testball.m

function [y1] = testball(x1)
%MYNEURALNETWORKFUNCTION neural network simulation function.
%
% Generated by Neural Network Toolbox function genFunction, 28-Apr-2016 18:08:26.
%
% [y1] = myNeuralNetworkFunction(x1) takes these arguments:
%   x = Qx349 matrix, input #1
% and returns:
%   y = Qx7 matrix, output #1
% where Q is the number of samples.

%#ok<*RPMT0>

% ===== NEURAL NETWORK CONSTANTS =====

% Input 1
x1_step1_xoffset = [-4185.22547463308;-3951.23864547013;-4272.87592107849;-5275.89514390184;-4992.61712835896;-3029.65468949783;-2069.13782712976;-3698.27891153047;-1489.20703481765;-3476.32975999684;-2650.60129727251;-2000.85940588079;-1969.17145934514;-1789.32727208542;-1775.75407565035;-1390.17465439591;-2206.92433355469;-1502.69446159075;-2269.40969474842;-1388.95685284622;-1974.97803131833;-1607.89671042592;-1209.3166053708;-1287.18506647515;-1429.52890704857;-1354.54093162956;-1235.09388910111;-1555.14544035167;-1179.40533448318;-1028.93176311491;-786.018397956418;-896.330243727029;-1148.20893703192;-1354.16798978341;-1530.57339906179;-906.750739010996;-813.275656643892;-1380.32816044405;-882.577099228128;-1136.75931801729;-743.670820054393;-915.801012558357;-874.092959993949;-1285.68904209724;-751.46533959809;-1193.66115175639;-682.554944620153;-997.293188188974;-1065.86898208084;-958.419610593158;-888.028300614358;-688.090436806662;-897.358193161732;-754.378650374018;-1005.06068313554;-915.186876935291;-762.937457685366;-918.68258505577;-677.562573625987;-902.611005301721;-624.100961314962;-615.876773479074;-658.846606020834;-720.683852798924;-562.008628572245;-741.185996021779;-621.619618974445;-691.875626932262;-663.839446082025;-626.245269568645;-568.841763838884;-855.354000964347;-503.795604869717;-838.632289890286;-554.827558689501;-649.344611185469;-602.050032120172;-731.131561610331;-603.810232634474;-627.053735600817;-642.94809550576;-644.512571409907;-507.042002926658;-551.652088052445;-411.351953083261;-493.985795324095;-518.556999020808;-538.30424551151;-487.475064376231;-389.015421303364;-775.005393304642;-528.030421414267;-486.125419651196;-651.955962159472;-448.106920433878;-407.462954162904;-616.448152223484;-489.635619741251;-444.213547530578;-516.68443693162;-522.269681584931;-432.2390154224;-367.836671338453;-436.590379611232;-488.313813686855;-469.8468238297;-590.634277572023;-359.502884850868;-416.853186765152;-433.732937900738;-552.387440259779;-444.754483632095;-445.952037640576;-359.317254566816;-519.596468269402;-434.628673786773;-434.767678428574;-592.224179358117;-459.887607124097;-374.748089881502;-447.680743208608;-321.500629541196;-407.174163569909;-329.183518399407;-642.923129297386;-330.010814255032;-289.36375034177;-336.880261900523;-434.403466425832;-392.231730447544;-339.94787299382;-466.449526261567;-434.280273626573;-472.00195514765;-312.14556212765;-338.350923935597;-405.937280281209;-361.683074558167;-340.04774272141;-273.244727241906;-324.639623236463;-336.720693598031;-346.059151885414;-268.666821909409;-257.203300884514;-328.311513797025;-282.917469623112;-427.256244962968;-363.097396417149;-361.553658597187;-339.978333586753;-351.969309564684;-317.998890065948;-354.700880399588;-410.779731456128;-277.802004603692;-368.736855519051;-386.499499641864;-308.890468539848;-445.701863588619;-310.250169481805;-387.614393296739;-237.15844696954;-303.587474914379;-271.209377476736;-326.241704445749;-353.079740026891;-341.624485851227;-291.935925110993;-273.888225535779;-360.841894051157;-251.812061251404;-261