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Multiobjective evolutionary algorithm assisted stacked autoencoder for PolSAR image classification

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

Polarimetric synthetic aperture radar (PolSAR) image classification is a vital application in remote sensing image processing. In recent years, deep l......

Offline data-driven evolutionary optimization based on tri-training

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

In offline data-driven evolutionary optimization, no real fitness evaluations is allowed during the optimization, making it extremely challenging to b......

A clustering-based differential evolution algorithm for solving multimodal multi-objective optimization problems

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

Multimodal Multi-objective Optimization Problems (MMOPs) refer to the problems that have multiple Pareto-optimal solution sets in decision space corre......

Decomposition-based multiobjective optimization with bicriteria assisted adaptive operator selection

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

This paper proposes a novel bicriteria assisted adaptive operator selection (B-AOS) strategy for decomposition-based multiobjective evolutionary algor......

A matrix-cube-based estimation of distribution algorithm for the distributed assembly permutation flow-shop scheduling problem

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

The distributed assembly permutation flow-shop scheduling problem (DAPFSP) is a typical NP-hard combinatorial optimization problem that has wide appli......

A random benchmark suite and a new reaction strategy in dynamic multiobjective optimization

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 63 ()

In the domain of evolutionary computation, more and more attention has been paid to dynamic multiobjective optimization. Generally, artificial benchma......

Vertical distance-based clonal selection mechanism for the multiobjective immune algorithm

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 63 ()

Traditional multiobjective immune algorithms (MOIAs) widely use the domination relationship and crowding distance metric to run the cloning operator, ......

Global optimization with one-class classification-assisted selection

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

Selection in evolutionary algorithms (EAs) selects promising solutions from a set of candidates. Most selection strategies are fitness-driven, where e......

Multiobjective multiple features fusion: A case study in image segmentation

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

Most of existing image segmentation algorithms are only based on the color feature. However, the spatial distribution of an image can not be well desc......

An optima-identified framework with brain storm optimization for multimodal optimization problems

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 62 ()

Locating multiple optima and maintaining these identified solutions are two crucial issues in solving multimodal optimization problems (MMOPs). To add......

A many-objective optimization algorithm with mutation strategy based on variable classification and elite individual

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

The current many-objective evolutionary algorithms (MaOEAs) generally adopt the mutation strategies designed for single-objective optimization problem......

Finding all Pareto optimal paths by simulating ripple relay race in multi-objective networks

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 64 ()

This paper proposes a novel nature-inspired method, so-called ripple-spreading algorithm (RSA) for multi-objective path optimization problem (MOPOP). ......

Hierarchical preference algorithm based on decomposition multiobjective optimization

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

Rather than a whole Pareto optimal front(POF), which demands too many points, the decision maker (DM) may only be interested in a partial region, call......

Several variants of simulated annealing hyper-heuristic for a single-machine scheduling with two-scenario-based dependent processing times

期刊: SWARM AND EVOLUTIONARY COMPUTATION, 2021; 60 ()

Many practical productions are full of significant uncertainties. For example, the working environment may change, machines may breakdown, workers may......

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