(), 100)\n",
" E_anodic_fit = p_anodic(i_anodic_fit)\n",
"\n",
" coeff_cathodic = np.polyfit(medfilt_cathodic_i, cathodic_df['E'], 1)\n",
" p_cathodic = np.poly1d(np.polyfit(medfilt_cathodic_i, cathodic_df['E'], 1))\n",
" i_cathodic_fit = np.linspace(medfilt_cathodic_i.min(), medfilt_cathodic_i.max(), 100)\n",
" E_cathodic_fit = p_cathodic(i_cathodic_fit)\n",
"\n",
" # 5. Calculate tangent lines\n",
" i_extreme_anodic = medfilt_anodic_i.max()\n",
" E_extreme_anodic = p_anodic(i_extreme_anodic)\n",
" tangent_slope_anodic = p_anodic.coeffs[0] * (i_extreme_anodic * np.log(10))\n",
" log_i_extreme_anodic = np.log10(i_extreme_anodic)\n",
" log_i_tangent_anodic = np.linspace(log_i_extreme_anodic - 0.5, log_i_extreme_anodic, 100)\n",
" E_tangent_anodic = tangent_slope_anodic * (log_i_tangent_anodic - log_i_extreme_anodic) + E_extreme_anodic\n",
"\n",
" i_extreme_cathodic = medfilt_cathodic_i.max()\n",
" E_extreme_cathodic = p_cathodic(i_extreme_cathodic)\n",
" tangent_slope_cathodic = p_cathodic.coeffs[0] * (i_extreme_cathodic * np.log(10))\n",
" log_i_extreme_cathodic = np.log10(i_extreme_cathodic)\n",
" log_i_tangent_cathodic = np.linspace(log_i_extreme_cathodic - 0.5, log_i_extreme_cathodic, 100)\n",
" E_tangent_cathodic = tangent_slope_cathodic * (log_i_tangent_cathodic - log_i_extreme_cathodic) + E_extreme_cathodic\n",
"\n",
" print(coeff_anodic)\n",
" print(coeff_cathodic)\n",
" \n",
" # 6. Package results into a dictionary\n",
" results = {\n",
" \"ecorr_guess\": ecorr_guess,\n",
" \"anodic_tangent_i\": 10**log_i_tangent_anodic,\n",
" \"anodic_tangent_E\": E_tangent_anodic,\n",
" \"cathodic_tangent_i\": 10**log_i_tangent_cathodic,\n",
" \"cathodic_tangent_E\": E_tangent_cathodic,\n",
" }\n",
" return results\n",
"\n",
"# =============================================================================\n",
"# --- Global Namespace: Analysis and Plotting ---\n",
"# =============================================================================\n",
"\n",
"# 1. Analyze the dataset\n",
"analysis_results = analyze_tafel_data(HS1_1)\n",
"\n",
"# 2. Set up the plot\n",
"fig, ax = plt.subplots(figsize=(8, 4), dpi=150)\n",
"ax.set_xscale('log') # Set x-axis to log scale\n",
"\n",
"ax.semilogx(\n",
" np.abs(HS1_1[\"i\"].to_numpy()),\n",
" HS1_1[\"E\"].to_numpy(), \n",
" markersize=5)\n",
"\n",
"# 3. Plot all data if analysis was successful\n",
"if analysis_results:\n",
" # Plot Ecorr\n",
" ax.axhline(\n",
" y=analysis_results[\"ecorr_guess\"],\n",
" color='green', linestyle='--', linewidth=2, alpha=0.5, label='$E_{corr}$'\n",
" )\n",
"\n",
" # Plot tangent lines\n",
" ax.plot(\n",
" analysis_results[\"anodic_tangent_i\"],\n",
" analysis_results[\"anodic_tangent_E\"],\n",
" 'r', linestyle='-.', linewidth=2, label='Anodic Tangent'\n",
" )\n",
" ax.plot(\n",
" analysis_results[\"cathodic_tangent_i\"],\n",
" analysis_results[\"cathodic_tangent_E\"],\n",
" 'b', linestyle='-.', linewidth=2, label='Cathodic Tangent'\n",
" )\n",
"\n",
" # 4. Configure final plot aesthetics\n",
" ax.set_xlabel(\"Current (A)\")\n",
" ax.set_ylabel(\"Potential (V)\")\n",
" ax.set_title(\"Tafel Plot for HS1_1\")\n",
