Refactor reactor class to improve NaN handling and add utility function for NaN assertions
This commit is contained in:
@@ -1,5 +1,6 @@
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const ASM3 = require('./asm3_class.js');
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const ASM3 = require('./asm3_class.js');
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const { create, all } = require('mathjs');
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const { create, all } = require('mathjs');
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const { assertNoNaN } = require('./utils.js');
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const config = {
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const config = {
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matrix: 'Array' // use Array as the matrix type
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matrix: 'Array' // use Array as the matrix type
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@@ -7,26 +8,9 @@ const config = {
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const math = create(all, config);
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const math = create(all, config);
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const OXYGEN_INDEX = 0;
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const S_O_INDEX = 0;
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const NUM_SPECIES = 13;
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const NUM_SPECIES = 13;
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/**
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* Assert that no NaN values are present in an array.
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* @param {Array} arr
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* @param {string} label
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*/
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function assertNoNaN(arr, label = "array") {
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if (Array.isArray(arr)) {
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for (const el of arr) {
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assertNoNaN(el, label);
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}
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} else {
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if (Number.isNaN(arr)) {
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throw new Error(`NaN detected in ${label}!`);
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}
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}
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}
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class Reactor {
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class Reactor {
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/**
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/**
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* Reactor base class.
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* Reactor base class.
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@@ -35,10 +19,10 @@ class Reactor {
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constructor(config) {
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constructor(config) {
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this.asm = new ASM3();
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this.asm = new ASM3();
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this.Vl = config.volume; // fluid volume reactor [m3]
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this.volume = config.volume; // fluid volume reactor [m3]
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this.Fs = Array(config.n_inlets).fill(0.0); // fluid debits per inlet [m3 d-1]
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this.Fs = Array(config.n_inlets).fill(0); // fluid debits per inlet [m3 d-1]
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this.Cs_in = Array.from(Array(config.n_inlets), () => new Array(NUM_SPECIES).fill(0.0)); // composition influents
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this.Cs_in = Array.from(Array(config.n_inlets), () => new Array(NUM_SPECIES).fill(0)); // composition influents
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this.OTR = 0.0; // oxygen transfer rate [g O2 d-1]
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this.OTR = 0.0; // oxygen transfer rate [g O2 d-1]
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this.kla = config.kla; // if NaN, use externaly provided OTR [d-1]
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this.kla = config.kla; // if NaN, use externaly provided OTR [d-1]
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@@ -139,11 +123,11 @@ class Reactor_CSTR extends Reactor {
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* @returns {Array} - New reactor state.
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* @returns {Array} - New reactor state.
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*/
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*/
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tick(time_step) { // tick reactor state using forward Euler method
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tick(time_step) { // tick reactor state using forward Euler method
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const inflow = math.multiply(math.divide([this.Fs], this.Vl), this.Cs_in)[0];
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const inflow = math.multiply(math.divide([this.Fs], this.volume), this.Cs_in)[0];
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const outflow = math.multiply(-1 * math.sum(this.Fs) / this.Vl, this.state);
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const outflow = math.multiply(-1 * math.sum(this.Fs) / this.volume, this.state);
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const reaction = this.asm.compute_dC(this.state);
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const reaction = this.asm.compute_dC(this.state);
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const transfer = Array(NUM_SPECIES).fill(0.0);
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const transfer = Array(NUM_SPECIES).fill(0.0);
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transfer[OXYGEN_INDEX] = isNaN(this.kla) ? this.OTR : this._calcOTR(this.state[OXYGEN_INDEX]); // calculate OTR if kla is not NaN, otherwise use externaly calculated OTR
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transfer[S_O_INDEX] = isNaN(this.kla) ? this.OTR : this._calcOTR(this.state[S_O_INDEX]); // calculate OTR if kla is not NaN, otherwise use externaly calculated OTR
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const dC_total = math.multiply(math.add(inflow, outflow, reaction, transfer), time_step);
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const dC_total = math.multiply(math.add(inflow, outflow, reaction, transfer), time_step);
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assertNoNaN(dC_total, "change in state");
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assertNoNaN(dC_total, "change in state");
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@@ -166,7 +150,7 @@ class Reactor_PFR extends Reactor {
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this.n_x = config.resolution_L; // number of slices
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this.n_x = config.resolution_L; // number of slices
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this.d_x = this.length / this.n_x;
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this.d_x = this.length / this.n_x;
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this.A = this.Vl / this.length; // crosssectional area [m2]
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this.A = this.volume / this.length; // crosssectional area [m2]
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this.state = Array.from(Array(this.n_x), () => config.initialState.slice())
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this.state = Array.from(Array(this.n_x), () => config.initialState.slice())
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@@ -198,11 +182,16 @@ class Reactor_PFR extends Reactor {
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return { topic: "Fluent", payload: { inlet: 0, F: math.sum(this.Fs), C: this.state.at(-1) }, timestamp: this.currentTime };
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return { topic: "Fluent", payload: { inlet: 0, F: math.sum(this.Fs), C: this.state.at(-1) }, timestamp: this.currentTime };
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}
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}
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/**
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* Apply boundary conditions to the reactor state.
