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Ovy awvYt Qw@vR vwrm sD}Qwor= }=Q m }RQ= Qt |@} QD |R …sjce.journals.sharif.edu/article_4556_d5278b6db01f1fbbe1b749ab844a5af1.pdf · 2 / |xQ =t u =DU @ = D h} Q u= Qt a | U Ovy

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Page 1: Ovy awvYt Qw@vR vwrm sD}Qwor= }=Q m }RQ= Qt |@} QD |R …sjce.journals.sharif.edu/article_4556_d5278b6db01f1fbbe1b749ab844a5af1.pdf · 2 / |xQ =t u =DU @ = D h} Q u= Qt a | U Ovy

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C=ar=]t G}=Dv "CU= xDiQo CQwY Qw@vR |vwrm sD} Qwor= |Q}oQ=mx@ |xv}W}B Q@ |r}YiDhrDNt p�=Ut |=yMU=B Ow@y@ QO QwmPt sD} Qwor= xHwDp@=k |}=v=wD R= |m =L 'u}W}B=@ |awvYt Qw@vR |vwrm sD} Qwor= |R=UpOt G}=Dv 'xOWu=}@ OQ=wt p}tmD QO "CU=|xr�Ut 2 ?r=k QO 'sD} Qwor= OQmQ=m <=kDQ= |=Q@ xOvyOOw@y@ |=yQorta |Q}oQ=mx@|xO}= Q@ |O}}-=D R}v u=oOvU} wv \UwD x}rkv |xr}Uw |@=} Q}Ut w OQoxQwO |xOvWwQi

Ow@y@ R= u=Wv 'Q@Dat |xvwtv p�=Ut Q@ sD} Qwor= |=QH= G}=Dv xm|Qw]x@ "CU= xOWKQ]t=@ C}i}m =@ |=yMU=B O}rwD Q@ |y=wo Qt= u}= xm 'OQ=O QwmPt |xr�Ut 2 |=yMU=B QO

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[1]"OvQ=Ov|=yxv=Wv w s�qa =yu; QO xm OQ=O CrqO |}=ysD} Qwor= Q@ |r=tDL= |R=Uxv}y@R= |r=tDL= |R=Uxv}y@ QO "OQ=O OwHw wHDUH Ov}=Qi QO p=tDL= w uOw@|iO=YD|=yQ=QmD =@ |}=yVwQ pt=W =ysD} Qwor= u}= w OwW|t xO=iDU= |iO=YD |=yQ}eDtxm 'OvwW|t s}UkD xDUO 3 x@ |Q=mD@= |=ysD} Qwor= "OvDUy xr�UtpL|=Q@|iO=YD|=ysD} Qwor= "3 '|Q=mD@= =Qi |=ysD} Qwor= "2 '|Q=mD@= |=ysD} Qwor= "1 %R= Ov=CQ=@a

"|Q=mD@= jwi|=ysD} Qwor= =@ T=}k QO QDxDi=}xaUwD w q=@ |L]U QO |Q=mD@= =Qi |=yVwQ|}=yxvwtv\UwD xOWsy=Qi |=yl}D=DU= R= xO=iDU= =@ |y=o w Ovvm|t pta |Q=mD@=|=yxO}OB R= |rOt |=v@t Q@ |DL w |iO=YD w |r=tDL= Qw] x@ 'wHDUH |=[i R=|xaUwD Q}N=|=yp=U|] xm '|Q=mD@==Qi|=ysD} Qwor= R=|NQ@ "Ovvm|tpta|a}@]|DQ=QL O} Q@D sD} Qwor= '�GA� l}DvS sD} Qwor= %OvQ=Qk u}= R= 'Ov=xDW=O |v=w=Qi|awvYt |@Ya |xm@W sD} Qwor= '�TS� xawvtt |wHDUH sD} Qwor= '�SA�|vwrm |R=Uxv}y@ sD} Qwor= '�PSO� C=QP sm =QD |R=Uxv}y@ sD} Qwor= '�ANN�|QDm =@ |@=}=Pe |R=Uxv}y@ sD} Qwor= '�FA� ?=D?W sQm sD} Qwor= '�ACO� xJQwt|awvYt Qw@vR |vwrm sD} Qwor= w �CO� xDN=i |R=Uxv}y@ sD} Qwor= '�BFO�

Vy=m w u=tR C} Q}Ot '|Q=m Qy G}=Dv C}i}m uOQ@q=@ |=Q@ OvtDQOk |=yQ=R@= R= |m}'|twta h} QaD QO "CU= |R=Uxv}y@ |QwQ[Q}e w h=Ro |=yxv} Ry R= |Q=}U@hOy '`k=w QO "OwW|t xDio R}J Qy QO u} QDy@ CN=U Ov}=Qi =} pta x@ |R=Uxv}y@l} |wU x@ =Q =t xm CU= |}=yQ}eDt Q}O=kt uDi=} '|R=Uxv}y@ |xr�Ut l} QOxm OyO|t u=Wv =Q |R=Uxv}y@ Ov}=Qi '1 pmW "Ovm C}=Oy hOy `@=D R= xv}y@ Q=Okt|HwQN |=yxvwtv '|R=Uxv}y@ |xUwQB s=Hv= w |OwQw |=yQ}eDt h} QaD =@ u; QO

