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recognize.js
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function recognize(x1){
//===== MODULE FUNCTIONS ========
//Map Minimum and Maximum Input Processing Function
function mapminmax_apply(x,settings){
y = [];
for(var i=0;i<x.length;i++){
y.push([])
for(var j=0;j<settings.xoffset.length;j++){
y[i].push((x[i][j]-settings.xoffset[j])*settings.gain[j]+settings.ymin);
}
}
return y;
}
//Remove Constants Input Processing Function
function removeconstantrows_apply(x,settings){
y = [];
for(var i=0;i<x.length;i++){
y.push([]);
for(var j=0;j<settings.keep.length;j++){
y[i].push(x[i][settings.keep[j]-1]);
}
}
return y;
}
//Sigmoid Symmetric Transfer Function
function tansig_apply(n){
for(var i=0;i<n.length;i++){
for(var j=0;j<n[0].length;j++){
n[i][j] = 2.0/(1+Math.exp(-2*n[i][j]))-1;
}
}
return n;
}
//Map Minimum and Maximum Output Reverse-Processing Function
function mapminmax_reverse(y,settings){
x = [];
for(var i=0;i<y.length;i++){
x.push([]);
for(var j=0;j<settings.xoffset.length;j++){
x[i].push((y[i][j]-settings.ymin)/settings.gain[j]+settings.xoffset[j]);
}
}
return x;
}
//===== NEURAL NETWORK CONSTANTS =====
//Input 1
x1_step1 = [];
x1_step1['keep'] = [21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,179,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,198,199,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,241,242,243,244,245,246,247,248,249,250,251,253,254,255,256,257,258,261,262,263,264,265,266,267,268,269,270,271,273,274,275,277,278,279,281,282,283,284,285,286,287,288,289,290,293,294,295,298,299,301,302,303,304,305,306,307,308,309,310,313,314,315,316,317,319,321,322,323,324,325,326,327,328,329,330,333,334,335,336,337,338,339,341,343,344,345,346,347,361,362,363,364,365,366,381,382,383,384,385,386];
x1_step2 = [];
x1_step2['xoffset'] = [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0];
x1_step2['gain'] = [2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2];
x1_step2['ymin'] = -1;
//Layer 1
b1 = [-1.4057258288305683,-1.3393947735624945,1.2635462112263116,1.2232497553065065,1.1309037130569428,-1.0644499648247505,0.98265450789465192,0.8872625920939643,-0.85667152793749124,0.76848790360113106,-0.71216314992924579,0.59101892469297113,0.52876275415871465,-0.45543693235934413,-0.39189178485656045,-0.31615168472988203,0.30571783988928047,0.21148480790719065,0.1446296840994421,-0.049589703090282385,-0.07556254719653907,0.061573954548980396,-0.15396596939353388,-0.24362345253717962,-0.31823621568089461,-0.39365880272428794,0.47390305500205215,0.55564393520367783,-0.60449035222634873,0.69831878689188287,0.76101775391918802,-0.78400410043113167,-0.91903683768069699,-0.97682535042169871,-1.0619518415736133,1.1226098084659568,1.1484511774290651,-1.274458227651037,1.3205170702979669,-1.4084122691042784];
IW1_1 = 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//Layer 2
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//Output 1
y1_step1 = []
y1_step1['ymin'] = -1;
y1_step1['gain'] = [2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2];
y1_step1['xoffset'] = [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0];
//===== SIMULATION ========
//Dimensions
//Q = x1.length; //samples
//Input 1
xp1 = removeconstantrows_apply(x1,x1_step1);
xp1 = mapminmax_apply(xp1,x1_step2);
//Layer 1;
y = [];
for(var i=0;i<xp1.length;i++){
y.push([]);
for(var j=0;j<IW1_1.length;j++){
s = 0;
for(var m=0;m<IW1_1[0].length;m++){
s = s + xp1[i][m] * IW1_1[j][m];
}
y[i].push(s+b1[j]);
}
}
a1 = tansig_apply(y);
//Layer 2
a2 = [];
for(var i=0;i<a1.length;i++){
a2.push([]);
for(var j=0;j<LW2_1.length;j++){
s = 0;
for(var m=0;m<LW2_1[0].length;m++){
s = s + a1[i][m] * LW2_1[j][m];
}
a2[i].push(s+b2[j]);
}
}
//Output 1
y1 = mapminmax_reverse(a2,y1_step1);
return y1;
}