{ "cells": [ { "cell_type": "markdown", "id": "8d891055", "metadata": {}, "source": [ "# Process Modeling 101 \n", "\n", "- **Prepared by:**\n", " \n", " - [Ga-Yeong Kim](https://qsdsan.readthedocs.io/en/latest/CONTRIBUTING.html)\n", " - [Joy Zhang](https://qsdsan.readthedocs.io/en/latest/CONTRIBUTING.html)\n", " \n", "- **Covered topics:**\n", "\n", " - [1. Introduction](#s1)\n", " - [2. System Setup](#s2)\n", " - [3. System Simulation](#s3)\n", " \n", "To run tutorials in your browser, go to this [Binder page](https://mybinder.org/v2/gh/QSD-Group/QSDsan-env/main?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252FQSD-group%252FQSDsan%26urlpath%3Dtree%252FQSDsan%252Fdocs%252Fsource%252Ftutorials%26branch%3Dmain)." ] }, { "cell_type": "code", "execution_count": 1, "id": "9a2a96b7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This tutorial was made with qsdsan v1.2.1.\n" ] } ], "source": [ "import qsdsan as qs\n", "print(f'This tutorial was made with qsdsan v{qs.__version__}.')" ] }, { "cell_type": "code", "execution_count": 2, "id": "336a8a6a", "metadata": {}, "outputs": [], "source": [ "# Import packages\n", "import numpy as np, pandas as pd\n", "from qsdsan import sanunits as su, processes as pc, WasteStream, System\n", "from qsdsan.utils import time_printer, load_data, get_SRT\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore') # to ignore Pandas future warning & NumbaPerformanceWarning" ] }, { "cell_type": "markdown", "id": "1bbdffaa", "metadata": {}, "source": [ "## 1. Introduction " ] }, { "cell_type": "markdown", "id": "9d21a2f5", "metadata": {}, "source": [ "In this tutorial, we will explore how each QSDsan class is used in **practical process simulation**. \n", "\n", "For this purpose, we will utilize **an example system** consisting of five-compartment activated sludge reactor followed by a flat-bottom circular clarifier. In addition, as a process model, **Activated Sludge Model No. 2d (ASM2d)** will be employed." ] }, { "attachments": { "Example%20Wastewater%20Treatment%20Process.png": { "image/png": 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} }, "cell_type": "markdown", "id": "31978d57", "metadata": {}, "source": [ "![Example%20Wastewater%20Treatment%20Process.png](attachment:Example%20Wastewater%20Treatment%20Process.png)" ] }, { "cell_type": "markdown", "id": "cf57b877", "metadata": {}, "source": [ "[Back to top](#top)" ] }, { "cell_type": "markdown", "id": "47af6e27", "metadata": {}, "source": [ "## 2. System Setup " ] }, { "cell_type": "markdown", "id": "8469bd17", "metadata": {}, "source": [ "### 2.1. `Component`" ] }, { "cell_type": "markdown", "id": "9b8aa9ec", "metadata": {}, "source": [ "Chemicals or biomass existing in a system can be expressed using the `Component` class of QSDsan." ] }, { "attachments": { "Component.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "2d1eb51e", "metadata": {}, "source": [ "![Component.png](attachment:Component.png)" ] }, { "cell_type": "code", "execution_count": 3, "id": "03ccebe2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CompiledComponents([S_O2, S_N2, S_NH4, S_NO3, S_PO4, S_F, S_A, S_I, S_ALK, X_I, X_S, X_H, X_PAO, X_PP, X_PHA, X_AUT, X_MeOH, X_MeP, H2O])\n" ] } ], "source": [ "# Components \n", "cmps = pc.create_asm2d_cmps() # create components of ASM2d \n", " # you don't need to define each component one by one. \n", " # compiled components for ASM2d are already available.\n", " \n", "cmps.show() # 18 components of ASM2d + water (X_TSS was excluded due to redundancy.)" ] }, { "cell_type": "markdown", "id": "c2875514", "metadata": {}, "source": [ "**S_O2**: Dissolved oxygen, **S_N2**: Dinitrogen, **S_NH4**: Ammonium plus ammonia nitrogen, **S_NO3**: Nitrate plus nitrite nitrogen (NO3-N + NO2-N), **S_PO4**: Inorganic soluble phosphorus, primarily orthophosphates, **S_F**: Fermentable, readily biodegradable organic substrates, **S_A**: Fermentation products, considered to be acetate, **S_I**: Inert soluble organic\n", "material, **S_ALK**: Alkalinity of the wastewater, **X_I**: Inert particulate organic material, **X_S**: Slowly biodegradable substrates, **X_H**: Heterotrophic organisms, **X_PAO**: Phosphate-accumulating organisms, PAO, **X_PP**: Poly-phosphate, **X_PHA**: A cell internal storage product of phosphorus-accumulating organisms, PAO, **X_AUT**: Nitrifying organisms, **X_MeOH**: Metal-hydroxides, **X_MeP**: Metal-phosphate, MePO4" ] }, { "cell_type": "code", "execution_count": 4, "id": "5bfda984", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Component: S_A (phase_ref='l')\n", "[Names] CAS: 64-19-7\n", " InChI: C2H4O2/c1-2(3)4/h1H3...\n", " InChI_key: QTBSBXVTEAMEQO-U...\n", " common_name: acetic acid\n", " iupac_name: ('ethanoic acid...\n", " pubchemid: 176\n", " smiles: CC(=O)O\n", " formula: C2H4O2\n", "[Groups] Dortmund: <1CH3, 1COOH>\n", " UNIFAC: <1CH3, 1COOH>\n", " PSRK: <1CH3, 1COOH>\n", " NIST: \n", "[Data] MW: 60.052 g/mol\n", " Tm: 289.85 K\n", " Tb: 391.05 K\n", " Tt: 289.69 K\n", " Tc: 590.7 K\n", " Pt: 1267.7 Pa\n", " Pc: 5.78e+06 Pa\n", " Vc: 0.000171 m^3/mol\n", " Hf: -4.8358e+05 J/mol\n", " S0: 159.8 J/K/mol\n", " LHV: 7.87e+05 J/mol\n", " HHV: 8.7502e+05 J/mol\n", " Hfus: 11730 J/mol\n", " Sfus: None\n", " omega: 0.4218\n", " dipole: 1.7 Debye\n", " similarity_variable: 0.13322\n", " iscyclic_aliphatic: 0\n", " combustion: {'CO2': 2, 'O2'...\n", "Component-specific properties:\n", "[Others] measured_as: COD\n", " description: Acetate\n", " particle_size: Soluble\n", " degradability: Readily\n", " organic: True\n", " i_C: 0.37535 g C/g COD\n", " i_N: 0 g N/g COD\n", " i_P: 0 g P/g COD\n", " i_K: 0 g K/g COD\n", " i_Mg: 0 g Mg/g COD\n", " i_Ca: 0 g Ca/g COD\n", " i_mass: 0.93835 g mass/g COD\n", " i_charge: -0.015625 mol +/g COD\n", " i_COD: 1 g COD/g COD\n", " i_NOD: 0 g NOD/g COD\n", " f_BOD5_COD: 0.717\n", " f_uBOD_COD: 0.8628\n", " f_Vmass_Totmass: 1\n", " chem_MW: 60.052\n" ] } ], "source": [ "cmps.S_A.show(chemical_info=True) # each component stores thermodynamic properties." ] }, { "cell_type": "markdown", "id": "9bcfbee8", "metadata": {}, "source": [ "### 2.2. `WasteStream`" ] }, { "cell_type": "markdown", "id": "bdd68560", "metadata": {}, "source": [ "Mass and energy flow within the system can be represented using the `WastStream` class of QSDsan." ] }, { "attachments": { "WasteStream.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "ae0f430a", "metadata": {}, "source": [ "![WasteStream.png](attachment:WasteStream.png)" ] }, { "cell_type": "code", "execution_count": 5, "id": "24a56109", "metadata": {}, "outputs": [], "source": [ "# Parameters (flowrates, temperature)\n", "Q_inf = 18446 # influent flowrate [m3/d]\n", "Q_was = 385 # sludge wastage flowrate [m3/d]\n", "Q_ext = 18446 # external recycle flowrate [m3/d]\n", " # internal recycle flowrate will be defined later using split ratio.\n", " # effluent flowrate will be calculated as the amount remaining after recycling and wastage. \n", "\n", "Temp = 273.15+20 # temperature [K]" ] }, { "cell_type": "code", "execution_count": 6, "id": "3ea89fed", "metadata": {}, "outputs": [], "source": [ "# Create influent, effluent, recycle stream\n", "influent = WasteStream('influent', T=Temp) # create an empty wastestream with specified temperature\n", "effluent = WasteStream('effluent', T=Temp)\n", "\n", "int_recycle = WasteStream('internal_recycle', T=Temp)\n", "ext_recycle = WasteStream('external_recycle', T=Temp)\n", "wastage = WasteStream('wastage', T=Temp) # streams between the reactors will be \n", " # automatically assigned when we define SanUnit." ] }, { "cell_type": "code", "execution_count": 7, "id": "2ca166f4", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# Set the influent composition\n", "default_inf_kwargs = { # default influent composition\n", " 'concentrations': { # you can set concentration of each component separately.\n", " 'S_I': 14,\n", " 'X_I': 26.5,\n", " 'S_F': 20.1,\n", " 'S_A': 94.3,\n", " 'X_S': 409.75,\n", " 'S_NH4': 31,\n", " 'S_N2': 0,\n", " 'S_NO3': 0.266, \n", " 'S_PO4': 2.8,\n", " 'X_PP': 0.05,\n", " 'X_PHA': 0.5,\n", " 'X_H': 0.15,\n", " 'X_AUT': 0, \n", " 'X_PAO': 0, \n", " 'S_ALK':7*12,\n", " },\n", " 'units': ('m3/d', 'mg/L'), # ('input total flowrate', 'input concentrations')\n", " } \n", "\n", "influent.set_flow_by_concentration(Q_inf, **default_inf_kwargs) # set flowrate and composition of empty influent WasteStream" ] }, { "cell_type": "code", "execution_count": 8, "id": "8bbfc5bd", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WasteStream: influent\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow (g/hr): S_NH4 2.38e+04\n", " S_NO3 204\n", " S_PO4 2.15e+03\n", " S_F 1.54e+04\n", " S_A 7.25e+04\n", " S_I 1.08e+04\n", " S_ALK 6.46e+04\n", " X_I 2.04e+04\n", " X_S 3.15e+05\n", " X_H 115\n", " X_PP 38.4\n", " X_PHA 384\n", " H2O 7.67e+08\n", " WasteStream-specific properties:\n", " pH : 7.0\n", " Alkalinity : 2.5 mg/L\n", " COD : 565.3 mg/L\n", " BOD : 320.1 mg/L\n", " TC : 271.4 mg/L\n", " TOC : 187.4 mg/L\n", " TN : 48.9 mg/L\n", " TP : 7.4 mg/L\n", " TK : 0.1 mg/L\n", " Component concentrations (mg/L):\n", " S_NH4 31.0\n", " S_NO3 0.3\n", " S_PO4 2.8\n", " S_F 20.1\n", " S_A 94.3\n", " S_I 14.0\n", " S_ALK 84.0\n", " X_I 26.5\n", " X_S 409.8\n", " X_H 0.2\n", " X_PP 0.1\n", " X_PHA 0.5\n", " H2O 998426.3\n" ] } ], "source": [ "influent # wastestream stores bulk properties of the stream, as well as concentration of each component." ] }, { "cell_type": "code", "execution_count": 9, "id": "b7eb93e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "324.9843750592503" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "influent.get_VSS() # you can also retreive other information, such as VSS, TSS, TDS, etc." ] }, { "cell_type": "markdown", "id": "840641b7", "metadata": {}, "source": [ "### 2.3. `Process`" ] }, { "cell_type": "markdown", "id": "6b1782f5", "metadata": {}, "source": [ "Chemical or biological reactions occurring within the system can be included\n", "using the `Process` class of QSDsan." ] }, { "cell_type": "markdown", "id": "220da432", "metadata": {}, "source": [ "### 2.3.1. Aeration " ] }, { "attachments": { "Aeration%20Process.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "93809a68", "metadata": {}, "source": [ "![Aeration%20Process.png](attachment:Aeration%20Process.png)" ] }, { "cell_type": "code", "execution_count": 10, "id": "d674d59c", "metadata": {}, "outputs": [], "source": [ "# Parameters (volumes)\n", "V_an = 1000 # anoxic zone tank volume [m3/d]\n", "V_ae = 1333 # aerated zone tank volume [m3/d]" ] }, { "cell_type": "code", "execution_count": 11, "id": "8b53ebff", "metadata": {}, "outputs": [], "source": [ "# Aeration model\n", "aer1 = pc.DiffusedAeration('aer1', DO_ID='S_O2', KLa=240, DOsat=8.0, V=V_ae) # aeration model for Tank 3 & Tank 4\n", "aer2 = pc.DiffusedAeration('aer2', DO_ID='S_O2', KLa=84, DOsat=8.0, V=V_ae) # aeration model for Tank 5" ] }, { "cell_type": "markdown", "id": "4a6520b6", "metadata": {}, "source": [ "**DO_ID:** The component ID of dissolved oxygen (DO).