.030417390826;-360.172434810093;-285.200193799655;-236.59204736161;-294.96328110622;-362.651090902824;-222.196721830093;-313.672367827346;-394.831382936537;-275.617074545628;-224.388767895866;-329.976706270093;-303.266084895932;-258.426934404706;-285.326856150946;-279.863553316183;-263.739017930187;-281.254186882362;-280.120554432019;-308.827143262291;-271.249429268594;-256.10631683206;-254.032017765439;-267.322481003833;-245.397066718325;-277.533081480173;-239.614552272942;-235.682256714627;-236.611978005386;-254.040830177079;-219.545842054806;-277.824201277139;-449.683889657049;-235.391690953413;-185.281664402815;-250.811288491341;-244.2414812688;-207.893732072899;-459.508829341852;-262.468171058904;-245.969501472304;-286.11188031652;-252.744493321587;-322.538068542312;-288.137812794685;-265.171310846799;-239.638134906976;-203.069570255212;-373.582533284137;-250.27915674659;-323.240090212525;-274.301113298274;-202.484477414433;-267.138617809926;-293.234200428036;-173.420665058071;-272.191736562935;-236.775154487688;-227.751150420944;-179.947828075043;-213.113882486904;-245.309954001703;-198.060283806096;-265.496154441106;-202.152404845221;-215.851364533727;-326.757498206202;-218.745603690535;-219.785431472632;-193.639995762013;-283.370482588634;-202.284291829821;-286.523593850054;-205.853713170885;-232.760527483696;-241.694580320424;-304.471662438092;-290.575366626963;-215.725773661088;-207.787143033055;-197.123362425312;-187.376713498094;-228.393049601115;-236.092824727734;-172.912670420953;-256.541497989368;-277.822483412302;-216.865409552019;-199.548215120113;-270.073077123975;-211.248675932739;-277.567917503341;-174.234440914345;-199.35715029009;-186.81615362849;-217.943542763942;-195.3847234977;-268.433120531589;-267.264419165493;-177.019506980162;-290.781304233194;-218.897402936519;-226.00620128903;-208.410145750212;-195.446684277938;-244.745523251464;-214.341619667272;-265.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x1_step1_gain = [0.000173121119055436;0.000272262155537937;0.000241688341309553;0.00018751497227788;0.000244359318040022;0.000352729180811163;0.000391739739939799;0.000355793914595654;0.000472515757564569;0.000348172046770714;0.000384740001188994;0.000457791672417369;0.000568453348511534;0.00061918969707108;0.000629241084032202;0.000702378832111614;0.000548386465765922;0.000530029317522998;0.000537915863908389;0.000756619770833836;0.000638130296738106;0.0006867540797774;0.000785772449532899;0.000743593977657822;0.000665301635308511;0.00080199988698149;0.000690316843361795;0.000712428414799019;0.000923120589627197;0.000981703908119146;0.00122368744213514;0.000947695062385921;0.000823259358143385;0.000917857694360679;0.000701956233142128;0.0011823836747038;0.00130686462886076;0.000771410000316447;0.0011259129328748;0.000790978251205832;0.00126156362310357;0.00112471751254432;0.00110701859146164;0.000786919028047342;0.00114042997802161;0.000913498661049312;0.0012570887940943;0.00115608062332083;0.00109658857847943;0.00113815433498719;0.00111899995439472;0.0011395034593555;0.00123425910984569;0.0013008784798439;0.00122234861925362;0.0013629547765663;0.00104921239647604;0.00102949328679667;0.0015674702747606;0.00129066983829263;0.00152252961522759;0.00156092864149821;0.00147156914488716;0.00157848147174039;0.00150491249166616;0.0014319998784144;0.00161907385457502;0.0014224422375347;0.00158662527496746;0.00167571497072152;0.00174894544016904;0.00149901688672314;0.00161058309757584;0.001470334354836;0.0016509898984122;0.00170765202555949;0.00