"OvDUy G=QNDU= p@=k umtt Cr=L u} QDxv}y@ x@w '|a]k |R=Uxv}y@ %|rm |xDUO 2 x@ u=wD|t =Q |R=Uxv}y@ |=ysD} Qwor=OQ=O |}=ysD} Qwor= Q@ CrqO |a]k |R=Uxv}y@ "OQm s}UkD |r=tDL= |R=Uxv}y@|=yu=tr= R= wv I}y w Ovvm|t C}a@D |[=} Q ZLt |R} Qxt=vQ@ l} R= xm|[=} Q sra QO QDW}@ |R=Uxv}y@ wv u}= "OvwW|tv Qy=_ u; QO |iO=YDw 'C}OwOLt =@ |R=Uxv}y@ %|xDUO 2 x@ OwN |a]k |R=Uxv}y@ "OQ=O OQ@ Q=m'C}OwOLt =@ |R=Uxv}y@ Cr=L QO "OwW|t s}UkD C}OwOLt uwO@ |R=Uxv}y@uwO@ |R=Uxv}y@ QO xm |DQwY QO &OvQ=O |Ow}k w C}OwOLt '|OwQw |=yQ}eDt

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Page 2: Ovy awvYt Qw@vR vwrm sD}Qwor= }=Q m }RQ= Qt |@} QD |R …sjce.journals.sharif.edu/article_4556_d5278b6db01f1fbbe1b749ab844a5af1.pdf · 2 / |xQ =t u =DU @ = D h} Q u= Qt a | U Ovy

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[3]"Ow@ Oy=wN sm MU=B u} QDy@ x@ uO}UQ |=Q@O=yvW}B |Qw@vR |vwrm |R=Uxv}y@ |Q=mD@==Qi sD} Qwor= '2005 p=U QO u}vJtyxOw@ 'u}W}B |xar=]t QO xOWx�=Q= Qw@vR sDU}U R= |}xDi=}s}taD xm 'CU= xOWVwy R= Q}PBu=mt= |=yOQ@ Q=m h=WDm = 'xOWQmP VywSB |rY= hOy [3]"CU=,=@k=aDt w xOw@ C}a]ksOa =@ |@}mQD p�=Ut pL |=Q@ =Pe |Qw;`tH QO pUaQw@vRQO |R=i j]vt w 'j}kO 'smLt pra R= xm |rt=wa =@ �FBS� |R=i Qw@vR sDU}UsDU}U sD} Qwor= OQmrta "CU= xOW |iQat 'Ovvm|t xO=iDU= V} wN \@=wQw =yQ}Ut p}mWD hOy =@ Ride-Matching |xr�Ut |wQ Q@ |R=i Qw@vRCi=Ut s=tD uDN=Uxv}tm ltm x@ 'u=Qi=Ut w x}rkv \�=Uw |=Q@ =y|R} Qxt=vQ@|Q=OQ@xQy@ p}OaD =} =yQ}N-=D s=tD uDN=Uxv}tm '=yxOvvmCmQ=Wt s=tD \UwD xOW|]T=}k |=Q@ |Qw�D MU=B I}y xJQo = "CU= xDiQo Q=Qk uwtR; OQwt x}rkv |xr}Uw

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[9]"CU= xOw@ =yVwQ Q}=U x@ C@Uv =yMU=B CkO ^=LrxO=U ,=@} QkD |rLx=Q '|awvYt Qw@vR |vwrm sD} Qwor= uOv=txO=U |=Q@ '2010 p=U QOT=@Dk= C}iQ_ C}OwOLt =@ x}rkv |xr}Uw |@=} Q}Ut |xr�Ut pL |=Q@ u=U; w"OvwW|t C=kqt x}rkv |xr}Uw Q}Ut m \UwD |QDWt n xm CU= xOW ZQi wu; QO xm 'CU= xOw@ n + m pw] x@ Q=OQ@ l} pmW x@ |Dr=L 'xOWx�=Q= pLx=QQO u}vJty "CU= xOw@ =y|QDWt |xOv}=tv R}v w n =D 1 u}@ K}LY |OOa n|awvYt Qw@vR |vwrm sD} Qwor= OQmrta QO C}OwOLt QDt=Q=B Q}F-=D 'QwmPt VywSBxm CU= xO=O u=Wv OQ=Ov=DU= |=yxvwtv |t=tD |wQ Q@ =y|@=} RQ= "CU= xOW |UQQ@"CU= xOw@ |QDWt O=OaD =@ ?U=vDt 'C}OwOLt QDt=Q=B |=Q@ Q=Okt C@Uv u} QDW}@\UwDt w =yxvwtv u}ov=}t Q}O=kt QO �4 16 Ow@y@ \UwDt R= |m =L pY=L G}=Dv

[10]"CU= xOw@ =yMU=B u} QDy@ Q}O=kt QO �3 53 Ow@y@|xr�Ut pL |=Q@ |@}mQD |awvYt Qw@vR |vwrm sD} Qwor= '2011 p=U QO u}vJtyw x�=Q= sD} Qwor= |=yQDt=Q=B w x}rw= C}atH O}rwD QO |D=Q}}eD =@ OQoxQwO |xOvWwQi|R=Uxv}y@ p�=Ut pL |}=v=wD '|awvYt Qw@vR |vwrm sD} Qwor= xm CU= xOW xH}Dv

