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An Affine Scaling Algorithm for Biobjective Linear Programming
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作者 Marco Antonio Figueiredo Menezes Nelson Maculan 《Journal of the Operations Research Society of China》 CSCD 2024年第4期937-951,共15页
Given a biobjective linear programming problem,we develop an affine scaling algorithm with min-max direction and demonstrate its convergence for an efficient solution.We implement the algorithm for some minor issues i... Given a biobjective linear programming problem,we develop an affine scaling algorithm with min-max direction and demonstrate its convergence for an efficient solution.We implement the algorithm for some minor issues in the literature. 展开更多
关键词 Multiobjective linear programming biobjective linear programming Affine scaling algorithm OPTIMIZATION
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Comparison of two design methods of aerodynamic biobjectives for airfoil and wing shapes
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作者 ZHU Ziqiang FU Hongyan LIU Hang WANG Xiaolu 《Science China(Technological Sciences)》 SCIE EI CAS 2004年第2期203-215,共13页
A simplified adaptive wing, which deflects its leading edge and trailing edge flaps to vary its shape, is calculated to investigate the potential aerodynamic gains and compared with a biobjective optimization (BO) win... A simplified adaptive wing, which deflects its leading edge and trailing edge flaps to vary its shape, is calculated to investigate the potential aerodynamic gains and compared with a biobjective optimization (BO) wing in the present paper. In subsonic-transonic flights the deflection angle of a flap is determined through optimization using a deterministic method. In supersonic flight the flaps are not deflected due to the requirement of having a minimum drag. For comparison the aerodynamic characteristics of a BO airfoil and wing is calculated. A parallel genetic algorithm is used in BO. Euler equations served as governing equations in flow field calculation. Numerical results in both 2D (airfoil) and 3D (wing) cases show that aerodynamic performances of the two design airfoils and wings are much better than those of the original ones, with the adaptive design one the best. Keywords simplified adaptive wing - biobjective optimization - airfoil and wing design 展开更多
关键词 simplified ADAPTIVE wing biobjective optimization AIRFOIL and WING design.
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Hybrid genetic algorithm for bi-objective resourceconstrained project scheduling 被引量:1
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作者 Fikri KUCUKSAYACIGIL Gündüz ULUSOY 《Frontiers of Engineering Management》 2020年第3期426-446,共21页
In this study,we considered a bi-objective,multi-project,multi-mode resource-constrained project scheduling problem.We adopted three objective pairs as combinations of the net present value(NPV)as a financial performa... In this study,we considered a bi-objective,multi-project,multi-mode resource-constrained project scheduling problem.We adopted three objective pairs as combinations of the net present value(NPV)as a financial performance measure with one of the time-based performance measures,namely,makespan(Cmax),mean completion time(MCT),and mean flow time(MFT)(i.e.,minCmax/maxA^PF,minA/Cr/max7VPF,and min MFTI mdixNPV).We developed a hybrid non-dominated sorting genetic algorithm Ⅱ(hybrid-NSGA-Ⅱ)as a solution method by introducing a backward-forward pass(BFP)procedure and an injection procedure into NSGA-Ⅱ.The BFP was proposed for new population generation and post-processing.Then,an injection procedure was introduced to increase diversity.The BFP and injection procedures led to improved objective functional values.The injection procedure generated a significantly high number of non-dominated solutions,thereby resulting in great diversity.An extensive computational study was performed.Results showed that hybrid-NSGA-Ⅱ surpassed NSGA-Ⅱ in terms of the performance metrics hypervolume,maximum spread,and the number of nondominated solutions.Solutions were obtained for the objective pairs using hybrid-NSGA-Ⅱ and three different test problem sets with specific properties.Further analysis was performed by employing cash balance,which was another financial performance measure of practical importance.Several managerial insights and extensions for further research were presented. 展开更多
关键词 backward-forward scheduling hybrid biobjective genetic algorithm injection procedure maximum cash balance multi-objective multi-project multi-mode resource-constrained project scheduling problem
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