\n", "**KLa:** Oxygen mass transfer coefficient.
\n", "**DOsat:** Surface DO saturation concentration.
\n", "**V:** Reactor volume" ] }, { "cell_type": "code", "execution_count": 12, "id": "220e8d6a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Process: aer1\n", "[stoichiometry] S_O2: 1\n", "[reference] S_O2\n", "[rate equation] KLa*(DOsat - S_O2)\n", "[parameters] KLa: 240\n", " DOsat: 8\n", "[dynamic parameters] \n" ] } ], "source": [ "aer1" ] }, { "cell_type": "markdown", "id": "69bdece7", "metadata": {}, "source": [ "### 2.3.2. ASM2d" ] }, { "attachments": { "ASM2d%20Process.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "61fc2839", "metadata": {}, "source": [ "![ASM2d%20Process.png](attachment:ASM2d%20Process.png)" ] }, { "cell_type": "code", "execution_count": 13, "id": "a988b174", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ASM2d([aero_hydrolysis, anox_hydrolysis, anae_hydrolysis, hetero_growth_S_F, hetero_growth_S_A, denitri_S_F, denitri_S_A, ferment, hetero_lysis, PAO_storage_PHA, aero_storage_PP, PAO_aero_growth_PHA, PAO_lysis, PP_lysis, PHA_lysis, auto_aero_growth, auto_lysis, precipitation, redissolution, anox_storage_PP, PAO_anox_growth])\n" ] } ], "source": [ "# ASM2d \n", "asm2d = pc.ASM2d() # create ASM2d processes\n", "asm2d.show() # 21 processes in ASM2d" ] }, { "cell_type": "code", "execution_count": 14, "id": "073b8dbd", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Process: aero_hydrolysis\n", "[stoichiometry] S_NH4: 0.02*f_SI + 0.01\n", " S_PO4: 0.01*f_SI\n", " S_F: 1.0 - 1.0*f_SI\n", " S_I: 1.0*f_SI\n", " S_ALK: 0.0113*f_SI + 0.00858\n", " X_S: -1.00\n", "[reference] X_S\n", "[rate equation] K_h*S_O2*X_S/((K_O2 + S_O2)*...\n", "[parameters] f_SI: 0\n", " Y_H: 0.625\n", " f_XI_H: 0.1\n", " Y_PAO: 0.625\n", " Y_PO4: 0.4\n", " Y_PHA: 0.2\n", " f_XI_PAO: 0.1\n", " Y_A: 0.24\n", " f_XI_AUT: 0.1\n", " K_h: 3\n", " eta_NO3: 0.6\n", " eta_fe: 0.4\n", " K_O2: 0.2\n", " K_NO3: 0.5\n", " K_X: 0.1\n", " mu_H: 6\n", " q_fe: 3\n", " eta_NO3_H: 0.8\n", " b_H: 0.4\n", " K_O2_H: 0.2\n", " K_F: 4\n", " K_fe: 4\n", " K_A_H: 4\n", " K_NO3_H: 0.5\n", " K_NH4_H: 0.05\n", " K_P_H: 0.01\n", " K_ALK_H: 1.2\n", " q_PHA: 3\n", " q_PP: 1.5\n", " mu_PAO: 1\n", " eta_NO3_PAO: 0.6\n", " b_PAO: 0.2\n", " b_PP: 0.2\n", " b_PHA: 0.2\n", " K_O2_PAO: 0.2\n", " K_NO3_PAO: 0.5\n", " K_A_PAO: 4\n", " K_NH4_PAO: 0.05\n", " K_PS: 0.2\n", " K_P_PAO: K_P_PAO\n", " K_ALK_PAO: 1.2\n", " K_PP: 0.01\n", " K_MAX: 0.34\n", " K_IPP: 0.02\n", " K_PHA: 0.01\n", " mu_AUT: 1\n", " b_AUT: 0.15\n", " K_O2_AUT: 0.5\n", " K_NH4_AUT: 1\n", " K_ALK_AUT: 6\n", " K_P_AUT: 0.01\n", " k_PRE: 1\n", " k_RED: 0.6\n", " K_ALK_PRE: 6\n", " K_P_PAO: 0.01\n", "[dynamic parameters] \n" ] } ], "source": [ "asm2d.aero_hydrolysis # Each process includes stoichiometry, rate equation, and parameters." ] }, { "cell_type": "code", "execution_count": 15, "id": "82cf1c38", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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S_O2S_N2S_NH4S_NO3S_PO4S_FS_AS_IS_ALKX_IX_SX_HX_PAOX_PPX_PHAX_AUTX_MeOHX_MePH2O
aero_hydrolysis000.01001000.008580-100000000
anox_hydrolysis000.01001000.008580-100000000
anae_hydrolysis000.01001000.008580-100000000
hetero_growth_S_F-0.60-0.0220-0.004-1.600-0.01650010000000
hetero_growth_S_A-0.60-0.070-0.020-1.600.2520010000000
denitri_S_F00.21-0.022-0.21-0.004-1.6000.1640010000000
denitri_S_A00.21-0.07-0.21-0.020-1.600.4320010000000
ferment000.0300.01-110-0.1680000000000
hetero_lysis000.03200.010000.02160.10.9-10000000
PAO_storage_PHA00000.40-100.110000-0.410000
aero_storage_PP-0.2000-10000.19400001-0.20000
PAO_aero_growth_PHA-0.60-0.070-0.02000-0.048400010-1.60000
PAO_lysis000.03200.010000.02160.10.90-1000000
PP_lysis00001000-0.1940000-100000
PHA_lysis00000010-0.18800000-10000
auto_aero_growth-180-4.244.17-0.02000-7.20000001000
auto_lysis000.03200.010000.02160.10.90000-1000
precipitation0000-10000.5820000000-3.454.870