" ax.legend()\n",
" ax.grid(True, which=\"both\", ls=\"--\", linewidth=0.5)\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "89fcb5a1-e351-4014-bc1e-9a1ede37eafc",
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"def analyze_tafel_data(\n",
" data: pd.DataFrame\n",
") -> dict | None:\n",
"\n",
" INITIAL_KERNEL = 49\n",
" FIT_KERNEL = 49\n",
" \n",
" # 1. Estimate Corrosion Potential (Ecorr) using a median filter\n",
" filtered_current = medfilt(data['i'], kernel_size=INITIAL_KERNEL)\n",
" ecorr_guess_index = np.argmin(filtered_current)\n",
" ecorr_guess = data['E'].iloc[ecorr_guess_index]\n",
"\n",
" # 2. Split data into anodic and cathodic regions based on Ecorr\n",
" anodic_data = data[data['E'] > ecorr_guess]\n",
" cathodic_data = data[data['E'] < ecorr_guess]\n",
"\n",
" # 3. Apply a stronger filter for a cleaner linear fit\n",
" medfilt_anodic_i = medfilt(anodic_data['i'].iloc[30:-30], kernel_size=FIT_KERNEL)\n",
" medfilt_cathodic_i = medfilt(cathodic_data['i'].iloc[30:-30], kernel_size=FIT_KERNEL)\n",
"\n",
" # 4. Perform linear fit on E vs. i for each branch\n",
" p_anodic = np.poly1d(np.polyfit(medfilt_anodic_i, anodic_data['E'].iloc[30:-30], 1))\n",
" p_cathodic = np.poly1d(np.polyfit(medfilt_cathodic_i, cathodic_data['E'].iloc[30:-30], 1))\n",
"\n",
" # 5. Calculate tangent lines at the extreme ends of the filtered data\n",
" # NOTE: The following tangent slope calculation is preserved from the original script.\n",
" i_extreme_anodic = medfilt_anodic_i.max()\n",
" e_extreme_anodic = p_anodic(i_extreme_anodic)\n",
" tangent_slope_anodic = p_anodic.coeffs[0] * (i_extreme_anodic * np.log(10))\n",
"\n",
" log_i_extreme_anodic = np.log10(i_extreme_anodic)\n",
" log_i_tangent_anodic = np.linspace(log_i_extreme_anodic - 0.5, log_i_extreme_anodic, 100)\n",
" e_tangent_anodic = (\n",
" tangent_slope_anodic * (log_i_tangent_anodic - log_i_extreme_anodic)\n",
" + e_extreme_anodic\n",
" )\n",
"\n",
" i_extreme_cathodic = medfilt_cathodic_i.max()\n",
" e_extreme_cathodic = p_cathodic(i_extreme_cathodic)\n",
" tangent_slope_cathodic = p_cathodic.coeffs[0] * (i_extreme_cathodic * np.log(10))\n",
"\n",
" log_i_extreme_cathodic = np.log10(i_extreme_cathodic)\n",
" log_i_tangent_cathodic = np.linspace(log_i_extreme_cathodic - 0.5, log_i_extreme_cathodic, 100)\n",
" e_tangent_cathodic = (\n",
" tangent_slope_cathodic * (log_i_tangent_cathodic - log_i_extreme_cathodic)\n",
" + e_extreme_cathodic\n",
" )\n",
"\n",
" # 6. Package results into a dictionary\n",
" results = {\n",
" \"ecorr_guess\": ecorr_guess,\n",
" \"beta_a\": -p_anodic.coeffs[1], \n",
" \"beta_c\": p_cathodic.coeffs[1],\n",
" \"anodic_tangent_i\": 10**log_i_tangent_anodic,\n",
" \"anodic_tangent_E\": e_tangent_anodic,\n",
" \"cathodic_tangent_i\": 10**log_i_tangent_cathodic,\n",
" \"cathodic_tangent_E\": e_tangent_cathodic,\n",
" }\n",
" return results\n"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "a17286f8-a4e7-4904-b304-8a343c2c1c51",
"metadata": {},
"outputs": [],
"source": [
"\n",
"def plot_tafel(data: pd.DataFrame, results: dict, title: str):\n",
" \"\"\"\n",