[11]"OQ=O R}v =Q |@}mQD|@=} Q}Ut |xr�Ut |=Q@ |awvYt Qw@vR |vwrm sD} Qwor= l} R}v '2011 p=U QOx}rw= |=yMU=B O}rwD |xrLQt QO w s}_vD 'C}iQ_ C}OwOLt =@ x}rkv |xr}Uw'xt=O= QO "CU= xOW xO=iDU= Q}Ut ?=NDv= QwD=QB= VwQ R= QwmPt sD} Qwor= QOQorta wO R= u=@xO}O |=yQw@vR w QoQ=m |=yQw@vR |=Q@ O}OH |=yMU=B O}rwD |=Q@w xDW=O s=v |rO=@D VyH 'pw= |o}=Uty Qorta "CU= xOW xO=iDU= |o}=UtyVyH GQO =Q u; xm 'CU= xOw@ |iO=YD Q}}eD |=v@t Q@ R}v swO |o}=Uty QortalJwm T=}kt =@ |r�=Ut R= xvwtv 12 |wQ Q@ xOWx�=Q= sD} Qwor= ,=D}=yv "Ov=xO}t=v|xr�Ut |=Q@ ?U=vt |WwQ 'ZwQit sD} Qwor= xm CU= xOW xH}Dv w |@=} RQ=

[12]"CU= C}iQ_ C}OwOLt =@ x}rkv |xr}Uw |@=} Q}Ut2012 p=U QO R}v O}OH|xDUUo|awvYt Qw@vR|vwrm sD} Qwor=l} 2012 p=U QO|}=Hx@=H Qorta |xO}= R= xO=iDU= =@ uQ=kDt OQoxQwO |xOvWwQi xr�Ut pL |=Q@|=yQ}Ut CN=U Qw_vtx@ =yQw@vR x@ ltm |}=v=wD QwmPt Qorta "CU= xOW x�=Q=sD} Qwor= |x}rw= |@=} RQ= QO "CU= xDW=O =Q xv=Y} QL ?=NDv= ltm =@ QDy@ ?NDvtRQ=@ |=yxvwtv u=wvax@DANTZIG 42 w BURMA 14 |=yxvwtv R= 'xOWx�=Q=l} QO |}=Hx@=H Qorta O=OaD xm CU= xOW XNWt u}vJty "CU= xOW xO=iDU=|}xvwo x@ 'CU= syt Q=}U@ xDUUo ABC sD} Qwor= OQmrta QO |}=Hx@=H |r=wDu} QDy@ uOWp} w] w =yMU=B uOWQDO@ x@ QHvt |}=Hx@=H Qorta O=OaD uOWQDtm xmw QDW}@ |tm *lJwm |xR=Ov= =@ |r�=Ut QO O}=@ |}=Hx@=H Qorta "OwW|t =yQ}Ut"OwW xDiQo Q_v QO xr�Ut |xR=Ov= R= |t}v =@ Q@=Q@ ,=@} QkD w nQR@ |xR=Ov= =@ |r�=Ut QOl}DvS sD} Qwor= =@ u; |xU}=kt x@ |O=yvW}B sD} Qwor= |}=Q=m |UQQ@ |=Q@ 'xt=O= QOQy |}=Qosy xm CU= xO=O u=Wv G}=Dv w xOW xDN=OQB T=}k C=QP sm =QD sD} Qwor= wQO |}=Qosy MQv w ?U=vt xv}y@ MU=B CtU x@ xOWQmP |xvwtv 2 QO sD} Qwor= 3

[13]"CU= xOw@ q=@ |O=yvW}B sD} Qwor=Ow@y@ Q@ |aU '|awvYt Qw@vR |vwrm sD} Qwor= l} QO '2012 p=U QO u}vJty'QwmPt sD} Qwor= QO "CU= xOW |D@=kQ ?=NDv= OQ@y=Q =@ |QU=QU |wHDUH C}iQ_TBU w xOQm O}rwD O}OH |=yMU=B|o}=Uty |wHDUH R= xO=iDU= =@ QoQ=m |=yQw@vR|=yMU=B QN; QO w u}at |}=Pe `@vt ?=NDv= p=tDL= '|D@=kQ ?=NDv= OQ@y=Q T=U=Q@

Q_vOt hOy x@ uO}UQ R= |m =L x}rw= |=yMU=B |rw 'OQ=Ov OwHw ZwQit OQm} wQ[4]"OvDUy

p=U QO =yQw@vR |xDUO |R=Uxv}y@ s=v =@ R}v |}xv=OvtWwy w O}OH OQm} wQ"CU= Ca}@] QO |ak=w |=yQw@vR Q=DiQ R= xDiQos=yr= xm 'CU= xOW |iQat 2005xOw@ (MAX-W-SAT � xv}W}@ |vRw u}t-=D |xr�Ut |=Q@ |O=yvW}B sD} Qwor=Q=m x@ |Y}YND Qy =@ |vRw \wQW R= |}xawtHt uwQO QO =Q u; u=wD|t xm 'CU='CU= xOW xU}=kt |Q=mD@==Qi |=ysD} Qwor= Q}=U =@ QwmPt sD} Qwor= OQmrta "CiQo