redissolution00001000-0.58200000003.45-4.870
anox_storage_PP00.070-0.07-10000.25400001-0.20000
PAO_anox_growth00.208-0.0683-0.21-0.020000.13300010-1.60000
\n", "
" ], "text/plain": [ " S_O2 S_N2 S_NH4 S_NO3 S_PO4 S_F S_A S_I S_ALK \\\n", "aero_hydrolysis 0 0 0.01 0 0 1 0 0 0.00858 \n", "anox_hydrolysis 0 0 0.01 0 0 1 0 0 0.00858 \n", "anae_hydrolysis 0 0 0.01 0 0 1 0 0 0.00858 \n", "hetero_growth_S_F -0.6 0 -0.022 0 -0.004 -1.6 0 0 -0.0165 \n", "hetero_growth_S_A -0.6 0 -0.07 0 -0.02 0 -1.6 0 0.252 \n", "denitri_S_F 0 0.21 -0.022 -0.21 -0.004 -1.6 0 0 0.164 \n", "denitri_S_A 0 0.21 -0.07 -0.21 -0.02 0 -1.6 0 0.432 \n", "ferment 0 0 0.03 0 0.01 -1 1 0 -0.168 \n", "hetero_lysis 0 0 0.032 0 0.01 0 0 0 0.0216 \n", "PAO_storage_PHA 0 0 0 0 0.4 0 -1 0 0.11 \n", "aero_storage_PP -0.2 0 0 0 -1 0 0 0 0.194 \n", "PAO_aero_growth_PHA -0.6 0 -0.07 0 -0.02 0 0 0 -0.0484 \n", "PAO_lysis 0 0 0.032 0 0.01 0 0 0 0.0216 \n", "PP_lysis 0 0 0 0 1 0 0 0 -0.194 \n", "PHA_lysis 0 0 0 0 0 0 1 0 -0.188 \n", "auto_aero_growth -18 0 -4.24 4.17 -0.02 0 0 0 -7.2 \n", "auto_lysis 0 0 0.032 0 0.01 0 0 0 0.0216 \n", "precipitation 0 0 0 0 -1 0 0 0 0.582 \n", "redissolution 0 0 0 0 1 0 0 0 -0.582 \n", "anox_storage_PP 0 0.07 0 -0.07 -1 0 0 0 0.254 \n", "PAO_anox_growth 0 0.208 -0.0683 -0.21 -0.02 0 0 0 0.133 \n", "\n", " X_I X_S X_H X_PAO X_PP X_PHA X_AUT X_MeOH X_MeP \\\n", "aero_hydrolysis 0 -1 0 0 0 0 0 0 0 \n", "anox_hydrolysis 0 -1 0 0 0 0 0 0 0 \n", "anae_hydrolysis 0 -1 0 0 0 0 0 0 0 \n", "hetero_growth_S_F 0 0 1 0 0 0 0 0 0 \n", "hetero_growth_S_A 0 0 1 0 0 0 0 0 0 \n", "denitri_S_F 0 0 1 0 0 0 0 0 0 \n", "denitri_S_A 0 0 1 0 0 0 0 0 0 \n", "ferment 0 0 0 0 0 0 0 0 0 \n", "hetero_lysis 0.1 0.9 -1 0 0 0 0 0 0 \n", "PAO_storage_PHA 0 0 0 0 -0.4 1 0 0 0 \n", "aero_storage_PP 0 0 0 0 1 -0.2 0 0 0 \n", "PAO_aero_growth_PHA 0 0 0 1 0 -1.6 0 0 0 \n", "PAO_lysis 0.1 0.9 0 -1 0 0 0 0 0 \n", "PP_lysis 0 0 0 0 -1 0 0 0 0 \n", "PHA_lysis 0 0 0 0 0 -1 0 0 0 \n", "auto_aero_growth 0 0 0 0 0 0 1 0 0 \n", "auto_lysis 0.1 0.9 0 0 0 0 -1 0 0 \n", "precipitation 0 0 0 0 0 0 0 -3.45 4.87 \n", "redissolution 0 0 0 0 0 0 0 3.45 -4.87 \n", "anox_storage_PP 0 0 0 0 1 -0.2 0 0 0 \n", "PAO_anox_growth 0 0 0 1 0 -1.6 0 0 0 \n", "\n", " H2O \n", "aero_hydrolysis 0 \n", "anox_hydrolysis 0 \n", "anae_hydrolysis 0 \n", "hetero_growth_S_F 0 \n", "hetero_growth_S_A 0 \n", "denitri_S_F 0 \n", "denitri_S_A 0 \n", "ferment 0 \n", "hetero_lysis 0 \n", "PAO_storage_PHA 0 \n", "aero_storage_PP 0 \n", "PAO_aero_growth_PHA 0 \n", "PAO_lysis 0 \n", "PP_lysis 0 \n", "PHA_lysis 0 \n", "auto_aero_growth 0 \n", "auto_lysis 0 \n", "precipitation 0 \n", "redissolution 0 \n", "anox_storage_PP 0 \n", "PAO_anox_growth 0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Petersen stoichiometric matrix of ASM2d\n", "pd.set_option('display.max_columns', None) # to display all columns\n", "\n", "asm2d.stoichiometry" ] }, { "cell_type": "code", "execution_count": 16, "id": "db2be131", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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rate_equation
aero_hydrolysis3.0*S_O2*X_S/((0.1 + X_S/X_H)*(...
anox_hydrolysis0.36*S_NO3*X_S/((0.1 + X_S/X_H)...
anae_hydrolysis0.12*X_S/((0.1 + X_S/X_H)*(S_NO...
hetero_growth_S_F6.0*S_ALK*S_F**2*S_NH4*S_O2*S_P...
hetero_growth_S_A6.0*S_A**2*S_ALK*S_NH4*S_O2*S_P...
denitri_S_F0.96*S_ALK*S_F**2*S_NH4*S_NO3*S...
denitri_S_A0.96*S_A**2*S_ALK*S_NH4*S_NO3*S...
ferment0.3*S_ALK*S_F*X_H/((S_ALK + 1.2...
hetero_lysis0.4*X_H
PAO_storage_PHA3.0*S_A*S_ALK*X_PP/((0.01 + X_P...
aero_storage_PP1.5*S_ALK*S_O2*S_PO4*X_PHA*(0.3...
PAO_aero_growth_PHA1.0*S_ALK*S_NH4*S_O2*S_PO4*X_PH...
PAO_lysis0.2*S_ALK*X_PAO/(S_ALK + 1.2)
PP_lysis0.2*S_ALK*X_PP/(S_ALK + 1.2)
PHA_lysis0.2*S_ALK*X_PHA/(S_ALK + 1.2)
auto_aero_growth1.0*S_ALK*S_NH4*S_O2*S_PO4*X_AU...
auto_lysis0.15*X_AUT
precipitation1.0*S_PO4*X_MeOH
redissolution0.6*S_ALK*X_MeP/(S_ALK + 6.0)
anox_storage_PP0.18*S_ALK*S_NO3*S_PO4*X_PHA*(0...