" Generates and displays a Tafel plot from the data and analysis results.\n",
"\n",
" Args:\n",
" data (pd.DataFrame): The original experimental data.\n",
" results (dict): The dictionary returned by analyze_tafel_data.\n",
" title (str): The title for the plot.\n",
" \"\"\"\n",
" fig, ax = plt.subplots(figsize=(8, 4), dpi=150)\n",
"\n",
" # Plot the raw experimental data\n",
" ax.semilogx(\n",
" np.abs(data[\"i\"].to_numpy()),\n",
" data[\"E\"].to_numpy(),\n",
" marker='o',\n",
" linestyle='',\n",
" markersize=3,\n",
" alpha=0.6,\n",
" label=\"Experimental Data\"\n",
" )\n",
"\n",
" # Plot the analysis results if available\n",
" if results:\n",
" # Ecorr line\n",
" ax.axhline(\n",
" y=results[\"ecorr_guess\"],\n",
" color='green',\n",
" linestyle='--',\n",
" linewidth=2,\n",
" label=f'$E_{{corr}}$ = {results[\"ecorr_guess\"]:.3f} V'\n",
" )\n",
" # Anodic tangent line\n",
" ax.plot(\n",
" results[\"anodic_tangent_i\"],\n",
" results[\"anodic_tangent_E\"],\n",
" color='red',\n",
" linestyle='-.',\n",
" linewidth=2,\n",
" label=f'Anodic Tangent {results[\"beta_a\"]}'\n",
" )\n",
" # Cathodic tangent line\n",
" ax.plot(\n",
" results[\"cathodic_tangent_i\"],\n",
" results[\"cathodic_tangent_E\"],\n",
" color='blue',\n",
" linestyle='-.',\n",
" linewidth=2,\n",
" label=f'Cathodic Tangent {results[\"beta_c\"]}'\n",
" )\n",
"\n",
" # Configure plot aesthetics\n",
" ax.set_xlabel(\"Absolute Current (A)\")\n",
" ax.set_ylabel(\"Potential (V)\")\n",
" ax.set_title(title)\n",
" ax.legend()\n",
" ax.grid(True, which=\"both\", ls=\"--\", linewidth=0.5)\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "2ca6744c-7d06-4f76-845a-1ab7f979a9ec",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"beta_a 0.1839147086435225\n",
"beta_c -0.1821741558893317\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# =============================================================================\n",
"# --- Main Execution Block ---\n",
"# =============================================================================\n",
"\n",
"# 1. Analyze the dataset\n",
"analysis_results = analyze_tafel_data(HS1_1)\n",
"print(f\"beta_a {analysis_results['beta_a']}\")\n",
"print(f\"beta_c {analysis_results['beta_c']}\")\n",
"\n",
"# 2. Plot the results\n",
"if analysis_results:\n",
" plot_tafel(HS1_1, analysis_results, title=\"Tafel Plot for HS1_1\")\n",
"else:\n",
" print(\"Analysis could not be completed.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "d88cffa3-f006-4612-903c-6863fe28110d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Butler-Volmer Kinetic Parameters ---\n",
"Anodic Charge Transfer Coefficient (α_a): 0.7785\n",
"Cathodic Charge Transfer Coefficient (α_c): 0.5499\n",
"\n",
"--- Next Step: Finding the Exchange Current Density (j₀) ---\n",
"The exchange current density (j₀) is found from your Tafel plot.\n",
"It is the current density value where the anodic and cathodic tangent lines intersect.\n",
"This point corresponds to the equilibrium potential (where overpotential η = 0).\n"
]
}
],
"source": [
"import math\n",
"\n",
"# --- 1. Define Physical Constants ---\n",
"R = 8.314 # Ideal Gas Constant (J/(mol·K))\n",
