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Last active January 13, 2020 15:00
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calculate percolation threshold with javascript
<script type="text/javascript">
// Download the ZIP(on github), and open this HTML file in the browser.
// Open the console, and you should see the result of runTest(20, 100);
// try writing "runTest(1000,10)" in the console
runTest(20, 100);
// the Percolation and WeightedQuickUnionUF functions come from this article:
// http://michaeltoth.me/using-javascript-to-visualize-a-percolation-system.html
// stripped of all its nice UI, to barebones javascript
function runTest(N, amount) {
var t0 = performance.now();
console.log("The average is: " + getAverage(N, amount));
var t1 = performance.now();
console.log("Calculating the average took " + (t1 - t0) + " milliseconds.");
}
function getAverage(N, amount){
let openTiles = [];
for (var i = 0; i < amount; i++) {
let perc = new Percolation(N);
let count = 0;
while (!perc.percolates()) {
perc.openRandom();
count++;
}
openTiles.push(count);
}
var sum = openTiles.reduce(function(a, b) { return a + b; });
let averageCount = sum / openTiles.length;
let averagePercolationThreshold = averageCount / (N**2);
return averagePercolationThreshold;
}
// Percolation system. Grid begins closed with functions to open sites and check status
function Percolation(N) {
// Constructor
var size = N;
var uf = new WeightedQuickUnionUF(N * N + 2);
var topUF = new WeightedQuickUnionUF(N * N + 2);
var opened = [];
for (var i = 0; i < N * N; i++) {
opened[i] = false;
}
// Helper function to convert 2 digit references to 1 digit
function xyTo1D(i, j) {
return size * (i - 1) + j;
}
// Open a site uniformly at random within the grid
this.openRandom = function() {
// Generate random integers between 1 and N
var i = Math.floor(Math.random() * N + 1);
var j = Math.floor(Math.random() * N + 1);
if (this.isOpen(i, j)) {
this.openRandom();
} else {
this.open(i, j);
return;
}
}
// Open a new site in the grid
this.open = function(i, j) {
// Mark open in boolean array:
opened[xyTo1D(i, j)] = true;
// Connect with open neighbors:
if (i != 1 && this.isOpen(i - 1, j)) {
uf.union(xyTo1D(i, j), xyTo1D(i - 1, j));
topUF.union(xyTo1D(i, j), xyTo1D(i - 1, j));
}
if (i != size && this.isOpen(i + 1, j)) {
uf.union(xyTo1D(i, j), xyTo1D(i + 1, j));
topUF.union(xyTo1D(i, j), xyTo1D(i + 1, j));
}
if (j != 1 && this.isOpen(i, j - 1)) {
uf.union(xyTo1D(i, j), xyTo1D(i, j - 1));
topUF.union(xyTo1D(i, j), xyTo1D(i, j - 1));
}
if (j != size && this.isOpen(i, j + 1)) {
uf.union(xyTo1D(i, j), xyTo1D(i, j + 1));
topUF.union(xyTo1D(i, j), xyTo1D(i, j + 1));
}
// If in top or bottom row, connect to virtual sites:
if (i === 1) {
uf.union(xyTo1D(i, j), 0);
topUF.union(xyTo1D(i, j), 0);
}
if (i === size) {
// Don't connect topUF. Prevents backwash problem
uf.union(xyTo1D(i, j), size * size + 1);
}
}
this.isOpen = function(i, j) {
return opened[xyTo1D(i, j)];
}
// A site is full if a path exists from it to the top
this.isFull = function(i, j) {
return topUF.connected(xyTo1D(i, j), 0);
}
// System percolates if top and bottom virtual sites are connected
this.percolates = function() {
return uf.connected(0, size * size + 1);
return 0;
}
}
// Union find implementation for efficient checking of percolation
function WeightedQuickUnionUF(N) {
// Constructor
var id = [];
var sz = [];
for (var i = 0; i < N; i++) {
id[i] = i; // id[i] = parent of i
sz[i] = 1; // sz[i] = number of objects in subtree rooted at i
}
// Returns the number of components, which starts at N
this.count = N;
// Returns the component id for the component containing site
this.find = function(p) {
while (p != id[p]) {
p = id[p];
}
return p;
}
// Returns true if two elements are part of the same component
this.connected = function(p, q) {
return this.find(p) === this.find(q);
}
// Connects the components of two elements
this.union = function(p, q) {
var rootP = this.find(p);
var rootQ = this.find(q);
if (rootP === rootQ) { return; }
// make smaller root point to large one
if (sz[rootP] < sz[rootQ]) {
id[rootP] = rootQ; sz[rootQ] += sz[rootP];
} else {
id[rootQ] = rootP; sz[rootP] += sz[rootQ];
}
this.count--;
}
}
</script>
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