PAO_anox_growth0.12*S_ALK*S_NH4*S_NO3*S_PO4*X_...
\n", "
" ], "text/plain": [ " rate_equation\n", "aero_hydrolysis 3.0*S_O2*X_S/((0.1 + X_S/X_H)*(...\n", "anox_hydrolysis 0.36*S_NO3*X_S/((0.1 + X_S/X_H)...\n", "anae_hydrolysis 0.12*X_S/((0.1 + X_S/X_H)*(S_NO...\n", "hetero_growth_S_F 6.0*S_ALK*S_F**2*S_NH4*S_O2*S_P...\n", "hetero_growth_S_A 6.0*S_A**2*S_ALK*S_NH4*S_O2*S_P...\n", "denitri_S_F 0.96*S_ALK*S_F**2*S_NH4*S_NO3*S...\n", "denitri_S_A 0.96*S_A**2*S_ALK*S_NH4*S_NO3*S...\n", "ferment 0.3*S_ALK*S_F*X_H/((S_ALK + 1.2...\n", "hetero_lysis 0.4*X_H\n", "PAO_storage_PHA 3.0*S_A*S_ALK*X_PP/((0.01 + X_P...\n", "aero_storage_PP 1.5*S_ALK*S_O2*S_PO4*X_PHA*(0.3...\n", "PAO_aero_growth_PHA 1.0*S_ALK*S_NH4*S_O2*S_PO4*X_PH...\n", "PAO_lysis 0.2*S_ALK*X_PAO/(S_ALK + 1.2)\n", "PP_lysis 0.2*S_ALK*X_PP/(S_ALK + 1.2)\n", "PHA_lysis 0.2*S_ALK*X_PHA/(S_ALK + 1.2)\n", "auto_aero_growth 1.0*S_ALK*S_NH4*S_O2*S_PO4*X_AU...\n", "auto_lysis 0.15*X_AUT\n", "precipitation 1.0*S_PO4*X_MeOH\n", "redissolution 0.6*S_ALK*X_MeP/(S_ALK + 6.0)\n", "anox_storage_PP 0.18*S_ALK*S_NO3*S_PO4*X_PHA*(0...\n", "PAO_anox_growth 0.12*S_ALK*S_NH4*S_NO3*S_PO4*X_..." ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Rate equations of ASM2d\n", "asm2d.rate_equations" ] }, { "cell_type": "markdown", "id": "d3fba830", "metadata": {}, "source": [ "### 2.4. `SanUnit`" ] }, { "cell_type": "markdown", "id": "4a272aee", "metadata": {}, "source": [ "Reactors constituting the system can be represented using the `SanUnit` class of QSDsan." ] }, { "attachments": { "SanUnit.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "cd545489", "metadata": {}, "source": [ "![SanUnit.png](attachment:SanUnit.png)" ] }, { "cell_type": "code", "execution_count": 17, "id": "56dada9c", "metadata": {}, "outputs": [], "source": [ "# Anoxic reactors (Tank 1 & Tank 2)\n", "A1 = su.CSTR('A1', ins=[influent, int_recycle, ext_recycle], V_max=V_an, # As CSTR, 3 input streams, tank volume as V_an\n", " aeration=None, suspended_growth_model=asm2d) # No aeration, biokinetic model as asm2d\n", " \n", "A2 = su.CSTR('A2', ins=A1-0, V_max=V_an, # ins=A1-0: set influent of A2 as effluent of A1 reactor (to connect A1 with A2)\n", " aeration=None, suspended_growth_model=asm2d)" ] }, { "cell_type": "markdown", "id": "de27e104", "metadata": {}, "source": [ "**ins:** Influents to the reactor.
\n", "**outs:** Treated effluent from the reactor.
\n", "**V_max:** Designed volume, in [m^3]. The default is 1000.
\n", "**aeration:** Aeration setting. Either specify a targeted dissolved oxygen concentration in [mg O2/L] or provide a :class:`Process` object to represent aeration, or None for no aeration. The default is 2.0.
\n", "**suspended_growth_model:** The suspended growth biokinetic model. The default is None." ] }, { "cell_type": "code", "execution_count": 18, "id": "7ca7a5c0", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "%3\n", "\n", "A1\n", "CSTR:c-> ws1:w\n", "\n", "\n", " ws1\n", "\n", "\n", "\n", "\n", " influent:e->A1\n", "CSTR:c\n", "\n", "\n", " influent\n", "\n", "\n", "\n", "\n", " internal recycle:e->A1\n", "CSTR:c\n", "\n", "\n", " internal recycle\n", "\n", "\n", "\n", "\n", " external recycle:e->A1\n", "CSTR:c\n", "\n", "\n", " external recycle\n", "\n", "\n", "\n", "\n", "A1\n", "CSTR\n", "\n", "\n", "A1\n", "CSTR\n", "\n", "\n", "\n", "\n", " ws1\n", "\n", "\n", "\n", " influent\n", "\n", "\n", "\n", " internal recycle\n", "\n", "\n", "\n", " external recycle\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CSTR: A1\n", "ins...\n", "[0] influent\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow (g/hr): S_NH4 2.38e+04\n", " S_NO3 204\n", " S_PO4 2.15e+03\n", " S_F 1.54e+04\n", " S_A 7.25e+04\n", " S_I 1.08e+04\n", " S_ALK 6.46e+04\n", " X_I 2.04e+04\n", " X_S 3.15e+05\n", " X_H 115\n", " X_PP 38.4\n", " X_PHA 384\n", " H2O 7.67e+08\n", " WasteStream-specific properties:\n", " pH : 7.0\n", " COD : 565.3 mg/L\n", " BOD : 320.1 mg/L\n", " TC : 271.4 mg/L\n", " TOC : 187.4 mg/L\n", " TN : 48.9 mg/L\n", " TP : 7.4 mg/L\n", " TK : 0.1 mg/L\n", "[1] internal_recycle\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow: 0\n", " WasteStream-specific properties: None for empty waste streams\n", "[2] external_recycle\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow: 0\n", " WasteStream-specific properties: None for empty waste streams\n", "outs...\n", "[0] ws1 to CSTR-A2\n", " phase: 'l', T: 298.15 K, P: 101325 Pa\n", " flow: 0\n", " WasteStream-specific properties: None for empty waste streams\n" ] } ], "source": [ "A1 # Before simulation, outs are empty." ] }, { "cell_type": "code", "execution_count": 19, "id": "d061e18d", "metadata": {}, "outputs": [], "source": [ "# Aerated reactors (Tank 3, Tank 4, Tank 5)\n", "O1 = su.CSTR('O1', ins=A2-0, V_max=V_ae, aeration=aer1, # tank volume as V_ae with aeration model1\n", " DO_ID='S_O2', suspended_growth_model=asm2d)\n", " \n", "O2 = su.CSTR('O2', ins=O1-0, V_max=V_ae, aeration=aer1,\n", " DO_ID='S_O2', suspended_growth_model=asm2d)\n", " \n", "O3 = su.CSTR('O3', ins=O2-0, outs=[int_recycle, 'treated'], split=[0.6, 0.4], # 60% of efflunet to internal recycle, 40% to clarifier\n", " V_max=V_ae, aeration=aer2,\n", " DO_ID='S_O2', suspended_growth_model=asm2d)" ] }, { "cell_type": "code", "execution_count": 20, "id": "b8beae7b", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "%3\n", "\n", "O3\n", "CSTR:c-> internal recycle:w\n", "\n", "\n", " internal recycle\n", "\n", "\n", "\n", "\n", "O3\n", "CSTR:c-> treated:w\n", "\n", "\n", " treated\n", "\n", "\n", "\n", "\n", " ws7:e->O3\n", "CSTR:c\n", "\n", "\n", " ws7\n", "\n", "\n", "\n", "\n", "O3\n", "CSTR\n", "\n", "\n", "O3\n", "CSTR\n", "\n", "\n", "\n", "\n", " ws7\n", "\n", "\n", "\n", " internal recycle\n", "\n", "\n", "\n", " treated\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CSTR: O3\n", "ins...