"F = 96485 # Faraday Constant (C/mol)\n",
"n = 2 # Number of electrons transferred in your electrochemical reaction.\n",
"\n",
"# --- 2. Provide Your Experimental Data Here ---\n",
"anodic_slope = 0.038 # Example value in V/decade, replace with your own.\n",
"cathodic_slope = -0.0538 # Example value in V/decade, replace with your own.\n",
"\n",
"# --- 3. Calculations ---\n",
"# The temperature at which the experiment was conducted.\n",
"temp_kelvin = 25.0 + 273.15\n",
"\n",
"\n",
"# Calculate the anodic charge transfer coefficient (alpha_a)\n",
"# This value represents the fraction of the potential that assists the oxidation reaction.\n",
"try:\n",
" alpha_a = (2.303 * R * temp_kelvin) / (anodic_slope * n * F)\n",
" alpha_c = -(2.303 * R * temp_kelvin) / (cathodic_slope * n * F) \n",
"except ZeroDivisionError as e:\n",
" print(\"Slope is zero, what happened?\")\n",
" print(e)\n",
" \n",
"\n",
"# --- 4. Display the Results ---\n",
"print(\"--- Butler-Volmer Kinetic Parameters ---\")\n",
"print(f\"Anodic Charge Transfer Coefficient (α_a): {alpha_a:.4f}\")\n",
"print(f\"Cathodic Charge Transfer Coefficient (α_c): {alpha_c:.4f}\")\n",
"print(\"\\n--- Next Step: Finding the Exchange Current Density (j₀) ---\")\n",
"print(\"The exchange current density (j₀) is found from your Tafel plot.\")\n",
"print(\"It is the current density value where the anodic and cathodic tangent lines intersect.\")\n",
"print(\"This point corresponds to the equilibrium potential (where overpotential η = 0).\")\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2b103a62-8b25-4f78-bbe3-3cf25644df78",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "92f40d16-49c1-487f-8b83-f05fc3a5b851",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a4643c2-60e6-4645-9d23-d13c6c410337",
"metadata": {},
"outputs": [],
"source": [
"\n",
"data = HS1_1\n",
"\n",
"\n",
"INITIAL_KERNEL = 29\n",
"FIT_KERNEL = 99\n",
"\n",
"# 1. Estimate Corrosion Potential (Ecorr) using a median filter\n",
"ecorr_guess = data['E'].iloc[np.argmin(medfilt(data['i'], kernel_size=INITIAL_KERNEL))]\n",
"\n",
"# 2. Split data into anodic and cathodic regions based on Ecorr\n",
"anodic_data = data[data['E'] > ecorr_guess]\n",
"cathodic_data = data[data['E'] < ecorr_guess]\n",
"if anodic_data.empty or cathodic_data.empty:\n",
" warnings.warn(\"No data in anodic or cathodic regions?. Ecorr guess may be incorrect.\") \n",
"\n",
"# 3. Perform linear fit on E vs. i for each branch\n",
"medfilt_anodic_i = medfilt(anodic_data['i'].iloc[30:-30], kernel_size=FIT_KERNEL)\n",
"medfilt_cathodic_i = medfilt(cathodic_data['i'].iloc[30:-30], kernel_size=FIT_KERNEL)\n",
"\n",
"def log_func(i, b, i_0):\n",
" # To handle potential math domain errors for i <= 0\n",
" # we return a large value where the function is undefined.\n",
" with np.errstate(divide='ignore', invalid='ignore'):\n",
" result = b * np.log(np.abs(i)/i_0)\n",
" return np.nan_to_num(result, nan=np.inf)\n",
"\n",
"max_calls = 50000\n",
"popt_anodic, _ = curve_fit(log_func, \n",
" medfilt_anodic_i, \n",
" anodic_data['E'].iloc[30:-30] - ecorr_guess,\n",
" p0=[0.05*1e3, 1e-11],\n",