[5]"OQ=O |O=yvW}B sD} Qwor= |QDQ@ R= u=Wv u; |xH}Dv xm|=yxm@W VRwt; |=Q@ |awvYt Qw@vR |vwrm sD} Qwor= R}v 2007 p=U QO =ow@=Q=mC}r=ail} '|awvYt|@Ya |xm@W VRwt; "CU= xOW|L=Q] x}PeDV}B|@YaQO |@Ya |xm@W l} R= |}xawtHt uOQm =O}B w wHDUH C}@ wr]t =@ |R=Uxv}y@|Y}=kv 'xv}tR u}= QO|t}Ok w|DvU |=ysD} Qwor= "OwW|t ?wULt|WRwt; Ov}=QiQO wQ u}= R= "OvQ=O |D=@U=Lt |=y|oO}J}B w |rLt |xv}y@ QO uO=Di=s=O x@ Ovv=t`iQ Qw_vtx@ |@Ya |=yxm@W VRwt; |=Q@ |rt=mD |=ysD} Qwor= 'QwmPt VywSBxOWQWDvt swUQt |=yVwQ =@ sD} Qwor= OQmrta "CU= xOW xO=iDU= xOQ@s=v X}=kvOQwt 'CU= xOWxDN=vW|rt=mD |=ysD} Qwor= R=|m} xm 'l}DvS sD} Qwor= u}vJty w'xOW|L=Q] ABC sD} Qwor= xm CU= xO=O u=Wv C=@U=Lt G}=Dv w xDiQo Q=Qk T=}k

[6]"CU= xDW=O =Q Q_vOQwt |xr�Ut Q@ R}t;C}kiwt p=ta= |}=v=wDpUaQw@vR |@=}=Pe pOt R= u; QO xm CU= xOW x�=Q= |a}O@ OQm} wQ '2006 p=U QO|Ov@u=tR w |R} Qxt=vQ@ |xr�Ut pL '|O=yvW}B pOt hOy "CU= xOW xO=iDU=|r=wDt X}YND uDi=} x@ hw]at O} QN |R} Qxt=vQ@ |xr�Ut "CU= xOw@ O} QN |=Q@"CU= xOQm|t xv}y@ =Q XwYNx@ hOy `@=D l} xm 'CU= xOw@ |D@=kQ `@=vt R==@ w uwtR; O} QN |R} Qxt=vQ@ R= xvwtv |xr�Ut 82 |wQ Q@ QwmPt sD} Qwor= OQmrtapY=L G}=Dv "CU= xOW T=}k xawvtt |wHDUH sD} Qwor= w xJQwt |vwrm sD} Qwor=QDy@ xOWu=wva |xv}tR QO xawvtt |wHDUH sD} Qwor= OQmrta xm CU= u; Qou=}@'Qo}O |wU R= "CU= xOw@ QDy@ ?D=Qt x@ C=@U=Lt u=tR R}v w Qo}O sD} Qwor= wO R=Qy |=Q@ C=@U=Lt u=tR w xOQm pta xJQwt sD} Qwor= R= QDy@ |tm Qw@vR sD} Qwor=

[7]"CU= xOw@ x@=Wt wO|awvYt Qw@vR|vwrm sD} Qwor= QO|rQDvm |=yQDt=Q=B R=|m} '=yQw@vRC}atH |xR=Ov=QDt=Q=B u}= Q}F-=D |wQ Q@ |D=ar=]t '2008 p=U QO xm |Qw]x@ 'OvwW|t ?wULtVR=Q@ Ow@y@ |wQ Q@ xm |}xU}=kt T=U=Q@ "CU= xOW s=Hv= sD} Qwor= OQmrta QOV}=Ri= xm Ov=xO}UQ xH}Dv u}= x@ =yu; 'CU= xDiQo CQwY sD} Qwor= R= s=o Qy QO=yu; O=yvW}B "CU= QF-wt sD} Qwor= OQmrta QO |YNWt Q=Okt =D C}atH |xR=Ov=CaQU x@ u=wD|t QwmPt |xR=@ QO xm 'CU= 100 =D 50 C}atH |xR=Ov= R= xO=iDU=u; w[wt u}= p}qO R= |m} "Ci=} CUO =yMU=B |=Q@ |@U=vt w pw@kp@=k |}=QosysD} Qwor= l} QO xm CU= xOW XNWt sD} Qwor= |=ys=o O=OaD |UQQ@ =@ xm CU=

[8]"CU= s=o Qy <=R= x@ `@=D |@=} RQ= x@ |QDW}@ R=}v 'O=} R C}atH |xR=Ov= =@|vwrm s=v =@ xDi=}<=kDQ= |awvYt Qw@vR |vwrm |R=Uxv}y@ sD} Qwor= l} u}vJtyO=yvW}B 2009 p=U QO |OOa |R=Uxv}y@ p�=Ut pL |=Q@ |rt=aD |awvYt Qw@vRC=YDNt |wU x@ s}kDUt CmQL |=Q@ u=@xO}O |=yQw@vR u; QO xm 'CU= xOW|vwrm sD} Qwor= QO u; VR=Q@ Q}O=kt w |L=Q] 'QoQ=m Qw@vR |wU R= xOWXNWt'u}=Q@=v@ "CU= xOW |@=} RQ= C=@U=Lt |oO}J}B Vy=m =@ |rY= |awvYt Qw@vRu}vJty "CU= xOW OwOLt xk]vt l} QO \ki ABC sD} Qwor= |wHDUH C}iQ_Q}F-=D w �uDw}v Vv=Qo uwv=k� |QU=QU Vv=Qo |xO}= '|O=yvW}B |xDi=}<=kDQ= sD} Qwor=`@=D GvB "CU= xOQm |iQat =Q u=@xO}O |=yQw@vR w QoQ=m |=yQw@vR Q=DiQ u}@=t u;

17

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u=wvax@ u=tm l} CU= Q=Qk Qo = 'Qo}O CQ=@ax@ "Ovm =O}B Vy=m2-opt p=ta= R=xm OwW Z} waD |}=yu=tm =@ \ki O}=@ 'OwW ?=NDv= QwO pw] Vy=m |=Q@ |v=tmx@ O}=@ '|@=NDv= u=tm pw] x@ |a=aW QO TB "OW=@ QDx=Dwm QwmPt u=tm R= =yu; pw]Vrw] ,=tDL 'OW pYw x]kv u; x@ w hPL QwmPt u=tm x=oQy xm Ow@ |]=kv p=@vO

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Cr=L l} 'q=m u=tRsy Ci=} QO w p} wLD =@ x}rkv |xr}Uw |@=} Q}Ut |xr�Utu=wD|t xm 'CU= x}rkv |xr}Uw |@=} Q}Ut |xr�Ut l}Uqm Cr=L R= xDi=}\U@u; QO xm |i=Qo u=wva x@ G = (V;A) uO=OQ=Qk =@ %OQm |R=UpOt xvwou}= =Q u;A = f(vi; vj)jvi; vj 2 V; i 6= jg w Q=OQ@ |xawtHtV = fvo; v1::::vngT} QD=t l} w dij Ci=Ut T} QD=t l} 'A =@ \=@DQ= QO "CU= u=tm |xawtHt|x}rkvxr}Uw m =@ |} wBO |xOvyOu=Wv v0 Q=OQ@ "OQ=O OwHw tij QiU u=tRQ=Okt l} '|QDWt Qy "Ovm|t |yOT} wQU |QDWt n x@ xm 'CU= uotysi T} wQU u=tR l} w 'qi p} wLD |ivt=v Q=Okt l} 'pi |Qw;`tH |ivt=vOL=w Qy QO Q}eDt |xv} Ry 'f C@=F |xv} Ry 'x}rkv |xr}Uw Qy Qw]u}ty "OQ=O|=yQ}eDt "OQ=O =Q D |yOT} wQU u=tR C}OwOLt w 'Q C}iQ_ 'g Ci=Utxm CU= u; |xOvyOu=Wv xm |Qv}=@ Q}eDt l} xijk %OvDUy KQW u}O@ R}v s}tYD|xr}Uw Qo = 'xijk = 0 'CU= xOW |] k |x}rkv |xr}Uw \UwD (i; j) u=tm(i; j) Q}Ut k x}rkv |xr}Uw Qo = 'xijk = 1 'Ovm |] =Q (i; j) u=tm k |x}rkv=Q (i; j) u=tm xm CU= |v=tR QO 'k |x}rkv |xr}Uw Q=@ yijk "Ovmv |] =Qk |x}rkv |xr}Uw \UwD i |QDWt |yOT} wQU u=tR wQW �ik w Ovm|t |]

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?=NDv= 'QwmPt OQ@y=Q |rY= |xO}= "CU= xOW O=H}= u=@xO}O |=yQw@vR\UwD O}OH'k QDt=Q=B =Pr 'CU= xOw@ C}atH u=}t QO QDnQR@ VR=Q@ Q=Okt =@ XNW k |iO=YDXNW wO u}@ |}xv=oOvJ |xU}=kt R}v 'xt=O= QO "CU= xOW xO}t=v C@=kQ |xR=Ov=R=}Dt= 'CU= xDW=O |Qo}O x@ C@Uv |D} Rt xm |YNW w xOW s=Hv= s)=t pUv QOQO "CU= xOQm =O}B xt=O= Qo}O XNW Qy |=Q@ Ov}=Qi u}= w xOQm ?Um =Q Q_vOQwtxDW=O ?=NDv= |=Q@ |QDW}@ uRw 'CU= xOQm ?Um =Q R=}Dt= u} QDW}@ xm |Um '=yDv=QO sD} Qwor= ?wN |}=v=wD R= u=Wv '�1987� sD} Qwor= |=QH= R= pY=L G}=Dv "CU=

