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粒子濾波用于剩余壽命預(yù)測的實例代碼 MATLAB語言編寫 附有詳細代碼說明
代碼片段和文件信息
%=====?PROBLEM?DEFINITION?1?(Required?Parameters)?=========================
WorkName=‘Battery‘;????????????????????%?work?results?are?saved?by?WorkName
TimeUnit=‘weeks‘;??????????????????????????????????????????%?time?unit?name
dt=5;??????????????????????????????????????????%?time?interval?(five?weeks)
measuData=[1.0000??0.9351??0.8512??0.9028??0.7754??0.7114??0.6830??...
0.6147??0.5628??0.7090]‘;??%?measured?data?at?every?time?intervals?(k1?x?1)
thres=0.3;?????????????????????????????????????%?threshold?-?critical?value
ParamName=[‘x‘;?‘b‘;?‘s‘];?????????%?model?parameters‘?name?to?be?estimated
initDisPar=[0.9?1.1;?0?0.05;?0.01?0.1];???????????????
????????????????????%?probability?parameters?of?initial?distribution?p?x?q
?????????????????%?(p:?num.?of?unknown?param?q:?num.?of?probability?param)
n=5e3;????????????????????????????????????????????????%?number?of?particles
signiLevel=5;????????????????????????%?significance?level?for?C.I.?and?P.I.
%==========================================================================
%?%?%?PROGNOSTICS?using?PARTICLE?FILTER
p=size(ParamName1);
for?j=1:p;??????????????????????????????????????????%%?Initial?Distribution
param(j:)=unifrnd(initDisPar(j1)initDisPar(j2)1n);?
ParamResul(j:)=[ParamName(j:)?‘Resul‘];?
eval([ParamResul(j:)?‘=param(j:);‘]);?
end;???????????????????????????????????????????????????????????????????????
k1=length(measuData);?k=1;???????????????????%%?Update?Process?or?Prognosis
if?measuData(end)-measuData(1)<0;?cofec=-1;?else?cofec?=1;?end
while?min(eval([ParamResul(1:)?‘(k:)‘])*cofec) ????????%?step1.?prediction?(prior)????????????????????????????????????????
????????paramPredi=param;??????????????????????????????????????????????????
????????for?j=1:p
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