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* for inlet, apply generalised Danckwerts BC, if there is not flow, apply Neumann BC with no flux
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* for outlet, apply regular Danckwerts BC (Neumann BC with no flux)
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* @param {Array} state - Current reactor state without enforced BCs.
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*/
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_applyBoundaryConditions(state) {
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_applyBoundaryConditions(state) {
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// apply boundary conditions
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if (math.sum(this.Fs) > 0) { // Danckwerts BC
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if (math.sum(this.Fs) > 0) { // Danckwerts BC
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const BC_C_in = math.multiply(1 / math.sum(this.Fs), [this.Fs], this.Cs_in)[0];
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const BC_C_in = math.multiply(1 / math.sum(this.Fs), [this.Fs], this.Cs_in)[0];
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const BC_gradient = Array(this.n_x).fill(0.0);
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const BC_gradient = Array(this.n_x).fill(0);
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BC_gradient[0] = -1;
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BC_gradient[0] = -1;
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BC_gradient[1] = 1;
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BC_gradient[1] = 1;
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let Pe = this.length * math.sum(this.Fs) / (this.D * this.A)
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let Pe = this.length * math.sum(this.Fs) / (this.D * this.A)
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@@ -224,16 +213,16 @@ class Reactor_PFR extends Reactor {
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const dispersion = math.multiply(this.D / (this.d_x*this.d_x), this.D2_op, this.state);
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const dispersion = math.multiply(this.D / (this.d_x*this.d_x), this.D2_op, this.state);
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const advection = math.multiply(-1 * math.sum(this.Fs) / (this.A*this.d_x), this.D_op, this.state);
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const advection = math.multiply(-1 * math.sum(this.Fs) / (this.A*this.d_x), this.D_op, this.state);
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const reaction = this.state.map((state_slice) => this.asm.compute_dC(state_slice));
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const reaction = this.state.map((state_slice) => this.asm.compute_dC(state_slice));
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const transfer = Array.from(Array(this.n_x), () => new Array(NUM_SPECIES).fill(0.0));
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const transfer = Array.from(Array(this.n_x), () => new Array(NUM_SPECIES).fill(0));
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assertNoNaN(dispersion, "dispersion");
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assertNoNaN(dispersion, "dispersion");
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assertNoNaN(advection, "advection");
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assertNoNaN(advection, "advection");
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assertNoNaN(reaction, "reaction");
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assertNoNaN(reaction, "reaction");
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if (isNaN(this.kla)) { // calculate OTR if kla is not NaN, otherwise use externally calculated OTR
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if (isNaN(this.kla)) { // calculate OTR if kla is not NaN, otherwise use externally calculated OTR
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transfer.forEach((x) => { x[OXYGEN_INDEX] = this.OTR; });
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transfer.forEach((x) => { x[S_O_INDEX] = this.OTR; });
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} else {
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} else {
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transfer.forEach((x, i) => { x[OXYGEN_INDEX] = this._calcOTR(this.state[i][OXYGEN_INDEX]); });
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transfer.forEach((x, i) => { x[S_O_INDEX] = this._calcOTR(this.state[i][S_O_INDEX]); });
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}
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}
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const dC_total = math.multiply(math.add(dispersion, advection, reaction, transfer), time_step);
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const dC_total = math.multiply(math.add(dispersion, advection, reaction, transfer), time_step);
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18
src/utils.js
Normal file
18
src/utils.js
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@@ -0,0 +1,18 @@
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/**
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* Assert that no NaN values are present in an array.
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* @param {Array} arr
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* @param {string} label
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*/
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function assertNoNaN(arr, label = "array") {
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if (Array.isArray(arr)) {
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for (const el of arr) {
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assertNoNaN(el, label);
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}
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} else {
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if (Number.isNaN(arr)) {
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throw new Error(`NaN detected in ${label}!`);
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}
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}
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}
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module.exports = { assertNoNaN };
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