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(14 citation statements)

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“…A generalized discrete variables handling method that was proposed and implemented by Liao [13], is incorporated in all the algorithms in this research. Deb [3] parameter-less penalty methods are consistently used in all metaheuristics for handling the constraints.…”

confidence: 99%

“…A generalized discrete variables handling method that was proposed and implemented by Liao [13], is incorporated in all the algorithms in this research. Deb [3] parameter-less penalty methods are consistently used in all metaheuristics for handling the constraints.…”

confidence: 99%

“…The original metaheuristics (ABC, qABC, ACOr, MDE and SA) are developed for handling only continuous variables. So for discrete variable (machining parameters, in our case) handling the same strategy as used by Liao [13], is used in this research as well. A randomly generated solution point for tool diameter is rounded to its nearest integer and that integer value indicates the position of candidate solution point in the dimension of tool diameter.…”

confidence: 99%

“…A self-adaptive penalty function was proposed by Tessema [26]. Multi-objective constraint handling method [3,6,7,11,19,21,22,23,24,26,27,30] is that handles all the constraints as an objective function, with the original objective function form the bio-objective unconstrained optimization problems. The individual selected into the new population based on the fitness and smaller constraint violation.…”

confidence: 99%

“…Liao [11] studied the ant colony algorithm, proposed three mixed thoughts. local search algorithm and differential evolutionary algorithm were introduced in the ant colony algorithm framework respectively.…”

confidence: 99%

“…}mQD '|@}mQD |xDi=}Ow@y@ sD} Qwor= %|O}rm u=oS=w "xR=U |R=Uxv}y@ '|WQ@ |xtQ;uD@ Q=w}O 'C= QP s=LOR= xtOkt "1 pt=mD R=xDiQos=yr=|=ysU}v=mtT=U= Q@ 'CU=xOW|iQat|=ysD}Qwor=u}QD|t}Ok sD} Qwor= u}vJty "CU= xDiQo pmW ?=NDv= w VyH 'pFt O}rwD %Ovv=t '|m}Swrw}@ w |atH Q=DiQ R= s=yr= =@ [3] 'u=oJQwt |vwrm sD} Qwor= =} w [2] ' 2 PSO C= QP s=LOR= |=ysD}Qwor= u} QDOQ@ Q=mQB R= Qo}O |NQ@ "Ov=xOW O=H}= C=v=w}L u}@ OwHwt OvtWwy |vwrm [4] ' 3 HS|vwtQ=y|wHwCUHsD}Qwor=pt=WQ}N=|=yp=UQOxOW|iQat w [7] ' 4 SA xOW|R=Ux}@W O} Q@D sD} Qwor= [6] '|Q=taDU= C@=kQ sD} Qwor= [5] 'Qw@vR "CU= [8] ' 5 FA ?=D?W sQm sD} Qwor= |=yxN=W QO Q}N= |=yp=U QO xS}wx@ |Q=mD@== Qi |=ysD}Qwor= R= xO=iDU= pL QO |v=w=Qi |=yQ=DWwv w xDW=O |Q}osWJ OWQ u= Qta |UOvyt R= sa= hrDNt u=wvax@ "CU= xOW x=Q= QwmPt |=ysD}Qwor= R= xO=iDU= =@ |UOvyt uwo=vwo p=Ut sQm sD} Qwor= \UwD |}=B QN |=yxR=U |SwrwBwD w pmW 'xR=Ov= |R=Uxv}y@ 'xvwtv sD} Qwor= \UwD xDUUo w xDUw}B |=yQ}eDt =@ |UOvyt p=Ut pL [9] '?=D?W p=Ut pL |= Q@ u=oJQwt |vwrm |xDi=}Ow@y@ sD} Qwor= R= xO=iDU= [10] '?=D?W sQm w [12] 'CN=U |=yxSwQB QO lU} Q X}YND |@=}xv}y@ R}v w [11] '|R=Uxv}y@ s=LOR= sD} Qwor= xr}Uwx@ xtUD =@ xOWKrUt |m =N |=yQ=w}O |L=Q] |R=Uxv}y@ "CU= |Q=mD@== Qi |=ysD}Qwor= R= xO=iDU= OQ=wt xrtH R= [13] 'C= QP [16] 'pkv w ptL R}v w [15] '|tD= C= QP s=LOR= w xe=@ Qwk VyH sD} Qwor= ? }mQD [17] '|SQv=`@=vt |R=Uxv}y@ Qw_vtx@ |= Q@ l}DvS w ?=D?W sQm sD} Qwor= ?…”

mentioning

confidence: 99%