\n", "[0] ws7 from CSTR-O2\n", " phase: 'l', T: 298.15 K, P: 101325 Pa\n", " flow: 0\n", " WasteStream-specific properties: None for empty waste streams\n", "outs...\n", "[0] internal_recycle to CSTR-A1\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow: 0\n", " WasteStream-specific properties: None for empty waste streams\n", "[1] treated\n", " phase: 'l', T: 298.15 K, P: 101325 Pa\n", " flow: 0\n", " WasteStream-specific properties: None for empty waste streams\n" ] } ], "source": [ "O3" ] }, { "cell_type": "code", "execution_count": 21, "id": "3d84771e", "metadata": {}, "outputs": [], "source": [ "# Clarifier\n", "C1 = su.FlatBottomCircularClarifier('C1', ins=O3-1, outs=[effluent, ext_recycle, wastage], # O3-1: second effluent of O3, three outs\n", " underflow=Q_ext, wastage=Q_was, surface_area=1500,\n", " height=4, N_layer=10, feed_layer=5, # modeled as a 10 layer non-reactive unit\n", " X_threshold=3000, v_max=474, v_max_practical=250,\n", " rh=5.76e-4, rp=2.86e-3, fns=2.28e-3)" ] }, { "cell_type": "markdown", "id": "95a2a1ba", "metadata": {}, "source": [ "**underflow:** Designed recycling sludge flowrate (RAS), in [m^3/d]. The default is 2000.
\n", "**wastage:** Designed wasted sludge flowrate (WAS), in [m^3/d]. The default is 385.
\n", "**surface_area:** Surface area of the clarifier, in [m^2]. The default is 1500.
\n", "**height:** Height of the clarifier, in [m]. The default is 4.
\n", "**N_layer:** The number of layers to model settling. The default is 10.
\n", "**feed_layer:** The feed layer counting from top to bottom. The default is 4.
\n", "**X_threshold:** Threshold suspended solid concentration, in [g/m^3]. The default is 3000.
\n", "**v_max:** Maximum theoretical (i.e. Vesilind) settling velocity, in [m/d]. The default is 474.
\n", "**v_max_practical:** Maximum practical settling velocity, in [m/d]. The default is 250.
\n", "**rh:** Hindered zone settling parameter in the double-exponential settling velocity function, in [m^3/g]. The default is 5.76e-4.
\n", "**rp:** Flocculant zone settling parameter in the double-exponential settling velocity function, in [m^3/g]. The default is 2.86e-3.
\n", "**fns:** Non-settleable fraction of the suspended solids, dimensionless. Must be within [0, 1]. The default is 2.28e-3." ] }, { "cell_type": "markdown", "id": "734238b9", "metadata": {}, "source": [ "### 2.5. `System`" ] }, { "cell_type": "markdown", "id": "2bbf8fe9", "metadata": {}, "source": [ "`System` objects are used to organize unit operations in a certain order and facilitate mass and energy convergence, techno-economic analysis (TEA), and life cycle assessment (LCA)." ] }, { "attachments": { "System.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "efdf6a6b", "metadata": {}, "source": [ "![System.png](attachment:System.png)" ] }, { "cell_type": "markdown", "id": "b3dafa54", "metadata": {}, "source": [ "### 2.5.1. Create system" ] }, { "cell_type": "code", "execution_count": 22, "id": "c358d57a", "metadata": {}, "outputs": [], "source": [ "# Create system\n", "sys = System('example_system', path=(A1, A2, O1, O2, O3, C1), recycle=(int_recycle, ext_recycle)) # path: the order of reactor" ] }, { "cell_type": "code", "execution_count": 23, "id": "9af34914", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "%3\n", "\n", "A1\n", "CSTR:c->A2\n", "CSTR:c\n", "\n", "\n", "\n", " ws1\n", "\n", "\n", "\n", "\n", "A2\n", "CSTR:c->O1\n", "CSTR:c\n", "\n", "\n", "\n", " ws3\n", "\n", "\n", "\n", "\n", "O1\n", "CSTR:c->O2\n", "CSTR:c\n", "\n", "\n", "\n", " ws5\n", "\n", "\n", "\n", "\n", "O2\n", "CSTR:c->O3\n", "CSTR:c\n", "\n", "\n", "\n", " ws7\n", "\n", "\n", "\n", "\n", "O3\n", "CSTR:c->A1\n", "CSTR:c\n", "\n", "\n", "\n", " internal recycle\n", "\n", "\n", "\n", "\n", "O3\n", "CSTR:c->C1\n", "Flat bottom circular clarifier:c\n", "\n", "\n", "\n", " treated\n", "\n", "\n", "\n", "\n", "C1\n", "Flat bottom circular clarifier:c->A1\n", "CSTR:c\n", "\n", "\n", "\n", " external recycle\n", "\n", "\n", "\n", "\n", "C1\n", "Flat bottom circular clarifier:c-> effluent:w\n", "\n", "\n", " effluent\n", "\n", "\n", "\n", "\n", "C1\n", "Flat bottom circular