" maxfev=max_calls)\n",
"popt_cathodic, _ = curve_fit(log_func, \n",
" medfilt_cathodic_i, \n",
" cathodic_data['E'].iloc[30:-30] - ecorr_guess,\n",
" p0=[-0.05*1e3, 1e-11], \n",
" maxfev=max_calls)\n",
"beta_a = popt_anodic[0]\n",
"beta_c = -popt_cathodic[0]\n",
"i_a = popt_anodic[1]\n",
"i_c = popt_cathodic[1]\n",
"\n",
"print(f\"Anodic n = b_a*log(i/i_a) b_a = {beta_a:.2f} mV/decade i_a = {i_a:.2e} A/cm2\")\n",
"print(f\"Cathodic n = -b_c*log(i/i_c) b_c = {beta_c:.2f} mV/decade i_c = {i_c:.2e} A/cm2\")\n",
"\n",
"p_anodic = lambda x: log_func(x, *popt_anodic) + ecorr_guess\n",
"p_cathodic = lambda x: log_func(x, *popt_cathodic) + ecorr_guess\n",
"\n",
"\n",
"# TODO HERE\n",
"\n",
"#p_anodic = np.poly1d(np.polyfit(medfilt_anodic_i, anodic_data['E'].iloc[30:-30], 1))\n",
"#p_cathodic = np.poly1d(np.polyfit(medfilt_cathodic_i, cathodic_data['E'].iloc[30:-30], 1))\n",
"\n",
"# 4. Calculate the tangent at the extreme ends of the filtered data\n",
"i_extreme_anodic = medfilt_anodic_i.max()\n",
"i_extreme_cathodic = medfilt_cathodic_i.max() \n",
"e_extreme_anodic = p_anodic(i_extreme_anodic)\n",
"e_extreme_cathodic = p_cathodic(i_extreme_cathodic)\n",
"\n",
"print()\n",
"print(f\"i @ anodic extreme {i_extreme_anodic}\")\n",
"print(f\"i @ cathodic extreme {i_extreme_cathodic}\")\n",
"print(f\"E @ anodic extreme {e_extreme_anodic}\")\n",
"print(f\"E @ cathodic extreme {e_extreme_cathodic}\")\n",
"print()\n",
"\n",
"\n",
"# 5. Calculate tangent lines \n",
"log_i_tangent_anodic = np.linspace(np.log10(i_extreme_anodic) - 0.5, np.log10(i_extreme_anodic), 100)\n",
"log_i_tangent_cathodic = np.linspace(np.log10(i_extreme_cathodic) - 0.5, np.log10(i_extreme_cathodic), 100)\n",
"\n",
"e_tangent_anodic = (\n",
" beta_a * (log_i_tangent_anodic - np.log10(i_extreme_anodic))\n",
" + e_extreme_anodic\n",
")\n",
"\n",
"e_tangent_cathodic = (\n",
" beta_c * (log_i_tangent_cathodic - np.log10(i_extreme_cathodic))\n",
" + e_extreme_cathodic\n",
")\n",
"\n",
"\n",
"# --- 3. Calculations ---\n",
"temp_kelvin = 25.0 + 273.15\n",
"R = 8.314 # Ideal Gas Constant (J/(mol·K))\n",
"F = 96485 # Faraday Constant (C/mol)\n",
"n = 2 # Number of electrons transferred in your electrochemical reaction. \n",
"\n",
"# Calculate the anodic charge transfer coefficient (alpha_a)\n",
"# This value represents the fraction of the potential that assists the oxidation reaction.\n",
"try:\n",
" alpha_a = (2.303 * R * temp_kelvin) / (1e-3 * beta_a * n * F)\n",
" alpha_c = -(2.303 * R * temp_kelvin) / (1e-3 * beta_c * n * F) \n",
"except ZeroDivisionError as e:\n",
" print(\"Slope is zero, what happened?\")\n",
" print(e)\n",
"\n",
"\n",
"# 6. Package results into a dictionary\n",
"results = {\n",
" \"ecorr_guess\": ecorr_guess,\n",
" \"beta_a\": beta_a, \n",
" \"beta_c\": beta_c,\n",
" \"anodic_tangent_i\": 10**log_i_tangent_anodic,\n",
" \"anodic_tangent_E\": e_tangent_anodic,\n",
" \"cathodic_tangent_i\": 10**log_i_tangent_cathodic,\n",
" \"cathodic_tangent_E\": e_tangent_cathodic,\n",
" \"alpha_a\": alpha_a,\n",
" \"alpha_c\": alpha_c, \n",
"}\n",
"return results"
]
}
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