1. Trang chủ
  2. » Tất cả

Novel cuckoo search algorithm with quasi oppositional population initialization strategy for solar cell parameters identification

6 4 0
Tài liệu đã được kiểm tra trùng lặp

Đang tải... (xem toàn văn)

THÔNG TIN TÀI LIỆU

Thông tin cơ bản

Định dạng
Số trang 6
Dung lượng 488,31 KB

Nội dung

Novel Cuckoo Search Algorithm with Quasi Oppositional Population Initialization Strategy for Solar Cell Parameters Identification � Abstract—� ���� ��� � ����� �� ��� � ���� �� � ������� ����� � �����[.]

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n DQGWKH IRUPDFKLQHLQWHOOLJHQFHDQGRIWHQHPSOR\HGWRVSHHGXSWKH GLRGHUHYHUVHVDWXUDWLRQFXUUHQW IVG DUH QHHGHGWREH ILUVWO\ FRQYHUJHQFH UDWH RI YDULRXV RSWLPL]DWLRQ PHWKRGV DQG LPSURYH WKH TXDOLWLHV RI WKHLU VROXWLRQV +RZHYHU VRPH 5HVHDUFKVXSSRUWHGE\WKH16)& 1R DQGWKH2XWVWDQGLQJ UHVHDUFKHUVKDYHGHYHORSHGWKH42%/>@ DQGSURYHGWKDWD @  IW ISK  IG  IG  IVK    ,QDGGLWLRQ6LPLODUZLWKWKH6'0IRUWKH''0WKHIWFDQEH ILQDOO\JLYHQDV>@  I W I SK  IVG êơH[S T VW  I W RV QNT  ẳ    IVG êơH[S T VW  I W RV Q NT  º¼  VW  I W RV RVK )LJXUH 7KH''0RIVRODUFHOOV C Objective Function (OF) 7KLV SDSHU WUDQVIRUPV WKH VRODU FHOO PRGHO SDUDPHWHU LGHQWLILFDWLRQSUREOHPLQWRDQRQOLQHDURSWLPL]DWLRQSUREOHP LQ ZKLFK WKH JRDO LV WR PLQLPL]H WKH GHYLDWLRQ EHWZHHQ WKH VLPXODWHG FXUUHQW XVLQJ PRGHO FRPSXWHG E\ FRQVLGHULQJ D SDUWLFXODU VHW RI LGHQWLILHG SDUDPHWHUV DQG PHDVXUHG FXUUHQW IURPVRODUFHOOV7KHGHYLDWLRQQDPHGHUURUIXQFWLRQ () LV JLYHQ E\ UHZULWLQJ WKH   DQG   IRU 6'0 DQG ''0 UHVSHFWLYHO\DV e Vt  It T ISK  IVG êơH[S T VW  IW RV QNT º¼  VW  I W RV RVK  I W    e Vt  It T ISK  IVG êơH[S T VW  I W RV QNT ẳ  IVG êơH[S T VW  I W RV QNT º¼     VW  IW RV RVK  IW ZKHUH ș LV WKH GHFLVLRQ YHFWRU ZKLFK FRQWDLQV WKH XQNQRZQ SDUDPHWHUV RI VRODU FHOO PRGHO WR EH HVWLPDWHG 6R IRU WKH VLQJOHGLRGHPRGHOWKHGHFLVLRQYHFWRUș >ISKIVGnRVRVK@ )RUWKHGRXEOHGLRGHPRGHOWKHGHFLVLRQYHFWRUș >ISKIVG IVGnn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e V  I T     ¦ N i i t t 7R VROYH WKH RSWLPL]DWLRQ SUREOHP DERYH YDULRXV RSWLPL]DWLRQDOJRULWKPVKDVEHHQSURSRVHG ,,, 7+(352326('423,6&6$$1',76(03/2@6$>@$%62>@PRGLILHGDUWLILFLDOEHHFRORQ\ )LJXUH &RQYHUJHQFHFXUYHRIWKH423,6&6$IRU''0 0$%& >@&$52>@*27/%2>@0662>@)URP WKHOFPLQYDOXHVLQ7DEOHĊLWLVHYLGHQWWKDWWKH SURSRVHG 423,6&6$ DFKLHYHV WKH ORZHVW OFPLQ YDOXH LQ DOO OLVWHG SDUDPHWHUV LGHQWLILFDWLRQ PHWKRGV IROORZHG E\ &$52 0$%&0662&6$*27/%2$%6236DQG6$ZKLFK LPSOLHV WKDW WKH SURSRVHG 423,6&6$ HQKDQFHV WKH VHDUFK DELOLW\ RI WKH VWDQGDUG FXFNRR VHDUFK DOJRULWKP DQG RXWSHUIRUPVDOORWKHUDOJRULWKPV )RU IXUWKHU FRQILUPLQJ WKH TXDOLW\ RI WKH SDUDPHWHUV LGHQWLILHG E\ WKH SURSRVHG 423,6&6$ WKH YDOXHV RI LGHQWLILHG SDUDPHWHUV RI ISK IVG IVG n n RV DQG RVK DUH EDFNVXEVWLWXWHG LQWR WKH ''0 WR UHFRQVWUXFW WKH ,9 FKDUDFWHULVWLFDVVKRZQLQ)LJ)URP)LJLWFDQEHVHHQ WKDWWKHVLPXODWHGGDWDRI''0DUHLQJRRGDJUHHPHQWZLWKWKH  7$%/(, )LJXUH &RPSDULVRQRI,9FKDUDFWHULVWLFIRUWKH''0 &203$5,6212)%(675(68/762)3$5$0(7(56,'(17,),&$7,21)257+(6'0%@ $$VNDU]DGHK$5H]D]DGHK“3DUDPHWHULGHQWLILFDWLRQIRUVRODUFHOO PRGHOVXVLQJKDUPRQ\VHDUFKEDVHGDOJRULWKPV”6RODU(QHUJ\YRO QRSS– >@ - $ -HUYDVH + %RXUGRXFHQ $ $O/DZDWL “6RODU FHOO SDUDPHWHU H[WUDFWLRQXVLQJJHQHWLFDOJRULWKPV”MeasSciTechnolYROQR SS >@ :+XDQJ&-LDQJ/@ X S Yang, S Deb, “Cuckoo Search via Lévy flights,” In Proceedings RI :RUOG &RQJUHVV RQ 1DWXUH  %LRORJLFDOO\ ,QVSLUHG &RPSXWLQJ &RLPEDWRUH,QGLDSS >@ 7.DQJ- * @ + 5 7L]KRRVK “2SSRVLWLRQEDVHG OHDUQLQJ $ QHZ VFKHPH IRU PDFKLQHLQWHOOLJHQFH”,Q3URFHHGLQJVRIWKH,QWHUQDWLRQDO&RQIHUHQFH RQ&RPSXWDWLRQDO,QWHOOLJHQFHIRU0RGHOOLQJ&RQWURODQG$XWRPDWLRQ 9LHQQD$XVWULDSS >@ 65DKQDPD\DQ+57L]KRRVK00$6DODPD“4XDVLRSSRVLWLRQDO GLIIHUHQWLDOHYROXWLRQ”,Q,(((&RQJUHVVRQ(YROXWLRQDU\&RPSXWDWLRQ 6LQJDSRUH6LQJDSRUHSS >@ 7 (DVZDUDNKDQWKDQ - %RWWLQ , %RXKRXFK & %RXWULW “1RQOLQHDU PLQLPL]DWLRQDOJRULWKPIRUGHWHUPLQLQJWKHVRODUFHOOSDUDPHWHUVZLWK PLFURFRPSXWHUV”IntJSol(QHUJ\YROQRSS– >@ 0-DPDGL)00HKGL“9HU\DFFXUDWHSDUDPHWHUHVWLPDWLRQRIVLQJOH DQG GRXEOHGLRGH VRODU FHOO PRGHOV XVLQJ D PRGLILHG DUWLILFLDO EHH FRORQ\DOJRULWKP”IntJ(QHUJ\EnvironEngYROQRSS–  >@ 3-/LQ6

Ngày đăng: 22/11/2022, 19:46

w