Suchergebnisse - scalarizing objective function
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Preference-based multi-objective evolutionary algorithm with linear combination scalarizing function and reference point adjustment
ISSN: 1568-4946, 1872-9681Veröffentlicht: Elsevier B.V 01.03.2024Veröffentlicht in Applied soft computing (01.03.2024)“… Most decomposition-based approaches often employ the achievement scalarizing function (ASF) as their scalarizing function …”
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Coordinated Adaptation of Reference Vectors and Scalarizing Functions in Evolutionary Many-Objective Optimization
ISSN: 2168-2216, 2168-2232Veröffentlicht: New York IEEE 01.02.2023Veröffentlicht in IEEE transactions on systems, man, and cybernetics. Systems (01.02.2023)“… To address this dilemma, we propose to adapt the reference vectors and the scalarizing functions in a coordinated way …”
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Comparison of algorithms for multi-objective optimization of radio technical device characteristics
ISSN: 2782-3210, 2500-316XVeröffentlicht: MIREA - Russian Technological University 01.12.2022Veröffentlicht in Rossijskij tehnologičeskij žurnal (01.12.2022)“… ) population-based algorithm for searching the full approximation of the Pareto set simultaneously, while the other three algorithms minimize the scalar objective function to find only one element …”
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Achievement scalarizing function sorting for strength Pareto evolutionary algorithm in many-objective optimization
ISSN: 0941-0643, 1433-3058Veröffentlicht: London Springer London 01.06.2021Veröffentlicht in Neural computing & applications (01.06.2021)“… In order to reduce the selection pressure and improve the diversity, we propose achievement scalarizing function sorting strategy to make strength Pareto evolutionary algorithm suitable for many-objective optimization …”
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A preference-based evolutionary algorithm for multi-objective optimization
ISSN: 1063-6560Veröffentlicht: United States 01.09.2009Veröffentlicht in Evolutionary computation (01.09.2009)“… In multi-objective optimization, achievement scalarizing functions are widely used to project a given …”
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Hypervolume approximation using achievement scalarizing functions for evolutionary many-objective optimization
ISBN: 1424429587, 9781424429585ISSN: 1089-778XVeröffentlicht: IEEE 01.05.2009Veröffentlicht in 2009 IEEE Congress on Evolutionary Computation (01.05.2009)“… This paper proposes an idea of approximating the hypervolume of a non-dominated solution set using a number of achievement scalarizing functions with uniformly distributed weight vectors …”
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Analysis of inverted PBI and comparison with other scalarizing functions in decomposition based MOEAs
ISSN: 1381-1231, 1572-9397Veröffentlicht: New York Springer US 01.12.2015Veröffentlicht in Journal of heuristics (01.12.2015)“… Each single objective optimization problem is defined by a scalarizing function using a weight vector …”
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Enhancing robustness of the inverted PBI scalarizing method in MOEA/D
ISSN: 1568-4946, 1872-9681Veröffentlicht: Elsevier B.V 01.10.2018Veröffentlicht in Applied soft computing (01.10.2018)“… •Search behavior of the inverted penalty-based boundary intersection (IPBI) scalarizing function in the decomposition based multi-objective evolutionary algorithm (MOEA/D …”
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A study on multi-objective particle swarm optimization with weighted scalarizing functions
ISSN: 0891-7736Veröffentlicht: IEEE 01.12.2014Veröffentlicht in Proceedings - Winter Simulation Conference (01.12.2014)“… Various scalarizing functions, such as simple weighted aggregation (SWA), weighted compromise programming (WCP …”
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Scalarizing functions in solving multi-objective problem-an evolutionary approach
ISSN: 2502-4752, 2502-4760Veröffentlicht: 01.03.2019Veröffentlicht in Indonesian Journal of Electrical Engineering and Computer Science (01.03.2019)“… Scalarizing functions had long been observed for optimization of multi-objective problems …”
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Methods for multi-objective optimization: An analysis
ISSN: 0020-0255, 1872-6291Veröffentlicht: Elsevier Inc 01.02.2015Veröffentlicht in Information sciences (01.02.2015)“… These methods employ a scalarizing function to reduce the multi-objective problem into a set of single objective problems, which upon solution yield a good approximation of the set of optimal solutions …”
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Scalarizing Functions in Bayesian Multiobjective Optimization
Veröffentlicht: IEEE 01.07.2020Veröffentlicht in 2020 IEEE Congress on Evolutionary Computation (CEC) (01.07.2020)“… Scalarizing functions have been widely used to convert a multiobjective optimization problem into a single objective optimization problem …”
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Study of the approximation of the fitness landscape and the ranking process of scalarizing functions for many-objective problems
Veröffentlicht: IEEE 01.07.2016Veröffentlicht in 2016 IEEE Congress on Evolutionary Computation (CEC) (01.07.2016)“… On the other hand, scalarizing functions have proved to work well with many-objective problems …”
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Experiments with classification-based scalarizing functions in interactive multiobjective optimization
ISSN: 0377-2217, 1872-6860, 1872-6860Veröffentlicht: Amsterdam Elsevier B.V 01.12.2006Veröffentlicht in European journal of operational research (01.12.2006)“… In multiobjective optimization methods, the multiple conflicting objectives are typically converted into a single objective optimization problem with the help of scalarizing functions …”
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An Ensemble of Scalarizing Functions and Weight Vectors for Evolutionary Multi-Objective Optimization
Veröffentlicht: IEEE 28.06.2021Veröffentlicht in 2021 IEEE Congress on Evolutionary Computation (CEC) (28.06.2021)“… Furthermore, scalarizing functions have been successfully used in decomposition-based and some indicator-based Multi-objective Evolutionary Algorithms (MOEAs …”
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A new achievement scalarizing function based on parameterization in multiobjective optimization
ISSN: 0171-6468, 1436-6304Veröffentlicht: Berlin/Heidelberg Springer-Verlag 01.01.2012Veröffentlicht in OR Spectrum (01.01.2012)“… of constructing and optimizing a so-called achievement scalarizing function (ASF) which has an ability to produce any Pareto optimal or weakly/properly Pareto optimal solution …”
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Interactive Reference Point Procedure Based on the Conic Scalarizing Function
ISSN: 2356-6140, 1537-744X, 1537-744XVeröffentlicht: Cairo, Egypt Hindawi Publishing Corporation 01.01.2014Veröffentlicht in TheScientificWorld (01.01.2014)“… In multiobjective optimization methods, multiple conflicting objectives are typically converted into a single objective optimization problem with the help of scalarizing functions …”
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A hybrid metaheuristic for multiobjective unconstrained binary quadratic programming
ISSN: 1568-4946, 1872-9681Veröffentlicht: Elsevier B.V 01.03.2014Veröffentlicht in Applied soft computing (01.03.2014)“… •We extend conventional single-objective unconstrained binary quadratic programming (UBQP …”
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Kriging-Based Framework Applied to a Multi-Point, Multi-Objective Engine Air-Intake Duct Aerodynamic Optimization Problem
ISSN: 2226-4310, 2226-4310Veröffentlicht: Basel MDPI AG 01.03.2023Veröffentlicht in Aerospace (01.03.2023)“… (RBF)-based mesh morphing technique and the Chebyshev-type Achievement Scalarizing Function (ASF …”
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A conic scalarization method in multi-objective optimization
ISSN: 0925-5001, 1573-2916Veröffentlicht: Boston Springer US 01.06.2013Veröffentlicht in Journal of global optimization (01.06.2013)“… We introduce a special class of monotonically increasing sublinear scalarizing functions and show that the zero sublevel set of every function from this class is a convex closed and pointed cone …”
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