[14]"CU= xDW=O nQR@ T=}kt QO x}rkv |xr}Uw |@=} Q}Ut p�=Ut pL|xr�Ut pL |=Q@ xDi=}Ow@y@ |awvYt Qw@vR |vwrm sD} Qwor=l} R}v '2013 p=U QOR= |}xDi=} xaUwD Cr=L xm 'CU= xOW O=yvW}B |}xQwO |x}rkv |xr}Uw |@=} Q}Utp} wLD |=Q@ xRwQ T |v=tR |xQwO =@ l}Uqm |x}rkv |xr}Uw |@=} Q}Ut |xr�UtC=aq]= T} QD=t R= ABC sD} Qwor= OQmrta QO Ow@y@ Qw_vtx@ "CU= xOw@ q=m|xQwO Qy QO u=} QDWt u}@=t OvtOwU w O}itC}akwt |x�=Q= |=Q@|i=WDm = |Oa)@OvJxOW xO=iDU= TUHD OQ@y=Q T=U=Q@ |rLt |R=Uxv}y@ l} u}vJty w q=m p} wLDQO |YwYNx@ |i=WDm = C=aq]= |QDWt Qy 'QwmPt |xw}W QO xm |}=Hv; R= "CU='|O=yvW}B sD} Qwor= hOy 'CU= xOw@ XwYNx@ `} RwD u=tR l} w `} RwD u=tR QyQ=my=Q "CU= xOw@ hrDNt p} wLD |=yu=tR u}@=t `} RwD |=Q@ ?}mQD u} QDy@ uDi=}'pw= |xrLQt %CU= xDW=O xrLQt wO |rLt |xv}y@ R= Q=Qi |=Q@ QwmPt u=QoWywSB"CU= xOw@ =yQ}Ut u}@=t |rLt |xv}y@ 'swO |xrLQt w Q}Ut uwQO |rLt |xv}y@XNWt w xDiQo Q=Qk|@=} RQ= OQwt p�=Ut R=|NQ@ |wQ Q@ xOWx�=Q= sD} Qwor= '=yDv= QOpL QO |OvtDQOk Q=R@= 'xDi=}Ow@y@ |awvYt Qw@vR |vwrm sD} Qwor= xm CU= xOW<=kDQ= x@ QHvt 'Ow@y@ OQ@y=Q w xOw@ l}Ow} QB |x}rkv |xr}Uw |@=} Q}Ut |xr�Ut

[15]"CU= xOW sD} Qwor= OQmrta QO |Q}osWJR= u} wv |}xN=W pL |=Q@ |O} Q@}y ABC sD} Qwor= '2014 p=U QO u}vJty�EVRP�CU} R\}Lt Q=OCUwO |x}rkv |xr}Uw|@=} Q}Ut |xr�Ut s=v =@ VRP

u@ QmO}Um =|O Q=WDv= Q=Okt|x@U=Lt =@|]}LtCU} R Q}F-=D u; QO xm 'CU= xOW x�=Q=|rY= ABC sD} Qwor= w |O=yvW}B sD} Qwor= G}=Dv T=}k =@ =yDv= QO w |Q}oxR=Ov=xOW O=H}= |HwQN G}=Dv QO Ow@y@ �5 \UwDt Qw] x@ xm CU= xOW XNWt

[16]"CU=|=DU=Q QO '|Q=Uv=wN |v=[tQ w |t}LQ '|UtW 1391 p=U QO R}v |D=ar=]tOQoxQwO |xOvWwQi |xr�Ut pL |=Q@ pUaQw@vR |wOvm |@=}=Pe sD} Qwor= |xaUwDG}=Dv '|awvYt Qw@vR |vwrm sD} Qwor= QO |D=LqY= R= xO=iDU= =@ w OvO=O s=Hv=|iO=YD CQwYx@ Qw@vRl} =OD@= '|O=yvW}B sD} Qwor= QO "OvOQw;CUOx@|rw@kp@=k'|o}=Uty u} QDl}ORv sD} Qwor= R= xO=iDU= =@ w xOQmCmQL x@ wQW �x]kv�pol} R=|=yQw@vRCmQL |=Q@ u}vJty "CU= xDN=OQB �=yQyW� =ypo u=}t|}=yu=tm O=H}= x@V}=Ri= =yu; |}=Q=m =D 'CU= xOW xDiQo Q_v QO C}OwOLt 'h=WDm = |=yQw@vR w QoQ=m=@ h=WDm = |=yQw@vR |xr}Uwx@ =yQ}Ut O}rwD QO 'xOWQmP C=Q}}eD Q@ xwqa "O@=}"CU= xOW O=H}= Ow@y@ 'l}ORv |o}=Uty `=aW QO2-opt sD} Qwor= R= uDiQoltmQwO Qy |=yDv= QO 'l}Uqm 2-opt sD} Qwor= R= xO=iDU= |=Hx@ xOWx�=Q= sD} Qwor= QO2-opt s=v x@ |}xOWKqY= 2-opt sD} Qwor= 'xOW?=NDv= Q}Ut u} QDy@ x@ pt=mVwQ u=ty R= QwmPt sD} Qwor= [17]"CU= xOW p=ta= l}ORv |o}=Uty `=aW QO|=[i uDN=Uxv}y@ w uOQmOwOLt =@ =t= 'Ovm QDx=Dwm =Q Q}Ut =D xOQm xO=iDU= 2-opt

VwQ ?}=at R= xm wHDUH u=tR 'Qo}Om} =@ Z} waD |=Q@ O}Ov=m |=yu=tm ?=NDv=|x}=B Q@ xOWKqY= 2-opt VwQ T=U= "CU= xDi=} Vy=m 'CU= l}Uqm 2�opt