clarifier:c-> wastage:w\n", "\n", "\n", " wastage\n", "\n", "\n", "\n", "\n", " influent:e->A1\n", "CSTR:c\n", "\n", "\n", " influent\n", "\n", "\n", "\n", "\n", "A1\n", "CSTR\n", "\n", "\n", "A1\n", "CSTR\n", "\n", "\n", "\n", "\n", "A2\n", "CSTR\n", "\n", "\n", "A2\n", "CSTR\n", "\n", "\n", "\n", "\n", "O1\n", "CSTR\n", "\n", "\n", "O1\n", "CSTR\n", "\n", "\n", "\n", "\n", "O2\n", "CSTR\n", "\n", "\n", "O2\n", "CSTR\n", "\n", "\n", "\n", "\n", "O3\n", "CSTR\n", "\n", "\n", "O3\n", "CSTR\n", "\n", "\n", "\n", "\n", "C1\n", "Flat bottom circular clarifier\n", "\n", "\n", "C1\n", "Flat bottom circular clarifier\n", "\n", "\n", "\n", "\n", " influent\n", "\n", "\n", "\n", " effluent\n", "\n", "\n", "\n", " wastage\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# System diagram\n", "sys.diagram()" ] }, { "cell_type": "code", "execution_count": 24, "id": "9534c7ab", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "%3\n", "\n", "influent:c->example_system\n", "System:c\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "example_system\n", "System:c->wastage\n", "effluent\n", ":c\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "influent\n", "\n", "\n", "influent\n", "\n", "\n", "\n", "\n", "example_system\n", "System\n", "\n", "\n", "example_system\n", "System\n", "\n", "\n", "\n", "\n", "wastage\n", "effluent\n", "\n", "\n", "\n", "wastage\n", "effluent\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "System: example_system\n", "ins...\n", "[0] influent\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow (kmol/hr): S_NH4 1.4\n", " S_NO3 0.0033\n", " S_PO4 0.0112\n", " S_F 15.4\n", " S_A 1.21\n", " S_I 10.8\n", " S_ALK 1.06\n", " ... 4.29e+04\n", "outs...\n", "[0] effluent\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow: 0\n", "[1] wastage\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow: 0\n" ] } ], "source": [ "sys # before running the simulation, 'outs' have nothing" ] }, { "cell_type": "markdown", "id": "cf13ca18", "metadata": {}, "source": [ "### 2.5.2. Set initial conditions of reactors" ] }, { "cell_type": "code", "execution_count": 25, "id": "3ae11625", "metadata": {}, "outputs": [], "source": [ "# Import initial condition excel file\n", "df = load_data('assets/tutorial_13/initial_conditions_asm2d.xlsx', sheet='default')" ] }, { "cell_type": "code", "execution_count": 26, "id": "027fff99", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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S_O2S_NH4S_NO3S_PO4S_FS_AS_IS_ALKX_IX_SX_HX_PAOX_PPX_PHAX_AUT
A10.002137.2310.24.450.2110.026515.9672.28e+0384.43.78e+0332237.20.0517218
A20.00122.42.44.246.6853.814.579084.120718.24.253.5911.9
O2216.54.315.481.92.7313.782.661177.31.04e+0386.46.451158
O3210.99.312.620.6490.16314.174.266259.31.14e+0395.79.997.2464
O120.11126.12.320.2760.0040718.246.12.24e+0361.13.79e+0332238.40.00852218
C1_s20.11420.90.3560.3070.0053720.149.6NaNNaNNaNNaNNaNNaNNaN
C1_xNaNNaNNaNNaNNaNNaNNaNNaN2.24e+0361.13.79e+0332238.40.00852218
C1_tss17.827.944.990.53053043063043045.83e+03NaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " S_O2 S_NH4 S_NO3 S_PO4 S_F S_A S_I S_ALK X_I \\\n", "A1 0.00213 7.23 10.2 4.45 0.211 0.0265 15.9 67 2.28e+03 \n", "A2 0.001 22.4 2.4 4.24 6.68 53.8 14.5 79 0 \n", "O2 2 16.5 4.31 5.48 1.9 2.73 13.7 82.6 611 \n", "O3 2 10.9 9.31 2.62 0.649 0.163 14.1 74.2 662 \n", "O1 2 0.111 26.1 2.32 0.276 0.00407 18.2 46.1 2.24e+03 \n", "C1_s 2 0.114 20.9 0.356 0.307 0.00537 20.1 49.6 NaN \n", "C1_x NaN NaN NaN NaN NaN NaN NaN NaN 2.24e+03 \n", "C1_tss 17.8 27.9 44.9 90.5 305 304 306 304 304 \n", "\n", " X_S X_H X_PAO X_PP X_PHA X_AUT \n", "A1 84.4 3.78e+03 322 37.2 0.0517 218 \n", "A2 84.1 207 18.2 4.25 3.59 11.9 \n", "O2 77.3 1.04e+03 86.4 6.45 11 58 \n", "O3 59.3 1.14e+03 95.7 9.99 7.24 64 \n", "O1 61.1 3.79e+03 322 38.4 0.00852 218 \n", "C1_s NaN NaN NaN NaN NaN NaN \n", "C1_x 61.1 3.79e+03 322 38.4 0.00852 218 \n", "C1_tss 5.83e+03 NaN NaN NaN NaN NaN " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df # Unlike other reactors, C1 has 3 rows for each of soluble, solids, and tss." ] }, { "cell_type": "code", "execution_count": 27, "id": "9920e00b", "metadata": {}, "outputs": [], "source": [ "# Create a function to set initial conditions of the reactors\n", "def batch_init(sys, df):\n", " dct = df.to_dict('index') # convert the DataFrame to a dictionary.\n", " u = sys.flowsheet.unit # unit registry (A1, A2, O1, O2, O3, C1)\n", " \n", " for k in [u.A1, u.A2, u.O1, u.O2, u.O3]: # for A1, A2, O1, O2, O3 reactor,\n", " k.set_init_conc(**dct[k._ID]) # A1.set_init_conc(**dct[k_ID]) \n", "\n", " c1s = {k:v for k,v in dct['C1_s'].items() if v>0} # for clarifier, need to use different methods\n", " c1x = {k:v for k,v in dct['C1_x'].items() if v>0}\n", " tss = [v for v in dct['C1_tss'].values() if v>0]\n", " u.C1.set_init_solubles(**c1s) # set solubles\n", " u.C1.set_init_sludge_solids(**c1x) # set sludge solids\n", " u.C1.set_init_TSS(tss) # set TSS" ] }, { "cell_type": "code", "execution_count": 28, "id": "f818d5e4", "metadata": {}, "outputs": [], "source": [ "batch_init(sys, df)" ] }, { "cell_type": "markdown", "id": "cd84e41c", "metadata": {}, "source": [ "[Back to top](#top)" ] }, { "cell_type": "markdown", "id": "bd50264c", "metadata": {}, "source": [ "## 3. System Simulation " ] }, { "cell_type": "markdown", "id": "9ddb7f02", "metadata": {}, "source": [ "### 3.1. Run simulation" ] }, { "cell_type": "code", "execution_count": 29, "id": "55fc9f30", "metadata": {}, "outputs": [], "source": [ "# Simulation settings\n", "sys.set_dynamic_tracker(influent, effluent, A1, A2, O1, O2, O3, C1, wastage) # what you want to track changes in concentration\n", "sys.set_tolerance(rmol=1e-6)\n", "\n", "biomass_IDs = ('X_H', 'X_PAO', 'X_AUT')" ] }, { "cell_type": "code", "execution_count": 30, "id": "132152fe", "metadata": {}, "outputs": [], "source": [ "# Simulation settings\n", "t = 50 # total time for simulation\n", "t_step = 1 # times at which to store the computed solution \n", "\n", "method = 'BDF' # integration method to use\n", "# method = 'RK45'\n", "# method = 'RK23'\n", "# method = 'DOP853'\n", "# method = 'Radau'\n", "# method = 'LSODA'\n", "\n", "# https://docs.scipy.org/doc/scipy/reference/generated/scipy.integrate.solve_ivp.html" ] }, { "cell_type": "code", "execution_count": 31, "id": "74bcbaf0", "metadata": {}, "outputs": [], "source": [ "# Run simulation, this could take several minuates\n", "sys.simulate(state_reset_hook='reset_cache',\n", " t_span=(0,t),\n", " t_eval=np.arange(0, t+t_step, t_step),\n", " method=method,\n", " # export_state_to=f'sol_{t}d_{method}.xlsx', # uncomment to export simulation result as excel file\n", " )" ] }, { "cell_type": "code", "execution_count": 32, "id": "952ea43e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated SRT assuming at steady state is 10.02 days\n" ] } ], "source": [ "srt = get_SRT(sys, biomass_IDs)\n", "print(f'Estimated SRT assuming at steady state is {round(srt, 2)} days')" ] }, { "cell_type": "code", "execution_count": 33, "id": "55247c4c", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "%3\n", "\n", "influent:c->example_system\n", "System:c\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "example_system\n", "System:c->effluent\n", "wastage\n", ":c\n", "\n", "\n", "\n", " \n", "\n", "\n", "\n", "\n", "influent\n", "\n", "\n", "influent\n", "\n", "\n", "\n", "\n", "example_system\n", "System\n", "\n", "\n", "example_system\n", "System\n", "\n", "\n", "\n", "\n", "effluent\n", "wastage\n", "\n", "\n", "\n", "effluent\n", "wastage\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "System: example_system\n", "Highest convergence error among components in recycle\n", "streams {C1-1, O3-0} after 5 loops:\n", "- flow rate 1.17e-06 kmol/hr (9.1e-10%)\n", "- temperature 2.63e-08 K (9e-09%)\n", "ins...\n", "[0] influent\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow (kmol/hr): S_NH4 1.4\n", " S_NO3 0.0033\n", " S_PO4 0.0112\n", " S_F 15.4\n", " S_A 1.21\n", " S_I 10.8\n", " S_ALK 1.06\n", " ... 4.29e+04\n", "outs...\n", "[0] effluent\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow (kmol/hr): S_O2 0.000506\n", " S_N2 0.00716\n", " S_NH4 1.64\n", " S_NO3 2.21e-09\n", " S_PO4 0.015\n", " S_F 0.973\n", " S_A 0.111\n", " ... 4.17e+04\n", "[1] wastage\n", " phase: 'l', T: 293.15 K, P: 101325 Pa\n", " flow (kmol/hr): S_O2 1.08e-05\n", " S_N2 0.000153\n", " S_NH4 0.0349\n", " S_NO3 4.72e-11\n", " S_PO4 0.000321\n", " S_F 0.0207\n", " S_A 0.00237\n", " ... 1.04e+03\n" ] } ], "source": [ "sys # now you have 'outs' info." ] }, { "cell_type": "markdown", "id": "7b57f738", "metadata": {}, "source": [ "### 3.2. Check simulation results" ] }, { "cell_type": "code", "execution_count": 34, "id": "95af7a77", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Influent\n", "influent.scope.plot_time_series(('S_I','X_I','S_F','S_A','X_S','S_NH4','S_N2','S_NO3','S_PO4','X_PP','X_PHA',\n", " 'X_H','X_AUT','X_PAO','S_ALK')) # you can plot how each state variable changes over time\n", "\n", "#default_inf_kwargs = { \n", "# 'concentrations': { \n", "# 'S_I': 14,\n", "# 'X_I': 26.5,\n", "# 'S_F': 20.1,\n", "# 'S_A': 94.3,\n", "# 'X_S': 409.75,\n", "# 'S_NH4': 31,\n", "# 'S_N2': 0,\n", "# 'S_NO3': 0.266, \n", "# 'S_PO4': 2.8,\n", "# 'X_PP': 0.05,\n", "# 'X_PHA': 0.5,\n", "# 'X_H': 0.15,\n", "# 'X_AUT': 0, \n", "# 'X_PAO': 0, \n", "# 'S_ALK':7*12,\n", "# },\n", "# 'units': ('m3/d', 'mg/L'), \n", "# } # constant influent setting" ] }, { "cell_type": "code", "execution_count": 35, "id": "af021d39", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Effluent\n", "effluent.scope.plot_time_series((('S_I','X_I','S_F','S_A','X_S','S_NH4','S_N2','S_NO3','S_PO4','X_PP','X_PHA',\n", " 'X_H','X_AUT','X_PAO','S_ALK'))) # you can plot how each state variable changes over time" ] }, { "cell_type": "code", "execution_count": 36, "id": "990d5e59", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "effluent.scope.plot_time_series(('S_NH4', 'S_NO3')) # you can plot how each state variable changes over time" ] }, { "cell_type": "code", "execution_count": 37, "id": "7aa98bac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "effluent.scope.plot_time_series(('S_O2')) # you can plot how each state variable changes over time" ] }, { "cell_type": "markdown", "id": "f92b8e4b", "metadata": {}, "source": [ "[Back to top](#top)" ] } ], "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": "3.8.12" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }