{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "c1473cc9-7666-4aec-aae9-37bad679e69c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1.0, 4.0)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import json\n", "import pandas as pd\n", "import requests\n", "import io\n", "import matplotlib.pyplot as plt\n", "import smt\n", "\n", "def interleave(v1, v2):\n", " vout = np.empty(2 * len(v1), dtype=float)\n", " vout[0::2] = v1\n", " vout[1::2] = v2\n", " return vout \n", "\n", "# Read example CPT file\n", "df = pd.read_csv('example_cpt.csv')\n", "depth = df['depth'].values\n", "qc = df['qt'].values\n", "fs = df['fs'].values\n", "\n", "# Assign groundwater table depth, average unit weight, and compute vertical total and effective stresses\n", "dGWT = 3.0\n", "gamma = 19.0\n", "sigmav = gamma * depth\n", "u = (depth - dGWT) * 9.81\n", "u[u<0] = 0\n", "sigmavp = sigmav - u\n", "\n", "# Use inverse filtering algorithm and layering algorithm to compute layered profile\n", "qt_inv, fs_inv, Ic_inv = smt.cpt_inverse_filter(qc, depth, fs=fs, sigmav=sigmav, sigmavp=sigmavp)\n", "Ic, Qtn, Fr = smt.get_Ic_Qtn_Fr(qc, fs, sigmav, sigmavp)\n", "Ic_inv, Qtn_inv, Fr_inv = smt.get_Ic_Qtn_Fr(qt_inv, fs_inv, sigmav, sigmavp)\n", "FC = smt.get_FC_from_Ic(Ic_inv, 0.0)\n", "qc1N, qc1Ncs = smt.get_qc1N_qc1Ncs(qc, fs, sigmav, sigmavp, FC)\n", "qc1N_inv, qc1Ncs_inv = smt.get_qc1N_qc1Ncs(qt_inv, fs_inv, sigmav, sigmavp, FC)\n", "ztop, zbot, qc1Ncs_lay, Ic_lay = smt.cpt_layering(qc1Ncs_inv, Ic_inv, depth, dGWT=dGWT, Nmin=1, Nmax=None)\n", "fig, ax = plt.subplots(ncols=4, sharey='row')\n", "\n", "ax[0].plot(qc, depth)\n", "ax[0].plot(qt_inv, depth)\n", "ax[1].plot(fs, depth)\n", "ax[1].plot(fs_inv, depth)\n", "ax[2].plot(Ic, depth)\n", "ax[2].plot(Ic_inv, depth)\n", "ax[3].plot(qc1Ncs, depth)\n", "ax[3].plot(qc1Ncs_inv, depth)\n", "ax[2].axvspan(1,1.31,alpha=0.3,color='darkorange')\n", "ax[2].axvspan(1.31,2.05,alpha=0.3,color='peru')\n", "ax[2].axvspan(2.05,2.6,alpha=0.3,color='palegreen')\n", "ax[2].axvspan(2.6,2.95,alpha=0.3,color='mediumaquamarine')\n", "ax[2].axvspan(2.95,3.6,alpha=0.3,color='navy')\n", "ax[2].axvspan(3.6,4.0,alpha=0.3,color='saddlebrown')\n", "ax[0].set_ylabel('depth [m]')\n", "ax[0].set_xlabel(r'$q_c$ [kPa]')\n", "ax[1].set_xlabel(r'$f_s$ [kPa]')\n", "ax[2].set_xlabel(r'$I_c$ [-]')\n", "ax[3].set_xlabel(r'$q_{c1Ncs}$ [-]')\n", "for a in ax:\n", " a.grid(True, alpha=0.5)\n", "ax[2].plot(interleave(Ic_lay,Ic_lay), interleave(ztop,zbot), color='black', zorder=2)\n", "ax[3].plot(interleave(qc1Ncs_lay,qc1Ncs_lay), interleave(ztop,zbot), color='black', zorder=2)\n", "ax[0].invert_yaxis()\n", "ax[2].set_xlim(1,4)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }