From 4a8ffb85508836e19e1916d6eb55660659af8602 Mon Sep 17 00:00:00 2001 From: Kamal Choudhary Date: Wed, 4 Dec 2024 17:50:46 -0500 Subject: [PATCH] Created using Colab --- .../BandOffSet_LOCPOT.ipynb | 159 ++++++++++++++++-- 1 file changed, 147 insertions(+), 12 deletions(-) diff --git a/jarvis-tools-notebooks/BandOffSet_LOCPOT.ipynb b/jarvis-tools-notebooks/BandOffSet_LOCPOT.ipynb index 47e6565..458d7c2 100644 --- a/jarvis-tools-notebooks/BandOffSet_LOCPOT.ipynb +++ b/jarvis-tools-notebooks/BandOffSet_LOCPOT.ipynb @@ -4,7 +4,7 @@ "metadata": { "colab": { "provenance": [], - "authorship_tag": "ABX9TyM/glr9HGHV0OfcI0rjy3DD", + "authorship_tag": "ABX9TyOTFJaM0YLWuZ05VBPsfGq5", "include_colab_link": true }, "kernelspec": { @@ -34,7 +34,7 @@ "base_uri": "https://localhost:8080/" }, "id": "WCFlmWb2JlQp", - "outputId": "faef39b8-1efc-4250-b3ff-875365433cb3" + "outputId": "63294b56-8b55-4269-c0a4-59062288897b" }, "outputs": [ { @@ -42,8 +42,8 @@ "name": "stdout", "text": [ " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.9/2.9 MB\u001b[0m \u001b[31m28.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.2/4.2 MB\u001b[0m \u001b[31m55.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.9/2.9 MB\u001b[0m \u001b[31m27.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.2/4.2 MB\u001b[0m \u001b[31m15.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h Building wheel for intermat (setup.py) ... \u001b[?25l\u001b[?25hdone\n" ] } @@ -86,7 +86,7 @@ "metadata": { "id": "Af_DP4TGLGd8" }, - "execution_count": 12, + "execution_count": 4, "outputs": [] }, { @@ -98,6 +98,141 @@ "id": "3Q70W9QHP1gu" } }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.signal import find_peaks\n", + "from intermat.analyze import locpot_mean\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "# Load data from LOCPOT\n", + "x, s, _ = locpot_mean('LOCPOT')\n", + "\n", + "# Step 1: Assume the middle is the interface\n", + "interface_index = len(x) // 2\n", + "interface_x = x[interface_index]\n", + "\n", + "# Step 2: Identify peaks in the potential data to find repeat units\n", + "peaks, _ = find_peaks(s, width=5, prominence=1)\n", + "peak_positions = x[peaks]\n", + "\n", + "# Step 3: Find the closest repeat unit lengths for left and right sides\n", + "left_side = peak_positions[peak_positions < interface_x]\n", + "left_index = int(np.ceil(len(left_side) / 2)) - 1\n", + "left_repeat_end = left_side[left_index]\n", + "left_repeat_start = peak_positions[peak_positions < left_repeat_end][-1]\n", + "left_repeat_length = left_repeat_end - left_repeat_start\n", + "\n", + "right_side = peak_positions[peak_positions > interface_x]\n", + "right_index = int(np.ceil(len(right_side) / 2)) - 1\n", + "right_repeat_start = right_side[right_index]\n", + "right_repeat_end = peak_positions[peak_positions > right_repeat_start][0]\n", + "right_repeat_length = right_repeat_end - right_repeat_start\n", + "\n", + "# Step 4: Calculate integral-based moving averages for left and right sides\n", + "def moving_average_integral(x, s, repeat_length):\n", + " \"\"\"\n", + " Calculate integral-based moving average over a sliding window of size `repeat_length`.\n", + " \"\"\"\n", + " moving_avg = []\n", + " half_window = repeat_length / 2\n", + " for center in x:\n", + " start = center - half_window\n", + " end = center + half_window\n", + " mask = (x >= start) & (x <= end)\n", + " if np.any(mask):\n", + " integral = np.trapz(s[mask], x[mask]) / repeat_length\n", + " moving_avg.append(integral)\n", + " else:\n", + " moving_avg.append(np.nan) # Outside valid range\n", + " return np.array(moving_avg)\n", + "\n", + "# Calculate moving averages\n", + "moving_avg_left = moving_average_integral(x, s, left_repeat_length)\n", + "moving_avg_right = moving_average_integral(x, s, right_repeat_length)\n", + "\n", + "# Step 5: Calculate the difference between the two integrals\n", + "mask_left = (x >= left_repeat_start) & (x <= left_repeat_end)\n", + "integral_left = np.trapz(s[mask_left], x[mask_left]) / left_repeat_length\n", + "\n", + "mask_right = (x >= right_repeat_start) & (x <= right_repeat_end)\n", + "integral_right = np.trapz(s[mask_right], x[mask_right]) / right_repeat_length\n", + "\n", + "integral_difference = integral_right - integral_left\n", + "\n", + "# Print results\n", + "print(f\"Left Repeat Unit: [{left_repeat_start}, {left_repeat_end}]\")\n", + "print(f\"Right Repeat Unit: [{right_repeat_start}, {right_repeat_end}]\")\n", + "print(f\"Left Repeat Length: {left_repeat_length}\")\n", + "print(f\"Right Repeat Length: {right_repeat_length}\")\n", + "print(f\"Integral over Left-Hand Side Repeat Unit: {integral_left}\")\n", + "print(f\"Integral over Right-Hand Side Repeat Unit: {integral_right}\")\n", + "print(f\"Difference Between Integrals: {integral_difference}\")\n", + "\n", + "# Visualize\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(x, s, label=\"Electrostatic Potential\", color=\"blue\", alpha=0.7)\n", + "plt.plot(x, moving_avg_left, label=\"Integral-Based Moving Avg (Left)\", color=\"green\", linestyle=\"--\")\n", + "plt.plot(x, moving_avg_right, label=\"Integral-Based Moving Avg (Right)\", color=\"orange\", linestyle=\"--\")\n", + "plt.axvline(x=interface_x, color=\"red\", linestyle=\"--\", label=\"Interface\")\n", + "plt.fill_between(x[mask_left], s[mask_left], color=\"cyan\", alpha=0.3, label=\"Left Repeat Unit\")\n", + "plt.fill_between(x[mask_right], s[mask_right], color=\"magenta\", alpha=0.3, label=\"Right Repeat Unit\")\n", + "plt.xlabel(\"Distance (x)\")\n", + "plt.ylabel(\"Electrostatic Potential (s)\")\n", + "plt.title(f\"Delta V = {round(integral_difference, 2)} eV\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n" + ], + "metadata": { + "id": "3xZVTaeh3Mkq", + "outputId": "169342ca-4577-4057-c42c-f8d966d2c163", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 738 + } + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Atoms(symbols='As12Ga12Si24', pbc=True, cell=[[0.002228, 5.5913, -0.003881], [7.884492, -0.002696, 0.625022], [-2.057968, -0.01637, -24.091262]])\n", + "gap OUTCAR (0.6234999999999999, 5.2089, 4.5854) 4.7982\n", + "avg_mx 0.4470960134154023\n", + "Left Repeat Unit: [4.108410749810933, 6.061589630868589]\n", + "Right Repeat Unit: [18.184768892605767, 20.272649765460503]\n", + "Left Repeat Length: 1.9531788810576565\n", + "Right Repeat Length: 2.0878808728547362\n", + "Integral over Left-Hand Side Repeat Unit: -5.628369287719636\n", + "Integral over Right-Hand Side Repeat Unit: -4.019728474698344\n", + "Difference Between Integrals: 1.6086408130212915\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "9j1IET7o3MiD" + }, + "execution_count": null, + "outputs": [] + }, { "cell_type": "code", "source": [ @@ -175,7 +310,7 @@ "height": 755 } }, - "execution_count": 16, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -351,7 +486,7 @@ "id": "FwS08xlD_-wa", "outputId": "3c57c5df-a2be-4f36-e670-f35e4b3f0732" }, - "execution_count": 13, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -387,7 +522,7 @@ "metadata": { "id": "d1hNSA1K_-s-" }, - "execution_count": 15, + "execution_count": null, "outputs": [] }, { @@ -485,7 +620,7 @@ "id": "ulthcGNEJ8Vn", "outputId": "ce7df52d-b441-4eb1-8b5f-0b73d22d4ee6" }, - "execution_count": 5, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -615,7 +750,7 @@ "id": "3zmbq8QL9laH", "outputId": "150ad258-5c7c-457a-ef6c-6f68fb03eb53" }, - "execution_count": 6, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -741,7 +876,7 @@ "id": "HVcRW25E-0Hb", "outputId": "f69a72e3-8c74-427a-9b0e-8417ebcbf740" }, - "execution_count": 8, + "execution_count": null, "outputs": [ { "output_type": "stream", @@ -882,7 +1017,7 @@ "id": "nTg96FJ0_pKQ", "outputId": "b90b56c5-58f3-4cb8-ef9f-8c732d34c617" }, - "execution_count": 9, + "execution_count": null, "outputs": [ { "output_type": "stream",