%?DemoTrainPSO.m
%?little?file?to?test?out?the?pso?optimizer?for?nnet?training
%?trains?to?the?XOR?function
%
%?note:?this?does?*not*?minimize?the?test?set?function
%?rather?it?tries?to?train?a?neural?net?to?approximate?the?
%?test?set?function
%
%?Brian?Birge
%?Rev?1.0
%?1/1/3

clear?all
close?all
clc
help?demotrainpso

%	Training?parameters?are:
%????TP（1）?-?Epochs?between?updating?display?default?=?100.
%????TP（2）?-?Maximum?number?of?iterations?（epochs）?to?train?default?=?2000.
%????TP（3）?-?Sum-squared?error?goal?default?=?0.02.
%????TP（4）?-?population?size?default?=?20
%????TP（5）?-?maximum?particle?velocity?default?=?4
%????TP（6）?-?acceleration?constant?1?default?=?2
%????TP（7）?-?acceleration?constant?2?default?=?2
%????TP（8）?-?Initial?inertia?weight?default?=?0.9
%????TP（9）?-?Final?inertia?weight?default?=?0.2
%????TP（10）-?Iteration?（epoch）?by?which?inertial?weight?should?be?at?final?value?default?=?1500
%????TP（11）-?maximum?initial?network?weight?absolute?value?default?=?100
%????TP（12）-?randomization?flag?（flagg）?default?=?2:
%??????????????????????flagg?=?0?same?random?numbers?used?for?each?particle?（different?at?each?epoch?-?least?random）
%??????????????????????flagg?=?1?separate?randomized?numbers?for?each?particle?at?each?epoch
%??????????????????????flagg?=?2?separate?random?#‘s?at?each?component?of?each?particle?at?each?epoch?（most?random）
%????TP（13）-?minimum?global?error?gradient?（if?SSE（i+1）-SSE（i）?%???????????????certain?length?of?epochs?terminate?run?default?=?1e-9
%????TP（14）-?epochs?before?error?gradient?criterion?terminates?run?default?=?200
%???????????????i.e.?if?the?SSE?does?not?change?over?200?epochs?quit?program

nntwarn?off

epdt=25;
maxep=1000;
reqerr=0.02;
maxneur=30;
popsz=20;
maxvel=4;
acnst1=2;
acnst2=2;
inwt1=.9;
inwt2=0.2;
endepoch=1500;
maxwt=0.05;
cnt=0;?%?counter?for?neuron?architecture

%?Training?parameters?change?these?to?experiment?with?PSO?performance
%?type?help?trainpso?to?find?out?what?they?do
TP=[epdtmaxepreqerrpopszmaxvelacnst1acnst2inwt1inwt2endepochmaxwt21e-9200];

disp（‘---------------------------------------------------------------------------------------------------‘）;
disp（‘?‘）;
disp（‘1.?1?hidden?layer‘）;
disp（‘2.?2?hidden?layers‘）;
disp（‘3.?no?hidden?layers‘）;
arch=input（‘??Pick?a?neural?net?architecture?>‘）;
disp（‘?‘）;
disp（‘1.?Particle?Swarm?Optimization‘）;
disp（‘2.?Standard?Backprop‘）;
meth=input（‘??Pick?training?method?>‘）;
disp（‘?‘）;
disp（‘---------------------------------------------------------------------------------------------------‘）;
disp（‘?‘）;

%?XOR?function?test?set
?P=[00;01;10;11]‘;
?T=[1;0;0;1]‘;
?minmax=[01;01];
?l1=0;
?l2=1;?
tr（1）=99;?%?arbitrary?choice?of?initial?error?just?used?to?update?#?of?neurons

if?arch==3
???[w1b1]=initff（minmax1‘tansig‘）;
???if?meth==1
??????[w1b1tetr]=trainpso（w1b1‘tansig‘PTTP）;??????
???elseif?m

?屬性????????????大小?????日期????時間???名稱
-----------?---------??----------?-----??----

?????文件?????741121??2003-05-22?13:25??PSO工具箱\PSOt\A?Particle?Swarm?Optimization?（PSO）?Primer.pdf

?????文件???????3952??2009-01-01?17:37??PSO工具箱\PSOt\DemoTrainPSO.asv

?????文件???????3951??2003-01-10?12:23??PSO工具箱\PSOt\DemoTrainPSO.m

?????文件????????286??2001-07-27?09:49??PSO工具箱\PSOt\f6.m

?????文件????????203??2009-10-22?11:50??PSO工具箱\PSOt\f6.txt

?????文件????????941??2003-01-08?22:36??PSO工具箱\PSOt\goplotpso.m

?????文件????????148??2003-01-09?22:16??PSO工具箱\PSOt\hypara.m

?????文件????????227??2003-01-09?22:22??PSO工具箱\PSOt\hypara2.m

?????文件???????4455??2001-08-08?10:15??PSO工具箱\PSOt\normalize.m

?????文件??????41810??2003-03-11?14:20??PSO工具箱\PSOt\Particle?Swarm?Optimization?Matlab?Toolbox?1_conformat_.pdf

?????文件??????10600??2003-01-10?12:42??PSO工具箱\PSOt\pso.m

?????文件???????2399??2009-01-01?17:56??PSO工具箱\PSOt\PSOBP.txt

?????文件????????450??2003-01-10?14:59??PSO工具箱\PSOt\ReadME.txt

?????文件???????9118??2003-01-10?11:59??PSO工具箱\PSOt\tpso1.m

?????文件???????8856??2003-01-10?11:57??PSO工具箱\PSOt\tpso2.m

?????文件???????8923??2003-01-10?11:56??PSO工具箱\PSOt\tpso3.m

?????文件???????2940??2003-01-10?13:39??PSO工具箱\PSOt\trainpso.m

?????文件????????988??2001-07-20?10:12??PSO工具箱\PSOt\unwrapmat.m

?????文件????????874??2001-07-25?09:47??PSO工具箱\PSOt\wrapmat.m

?????目錄??????????0??2008-11-17?17:17??PSO工具箱\PSOt

?????目錄??????????0??2008-11-17?17:17??PSO工具箱

-----------?---------??----------?-----??----

???????????????842242????????????????????21