Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 85 (2014) 302 – 310 &UHDWLYH&RQVWUXFWLRQ&RQIHUHQFH&& $PHWDFODVVLILFDWLRQDQGDQDO\VLVRIFRQWUDFWRUVHOHFWLRQDQG SUHTXDOLILFDWLRQ )DLNFDQ.RJD +DNDQ@LQRUGHUWRFODVVLI\VFLHQWLILF SXEOLFDWLRQVZKLFKDUHFRQGXFWHGRQ&6DQG&3LQFRQVWUXFWLRQVHFWRU7KH0HWDFODVVLILFDWLRQPHWKRGLVDGDSWHG DQGFDWHJRUL]HGDFFRUGLQJWRWKHVLPSOLILHGNQRZOHGJHKLHUDUFK\>@7KH0HWDFODVVLILFDWLRQPHWKRGFRQVLVWVRI GLPHQVLRQVZKLFKDUHFDWHJRUL]HGVXFKDVDXWKRUFRQWHQWIRUPLQSXWRXWSXWDQGFDXVDWLRQZKLFKDUHGHVFULEHGLQ 7DEOH ³$XWKRU´ LQIRUPDWLRQ KDV VXEFDWHJRULHV VXFK DV QDPH \HDU FRXQWU\ DQG IRXQGDWLRQ ,Q ³DXWKRU´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ausation 5HVXOWV RI WKH SDSHUV DUH FODVVLILHG LQ WKUHH JURXSV VXFK DV DQDO\]H SURSRVDO DQG GHWHUPLQDWLRQ $QDO\]H LQGLFDWHVWKDWWKHSDSHUVWDWHVVRPHDQDO\VLVUHVXOWV2QWKHRWKHUKDQGSURSRVDOLQGLFDWHVWKDWWKHSDSHUSURSRVHVD PRGHORUV\VWHPDVDUHVXOWRIWKHVWXG\,QDGGLWLRQGHWHUPLQDWLRQFRQVLVWVRILGHQWLILFDWLRQDQGFODVVLILFDWLRQDVD UHVXOW RI WKH VWXGLHV 7DEOH VKRZV WKDW WKH PRVW RI WKH SDSHUV DUH FRQFOXGHG ZLWK VRPH SURSRVDOV ZKHUHDV DSSUR[LPDWHO\óRIWKHSDSHUVDUHFRQFOXGHGZLWKWKHDQDO\]HRUGHWHUPLQDWLRQ 7DEOH5HVXOWVRISDSHUV 5HVXOW D 1R2I2EVHUYDWLRQD 6DPSOH6L]H E $QDO\]H 3URSRVDO 'HWHUPLQDWLRQ 7RWDORI1RRI2EVHUYDWLRQGLIIHUIURPVDPSOHVL]HGXHWRWKHRFFXUUHQFHRIPRUHWKDQRQHFRQWULEXWLRQVLQDSDSHU Faikcan Kog and Hakan Yaman / Procedia Engineering 85 (2014) 302 –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±FDWHJRUL]HGHOHPHQWVRIDVVRFLDWHGGDWDLQRUGHUWRDQDO\]H &6DQG&3SDSHUVLQGHWDLO7KLVVWXG\VHWRXWWRFRQWULEXWHWRWKH&6VWXGLHVDQGSURYLGHQHZVROXWLRQVWRWKH&6 SUREOHPLQDQLQWHOOLJHQWHQYLURQPHQW $FNQRZOHGJHPHQW 7KH UHVHDUFK ZRUN SUHVHQWHG LQ WKLV SDSHU LV SDUW RI WKH 3K ' 3URMHFW ZKLFK LV ILQDQFLDOO\ VXSSRUWHG E\ WKH 'HSDUWPHQWRI6FLHQWLILF5HVHDUFK3URMHFWVRI,VWDQEXO7HFKQLFDO8QLYHUVLW\XQGHUSURMHFWQR³´7KLVVXSSRUW LVJUDWHIXOO\DFNQRZOHGJHG 5HIHUHQFHV >@*1*LOEHUW7KHWUDQVIRUPDWLRQRIUHVHDUFKILQGLQJVLQWRVFLHQWLILFNQRZOHGJH6RFLDO6WXGLHVRI6FLHQFH >@7,OWHU$'LNEDV',OWHU$QDQDO\VLVRIGULYHUVDQGEDUULHUVRIFRQVWUXFWLRQLQQRYDWLRQ,QWK,QWHUQDWLRQDO&RQIHUHQFHRQ,QQRYDWLRQLQ $UFKLWHFWXUH(QJLQHHULQJDQG&RQVWUXFWLRQ$(&$QWDO\D7XUNH\ >@(:0F&DQOLV7HQGHULQJDQGFRQWUDFWXDODUUDQJHPHQWV5HVHDUFKDQG,QIRUPDWLRQ*URXSRIWKH4XDQWLW\6XUYH\RUV¶&RPPLWWHH5,&6 /RQGRQ >@60/DWKDP&RQVWUXFWLQJWKH7HDP-RLQW5HYLHZRI3URFXUHPHQWDQG&RQWUDFWXDO$UUDQJHPHQWVLQWKH8QLWHG.LQJGRP &RQVWUXFWLRQ,QGXVWU\/RQGRQ+062 >@*'+ROW322ORPRODL\H)&+DUULV$UHYLHZRIFRQWUDFWRUVHOHFWLRQSUDFWLFHLQWKH8.FRQVWUXFWLRQLQGXVWU\%XLOGLQJDQG (QYLURQPHQW >@00.XPDUDVZDP\&RQWUDFWRUHYDOXDWLRQDQGVHOHFWLRQD+RQJ.RQJSHUVSHFWLYH%XLOGLQJDQG(QYLURQPHQW 309 310 Faikcan Kog and Hakan Yaman / Procedia Engineering 85 (2014) 302 – 310 >@-65XVVHOO'HFLVLRQPRGHOVIRUDQDO\VLVDQGHYDOXDWLRQRIFRQVWUXFWLRQFRQWUDFWRUV&RQVWUXFWLRQ0DQDJHPHQWDQG(FRQRPLFV >@*'+ROW:KLFKFRQWUDFWRUVHOHFWLRQPHWKRGRORJ\",QWHUQDWLRQDO-RXUQDORI3URMHFW0DQDJHPHQW >@1(O6DZDOKL'(DWRQ55XVWRP&RQWUDFWRUSUHTXDOLILFDWLRQPRGHOVWDWHRIDUW,QWHUQDWLRQDO-RXUQDORI3URMHFW0DQDJHPHQW >@*'+ROW&RQWUDFWRUVHOHFWLRQLQQRYDWLRQH[DPLQDWLRQRIWZRGHFDGHV SXEOLVKHGUHVHDUFK&RQVWUXFWLRQ,QQRYDWLRQ,QIRUPDWLRQ3URFHVV 0DQDJHPHQW >@6/8%KWWSZZZVOXE±GUHVGHQGHUHFKHUFKHGDWHQTXHOOHQ/VW$FF >@0%HWWV3/DQVOH\&RQVWUXFWLRQPDQDJHPHQWDQGHFRQRPLFV$UHYLHZRIWKHILUVWWHQ\HDUV&RQVWUXFWLRQ0DQDJHPHQWDQG(FRQRPLFV ± >@-5RZOH\7KHZLVGRPKLHUDUFK\UHSUHVHQWDWLRQVRIWKH',.:KLHUDUFK\-RXUQDORI,QIRUPDWLRQ6FLHQFH >@'0LFKLH'-6SLHJHOKDOWHU&&7D\ORU0DFKLQHOHDUQLQJQHXUDODQGVWDWLVWLFDOFODVVLILFDWLRQ1HZ@'6LQJK5/.7LRQJ$)X]]\'HFLVLRQ)UDPHZRUNIRU&RQWUDFWRU6HOHFWLRQ-RXUQDORI&RQVWUXFWLRQ(QJLQHHULQJDQG0DQDJHPHQW >@36:)RQJ6.@671J506NLWPRUH&3'66GHFLVLRQVXSSRUWV\VWHPIRUFRQWUDFWRUSUHTXDOLILFDWLRQ&LYLO(QJLQHHULQJ6\VWHPV >@).KRVURZVKDKL1HXUDOQHWZRUNPRGHOIRUFRQWUDFWRUV¶SUHTXDOLILFDWLRQIRUORFDODXWKRULW\SURMHFWV(QJLQHHULQJ&RQVWUXFWLRQDQG $UFKLWHFWXUDO0DQDJHPHQW >@*'+ROW322ORPRODL\H)&+DUULV(YDOXDWLQJSUHTXDOLILFDWLRQFULWHULDLQFRQWUDFWRUVHOHFWLRQ%XLOGLQJDQG(QYLURQPHQW >@$.DQJDV-.DQJDV0.XUWWLOD0XOWL&ULWHULD'HFLVLRQ3UREOHPV'HFLVLRQ6XSSRUWIRU)RUHVW0DQDJHPHQW ... 2ULJLQ3UREOHP 5HVXOW 2SSRUWXQLWLHV7KUHDGV Name of Authors Year of Publication (Gr.) Country of Author’s Affiliation Institute (Gr.) Affiliation Institute of Author &RQWUDFWRU6HOHFWLRQ&6&RQWUDFWRU3UHTXDOLILFDWLRQ&3:HLJKWLQJ&ULWHULD:&... Techniques and Methods that are used (Gr.) 2YHUYLHZ2Y0RGHOLQJ0G6WDWLVWLFDO)LQGLQJV6)6VWHP'HYHORSPHQW6' Main reason of the research (Gr.) The result of the research (Gr.) Main... WKHVWUXFWXUHRIWKH0HWDFODVVLILFDWLRQVVWHP 305 306 Faikcan Kog and Hakan Yaman / Procedia Engineering 85 (2014) 302 – 310 4.1 Author $XWKRU´LQIRUPDWLRQKDVVXEFDWHJRULHVVXFKDVQDPHHDUFRXQWUDQGIRXQGDWLRQ,QWKHQDPHVXEFDWHJRU