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18

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TBU w xO=iDU= V} wN C}akwt |xQ}NP |}=v=wD R= Qw@vR '=Pe `@vt uDi=} R= TBC=aq]= xrLQt u}= QO 'QoQ=m |=yQw@vR "Ovm|t |Q=OQ@xQy@ x@ wQW xikw uwO@|=yQw@vR =@ =Q Ov=xOQm G=QNDU= xm |}=Pe `@=vt C}i}m =@ \=@DQ= QO xOW?Um|=yQw@vRC}r=ai R= xm |D=aq]= =@ u=@xO}O |=yQw@vR "OvQ=Po|t l =QDW= x@ 8u=@xO}OMU=B l} w xDN=OQB |}=Pe `@vt p=tDL= u=R}t |x@U=Lt x@ 'Ov=xOQm ?=UDm = QoQ=mVwQ ,=OOHt w �|Dq=tDL= ?=NDv=� Ovvm|t O}rwD QwmPt |}=Pe `@vt QO xOWKqY=|=}vO QO "OwW|t xOQBU x_i=L x@ QDy@ MU=B w xOWp=ta= |xv=Y} QL ?=NDv=|ak=w |=yQw@vR \UwD 'OW=@ xDW=Ov G=QNDU= VRQ= |}=Pe `@vt l} Qo = '|a}@]QO Ow@y@ |}=v=wD |NU=B Qo = R}v |awvYt Qw@vR |vwrm sD} Qwor= QO "OwW|t =yQs}tYD 'OW=@ xDW=Ov =Q 9 C}OwOLt s=v =@ xOWu}}aD V}B R= |xNQJ |O=OaD pqN|=yQw@vR x@ p}O@D QoQ=m |=yQw@vR 'xrLQt u}= QO "OwW|t xDiQo xNQJ lQD x@"Ovvm|t xOW=yQ `@vt u} Ro}=H =Q O}OH |}=Pe `@vt l} w OvwW|t 10h=WDm =

"OwW|t s=Hv= |rLt |xv}y@ QO uO=Di=s=O x@ R= Q=Qi Qw_vt x@ xr�Ut u}=|=v@t |=Q=O 'pUa Qw@vR |vwrm w |awvYt Qw@vR |vwrm |=ysD} Qwor= xm |}=Hv; R=R= |NQ@ xm 'OvQ=O |v=w=Qi |=yCy=@W 'OvDUy =yQw@vR Ca}@] R= xDiQoQ@ w lQDWt

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nXi=0

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yijk � 0 for 0 � i � n; 1 � j � n+ 1; 1 � k � m (11)

�ik � 0 for 0 � i � n; 1 � j � n+ 1; 1 � k � m (12)

|xv} Ry pt=W xm |@=} Q}Ut |xv} Ry O}=@ pOt u}= xm OyO|t u=Wv '1 hOy `@=DQy X}YND '4 |r= 2 |=yx]@=Q "OR=U xv}tm =Q 'CU= pkv w ptL Q}eDt w C@=F|QDWt Qy xm OvyO|t u=Wv u}vJty "Ovm|t OwOLt =Q Q}Ut l} \ki |QDWt=yQ}eDt u=tR u}@ |x]@=Q '5 C}OwOLt "OwW|t C=kqt x}rkv |xr}Uw \UwD ,=k}kOCq}yUD ?}DQDx@ '9 |r= 6 |=yC}OwOLt "OvyO|t KQW =Q pOt u}= |=yQDt=Q=B w|=yC}OwOLt w Ovvm|t u}t[D =Q |D}iQ_ C=_Lqt w u=tR =@ j@=]t |R} Qxt=vQ@

[19]"OvDUy u=} QH |=yQ}eDt Q@ 1 w 0 |=yC}a[w |xOvvmp}tLD '|}=yDv=|@=} Q}Ut |xr�Ut 'OQ=O Q=@v= l} R= V}@ x@ R=}v |v=Btm l} xm |}=yxv} Ro QO|@=} Q}Ut |xr�Ut wQ u}= R= "OQ=Ov |@U=vt |}=Q=m 'OL=w |wBO =@ x}rkv |xr}Uw|R=UxQ}NP |=Q@ wBOl} R=V}@ u; QO xm OwW|t KQ]t wBO u}OvJ =@ x}rkv |xr}Uw|xr�Ut x@ u=wD|t VRP |=yxN=W Q}=U R= "CU= Q_vOt =yq=m w CqwYLt|xr�Ut '4�VRP-SPD� q=m u=tRsy p} wLD wCi=} QO =@ x}rkv |xr}Uw|@=} Q}UtQ=OCUwO |x}rkv |xr}Uw |@=} Q}Ut |xr�Ut '5�PVRP� l}Ow} QB |@=} Q}Ut

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|awvYt Qw@vR |vwrm sD} Qwor= "4|R=Uxv}y@ p�=Ut pL QO =B wv |Q=mD@==Qi VwQ l} |awvYt Qw@vR |vwrm sD} Qwor=pUaQw@vR OvtWwy |=yQ=DiQ R= u; QO xm 'CU= xOW|iQat 2005 p=U QO xm 'CU=sD} Qwor= '`k=w QO "CU= xOW xDiQo s=yr= wOvm h=Q]= QO OyW `@=vt uOQm =O}B QO|iO=YD pLx=Ql} O=H}= =@ xm 'CU= xOvwWQ=QmD sD} Qwor=l}|awvYt Qw@vR|vwrmOwW|t wQW |}=Pe `@vt l} x@ 7QoQ=m Qw@vR Qy X}YND w =Pe `@vt u=wvax@|=Pe `@vt x@ l}ORv |=Pe `@vt l} QoQ=m Qw@vR Qy 'Q=QmD Qy pw] QO TBU w

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19

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until cycle = Maximum Cycle Number 11

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21

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"CU= xOw@ �1 60 Q=Okt =@ Q@=Q@|m} |awvYt Qw@vR |vwrm sD} Qwor= xm CiQo xH}Dv u=wD|t |rm Qw]x@ =yDv= QO|@}mQD |R=Uxv}y@ p�=Ut pL QO Ot;Q=m w OvtwvD QwLtC}atH |=ysD} Qwor= R=|=ysD} Qwor= Q}=U C@Uv |Q}osWJ |=y|QDQ@ 'C=LqY= |NQ@ s=Hv= =@ xm 'CU=s}_vD |=yQDt=Q=B uDW=O Cra x@ sD} Qwor= u}= u}vJty "CW=O Oy=wN |Q=mD@==Qi|}=Qosy CaQU 'Ca}@] R= xDiQos=yr= |=ysD} Qwor= Q}=U x@ C@Uv QDtm ?D=Qt x@'TSPw VRP pL QO xm |Qw] x@ 'OQ=O xv}y@ |=yMU=B x@ uO}UQ QO |@U=vt

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u=UL= TOvyt |=k; |Qmisy R= Ovv=O|t |QwQ[ Q[=L Q=DWwv u=oOvU} wvx=oWv=O '|Q@=QD w x=QV}=Qo QO u=Qta|UOvyt |QDmO |wHWv=O� |Q=Uv=wN|v=[tQOwN |Q=RoU=BU p=tm w |v=OQOk 'Q[=L VywSB s=Hv= pL=Qt QO �Q}@mQ}t= |DavY

"Ovvm R=Q@= =Q

xU}=kt =ysD} Qwor= |xty R= xOWxDN=vW |=yMU=B u} QDy@ =@ |O=yvW}B sD} Qwor=Q=Okt u}= xm 'CU= 1 60 =@ Q@=Q@ xDiQQ=mx@ |xvwtv 10 |=]N u=R}t u}ov=}t "Ov=xOWQo}O |m} "CU= |O=yvW}B sD} Qwor= pw@kp@=k w ?U=vt Q=}U@ OQmrta R= |m =LQw@vR |vwrm sD} Qwor= |xNQJ Qy |D=@U=Lt u=tR '|@=} RQ= OQwt |=yXN=W R==D sD} Qwor= |=QH= s=ovy R=� C=@U=Lt pm u=tR =@ Q@=Q@ Q=Okt u}= "CU= |awvYt"CU= xOW xDiQo Q_v QO sD} Qwor= Q=QmD O=OaD Q@ s}UkD �xv}y@ MU=B x@ |@=}CUO|xvwtv 10 |=Q@ xNQJ Qy |D=@U=Lt u=tR u}ov=}t xm CU= u; |xOvyOu=Wv G}=Dv|QDWt O=OaD =@� lJwm |=yxvwtv QO u}vJty "CU= x}v=F 0 0516 =@ Q@=Q@ QwmPtQDnQR@ |=yxvwtv |=Q@ |D=@U=Lt u=tR u} QDW}@ w 0 0412 =@ Q@=Q@ u=tR u}= '�QDtm

"CU= x}v=F 0 0797 =@ Q@=Q@

|Q}oxH}Dv "6sD} Qwor= |Q}oQ=mx@ |xv}W}B|UQQ@ x@ |QwQt Q=ml}?r=k QO =OD@= 'Q[=L Q=DWwv QOu; Q@ xOWp=ta= C=Q}}eD u}vJty w hrDNt |R=Uxv}y@ p�=Ut pL QO Qw@vR |vwrmCUOx@ G}=Dv |xU}=kt w |@=} RQ= =@ "CU= xOW xDN=OQB `t=H Qw] x@ <=kDQ= CyH'xOWQwQt `@=vt QDW}@ QO xm CU= xOW XNWt hrDNt |=ysD} Qwor= R= xOt;xDW=O =yMU=B O}rwD QO ?U=vt |D}i}m w q=@ |}=Q=m '|awvYt Qw@vR |vwrm sD} Qwor=xDi=}<=kDQ= |awvYt Qw@vR |vwrm sD} Qwor= |R=UpOt =@ w[wt u}= C=@F= |=Q@ "CU=|xvwtv |xr�Ut wO xm CU= xOW XNWt TSP |xr�Ut pL |=Q@ u; |Q}oQ=mx@ w|=Q=O '=yVwQ Q}=U |=yMU=B x@ C@Uv =yMU=B w xDW=O Ow@y@ 'gr 202 w gr 120

R= xOWpY=L |=yMU=B �0 5 R= QDtm hqDN= "Ov=xOw@ �0 371 \UwDt |=]N|}=v=wD R= |m =L 'xvwtv |xr�Ut wO Ow@y@ u}vJty w xOWxDN=vW |=y?=wH u} QDy@

=yCWwv=B1. traveling salesman problem2. non-deterministic polynominal hard3. Foraging Bee4. vehicle routing problem with simultaneous pickup and delivery5. periodic vehicle routing problem6. environmental vehicle routing problem7. Employed Bee8. Onlooker Bee9. Limit10. Scout Bee

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