171727405682463;0.00153298380099939;0.00162173969742241;0.0016109570566732;0.00160444962738011;0.00175829061016765;0.0016623995046516;0.00184346228382301;0.00199938476981885;0.00201401140427772;0.00200083673179895;0.001671505692263;0.0019719769738002;0.00195338190753574;0.00134803103825986;0.00176706701952506;0.00182060067712626;0.0017070726978617;0.00216248781230828;0.00234487112300451;0.00171901711077426;0.00201333132099256;0.00145528747631645;0.00208022963592127;0.0018205401385296;0.00218796523743286;0.00243492769337281;0.00230766790834159;0.00192831876554336;0.00193459909261123;0.00178306502105536;0.00255598207788446;0.00244367312424402;0.00251006865272249;0.00204526430824091;0.00221230477943458;0.00214176739740275;0.0024628016641283;0.00231267392475004;0.0019833735337634;0.00215771997231711;0.00206439438679798;0.00228925042377146;0.0026265081162982;0.00252301322393717;0.00278755702331045;0.00261941057735211;0.00287657999544766;0.00185831354775139;0.00282978514762812;0.00273887467413804;0.00239618814763682;0.00213654798517777;0.00289505708421671;0.00272257945575405;0.00214419251514502;0.00260468985028561;0.00213709960589737;0.00314770745696717;0.00286959174154239;0.00276807295715157;0.00292349096452706;0.00271913529916621;0.00269055972816273;0.00337472107231779;0.00297532181485161;0.00298594204954145;0.00340390053776017;0.00329258506913846;0.0030049101470405;0.00296408656872495;0.00274407293834894;0.00287699644280311;0.00284792696967778;0.00270203802035398;0.00243034408230928;0.00349611181730661;0.00229612787080676;0.00276599078736954;0.00350292164919517;0.00273350042756568;0.00305856962385624;0.00327599198840229;0.00263516364450547;0.00306120202669622;0.00305021722603414;0.00401782748479223;0.00246462208472223;0.003596904093388;0.00316278126182466;0.00328364632292855;0.00284792925618431;0.00347202902663898;0.00318881296599829;0.00259342965574321;0.00318399785360907;0.00387124931065386;0.00276352281956269;0.00353709009060244;0.00385431034558962;0.00358615001847155;0.00300422208405267;0.00381551848968139;0.00321871386042413;0.00305665552773675;0.00395712917594699;0.00406471771345336;0.00334801020701475;0.0033097588443365;0.00360783466969492;0.00326003105263518;0.00341048290095874;0.00365619746660962;0.00342049249857846;0.00386540220073071;0.00346737335141891;0.00342543551221687;0.00390267158963315;0.00401970428653438;0.00366480599695583;0.00422175885520693;0.00350050124115941;0.0038961074975676;0.00406895090694516;0.00354288293819406;0.00360834557835794;0.00414806081227045;0.00371240629821315;0.00245452512288091;0.00428343890442592;0.00449966690319075;0.00403211388731547;0.00447649253655193;0.00471879906594864;0.00263023584912956;0.00381507092612616;0.00429994258152833;0.00377294363580449;0.00379212527766279;0.00297885545154091;0.00341586138815956;0.00407899926921346;0.00461317197301661;0.00429509407744062;0.00317160972200704;0.00386473310508286;0.0030980438655666;0.00382021724258741;0.00477508316685506;0.00411488527047344;0.00380018702444039;0.0051801947090224;0.00374620929522121;0.00464432096876582;0.00444517989314446;0.00446041010603797;0.00465448812407462;0.00457537765648738;0.00455306516812755;0.00394155885477272;0.00466546677746402;0.00502964007226942;0.00386795097908333;0.00438241908819848;0.0045907218502605;0.00463004748999759;0.003719762038196;0.00489624930984672;0.00417232870535966;0.00374953212783572;0.00387325722148081;0.00417091918041297;0.00322087564507473;0.0034651824185438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x1_step1_ymin = -1;

% Layer 1
b1 = [1.3612215768095062;0.94369929257810814;0.60437891866296511;-0.47450873383855663;0.11435504802363132;0.13223426091816515;0.48270888985907545;0.62927800384169408;0.87499647086149779;1.1439125101425869];
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-0.079442756158024125 -0.06831968988748667 -0.0023320625247832505 -0.071140420667584622 0.019921816005268992 -0.035757043986022127 0.12602227407861036 -0.062572866152629858 0.13295035160195881 -0.0076308546410551892 -0.13962585235400415 0.026781308406641249 0.055715112451190388];

% Layer 2
b2 = [0.28335165424471487;-0.7754437961341617;-0.038493880588752902;-0.37485200974363875;-1.1549457366976141;-0.28396333013774772;0.037405759692655659];
LW2_1 = [-1.9535503085366241 0.7567129101935598 2.4377333983214995 -1.1935836462157516 1.280908074132731 2.8692086113601274 -0.88006181047410215 -1.4015523795074125 0.62707469681035599 -0.22672447622201644;-1.1226010537311584 -2.5707376317691004 0.80148811989857005 -0.80990228035293965 1.5437888539810449 -2.6296215095102045 0.34692437700529938 2.2525802012468157 1.7976395306216912 -1.2636953104910413;0.7313204510798692 -1.2507427059915637 -1.7998137632905784 -0.53543601227846138 -2.7143796128736555 2.6006394936451298 -0.32145116705173021 0.28436051106475069 0.99324625035815539 -2.3715004775385617;0.77160533582820612 2.1932776661605571 -1.4463041058494175 2.6834834492927762 1.0089808525263095 -0.48825918896477627 -1.1185353649151399 0.96055099207253525 2.2334886184990261 1.2025382163514631;0.90413859068603741 1.7828213623346707 2.5924571315913703 -0.94850903280726817 2.0222281989928437 -1.600221351002322 1.0713993727736335 0.71580012429297735 -2.5777443311367758 1.5819049942569254;0.28633338256021501 -2.339168781549132 -0.69835441312921609 0.81904060386042266 -1.0519823316720931 0.12761604043423788 2.0269695124874869 -2.5624370965803958 -2.0853619614865315 2.4584908066907176;-2.2121893359236551 1.5252378959340942 -0.95965270180062234 -1.1421586402150534 -2.9589936318637884 -1.3743112624852878 -1.5238303092244019 1.4950159944488823 -1.2973900189292278 0.55464667465005713];

% ===== SIMULATION ========

% Dimensions
Q = size(x1,1); % samples

% Input 1
x1 = x1';
xp1 = mapminmax_apply(x1,x1_step1_gain,x1_step1_xoffset,x1_step1_ymin);

% Layer 1
a1 = tansig_apply(repmat(b1,1,Q) + IW1_1*xp1);

% Layer 2
a2 = softmax_apply(repmat(b2,1,Q) + LW2_1*a1);

% Output 1
y1 = a2;
y1 = y1';
end

% ===== MODULE FUNCTIONS ========

% Map Minimum and Maximum Input Processing Function
function y = mapminmax_apply(x,settings_gain,settings_xoffset,settings_ymin)
y = bsxfun(@minus,x,settings_xoffset);
y = bsxfun(@times,y,settings_gain);
y = bsxfun(@plus,y,settings_ymin);
end

% Competitive Soft Transfer Function
function a = softmax_apply(n)
nmax = max(n,[],1);
n = bsxfun(@minus,n,nmax);
numer = exp(n);
denom = sum(numer,1);
denom(denom == 0) = 1;
a = bsxfun(@rdivide,numer,denom);
end

% Sigmoid Symmetric Transfer Function
function a = tansig_apply(n)
a = 2 ./ (1 + exp(-2*n)) - 1;
end