Swarm and Evolutionary Computation

Article	Citations
Editorial Board	178
Multifactorial differential evolution enhanced by adaptive Gaussian-mixture-model-based knowledge transfer	152
Corrigendum to “Optimizing parameters in swarm intelligence using reinforcement learning: An application of Proximal Policy Optimization to the iSOMA algorithm” [Swarm and Evolutionary Computation Vol	128
Redefined decision variable analysis method for large-scale optimization and its application to feature selection	124
Efficient search of decision makers’ region of interest by using preference directions in multi-objective coevolutionary algorithm	122
A knee-guided prediction model oriented to population composition structures for dynamic multi-objective evolutionary optimization	121
A global feedback learning-based memetic algorithm for energy-aware scheduling in collaborative heterogeneous flexible job shops	114
A Q-learning based artificial bee colony algorithm for solving surgery scheduling problems with setup time	110
Differential evolution with evolutionary scale adaptation	108
A two-stage adaptive variable neighborhood search approach for electric vehicle routing problem with fuzzy demand	108
Choice of benchmark optimization problems does matter	106
A balance-oriented iterative greedy algorithm for the distributed heterogeneous hybrid flow-shop scheduling problem with blocking constraints	93
A modified adaptive switching-based many-objective evolutionary algorithm for distributed heterogeneous flowshop scheduling with lot-streaming	92
Conditional diffusion with gradient guidance for high-dimensional expensive multi-objective optimization	91
Dual-individual genetic algorithm: A dual-individual approach for efficient training of multi-layer neural networks	86
Quantum circuit mapping based on discrete particle swarm optimization and deep reinforcement learning	82
Secure key based cloud security utilizing three-way protection with martino homomorphic encryption for preventing unauthorized data access	81
A dueling double deep Q network assisted cooperative dual-population coevolutionary algorithm for multi-objective combined economic and emission dispatch problems	79
A surrogate-assisted evolutionary algorithm with dual restricted Boltzmann machines and reinforcement learning-based adaptive strategy selection	78
An adaptive reference vector guided many-objective optimization algorithm based on the pareto front density estimation	78
Random projection enhancement: A Novel method for improving performance of surrogate models	77
An optimized watermarking scheme based on genetic algorithm and elliptic curve	75
Large language models as surrogate models in evolutionary algorithms: A preliminary study	74
A novel particle swarm optimization algorithm with Lévy flight and orthogonal learning	74
Memory backtracking strategy: An evolutionary updating mechanism for meta-heuristic algorithms	74

An improved shuffled frog leaping algorithm based on support vector machine for hybrid flow shop rescheduling with disturbance prediction	72
Combining single objective dispatching rules into multi-objective ensembles for the dynamic unrelated machines environment	70
Two-stage knowledge-driven evolutionary algorithm for distributed green flexible job shop scheduling with type-2 fuzzy processing time	69
A multi-objective evolutionary algorithm for feature selection incorporating dominance-based initialization and duplication analysis	69
A Nonlinear Dimensionality Reduction Search Improved Differential Evolution for large-scale optimization	66
Multi-UAV reconnaissance mission planning via deep reinforcement learning with simulated annealing	65
A coevolutionary algorithm for constrained multi-objective optimization with dynamic relaxation	61
Multi-operator opposition-based learning with the neighborhood structure for numerical optimization problems and its applications	61
Population-level center-based sampling for meta-heuristic algorithms	61
A Generational Difference Vector based Tri-Entropy Structure Optimizer for large-scale multiobjective optimization	60
Exploring high-dimensional optimization by sparse and low-rank evolution strategy	60
A cooperative iterated greedy algorithm for the distributed flowshop group robust scheduling problem with uncertain processing times	60
A manifold prediction strategy for evolutionary dynamic multiobjective optimization	59
Graph embedding based ant colony optimization for negative influence propagation suppression under cost constraints	58
Swarm intelligence applications for emergency evacuation planning: state of the art, recent developments, and future research opportunities	57
Pareto multi-objective optimization for high locality-preserving space-filling curve identification	57
Integrating evacuation and relief redistribution into last-mile relief network design: A two-stage distributionally robust optimization approach	56
Multi-objective evolutionary algorithms for solving a green multi-item fixed-charge 5D transportation problem under intuitionistic fuzzy uncertainty	56
A multi-stage knowledge-guided evolutionary algorithm for large-scale sparse multi-objective optimization problems	56
Interactive niching-based two-stage evolutionary algorithm for constrained multiobjective optimization	55
Differential evolution with bi-strategy co-deployment framework and diversity improvement	55
DANCE: Distributed co-evolutionary design of velocity controllers for swarm intelligence robots in flocking and entrapping tasks	55
KDDCP: Kernel density driven cumulative probability-cooperated framework for constrained muti-objective optimization	54
Welcome from Editor-in-Chief of Swarm and Evolutionary Computation	53
A multi-objective hierarchical aggregation optimization algorithm for dynamic network structures in federated learning	51
Greedy randomized adaptive search and benders decomposition algorithms to solve the distributed no-idle permutation flowshop scheduling problem	51
Industrial activated sludge model identification using hyperparameter-tuned metaheuristics	51
An enhanced estimation of distribution algorithm with problem-specific knowledge for distributed no-wait flowshop group scheduling problems	49
Auxiliary optimization framework based on scaling transformation matrix for large-scale multi-objective problem	49
A hybrid estimation of distribution algorithm for agile earth observing satellite task scheduling problem	49
A knee-oriented many-objective differential evolution with bi-strategy and Manhattan distance-domination range	49
IMNE: Maximizing influence through deep learning-based node embedding in social network	49
On the elusivity of dynamic optimisation problems	48
A metaheuristic approach for mining gradual patterns	48
A bi-objective routing problem for cooperated trucks and drones in river water quality monitoring	47
Surrogate-assisted differential evolution: A survey	47
A dual-population-based evolutionary algorithm for multi-objective optimization problems with irregular Pareto fronts	47
An intelligent hybrid model using GatedTriBERT and DE-ARL for accurate translation quality assessment	46
Reinforced steering Evolutionary Markov Chain for high-dimensional feature selection	46
A many-objective evolutionary algorithm based on constraints for collaborative computation offloading	46
Dynamic multi-objective optimization algorithm based on incremental Gaussian mixture model	46
Solving electric vehicle–drone routing problem using memetic algorithm	46
Optimizing multi-period multi-mode multi-time window home health care scheduling with an improved tabu search algorithm	45
On the representativeness metric of benchmark problems in numerical optimization	45
A decimal artificial bee colony with elite strategy for the cutting stock problem with irregular items	45
Formulating approximation error as noise in surrogate-assisted multi-objective evolutionary algorithm	45
Decomposition-based dual-population evolutionary algorithm for constrained multi-objective problem	45
Benchmarking footprints of continuous black-box optimization algorithms: Explainable insights into algorithm success and failure	45
A hybrid surrogate-assisted evolutionary algorithm for technician routing and scheduling problems	44
QACO: An adaptive multi-phase ant colony optimization approach for robust feature selection	44

Dual-self-learning knowledge-based local search approach for lot-streaming flexible job shop scheduling with asynchronous assembly	44
Optimizing parameters in swarm intelligence using reinforcement learning: An application of Proximal Policy Optimization to the iSOMA algorithm	43
MILP modeling and optimization of multi-objective flexible job shop scheduling problem with controllable processing times	43
A knowledge transfer-based membrane evolutionary algorithm for solving large-scale sorted waste collection problem with timeliness	43
GTG-ACO: Graph Transformer Guided Ant Colony Optimization for learning heuristics and pheromone dynamics for combinatorial optimization	43
Intelligent pest trap monitoring under uncertainty in food industry	43
Benchmark problems for large-scale constrained multi-objective optimization with baseline results	43
A multi-objective benchmark for UAV path planning with baseline results	43
Expected coordinate improvement for high-dimensional Bayesian optimization	42
Adaptive knowledge transfer-based particle swarm optimization for constrained multitask optimization	42
Bankruptcy-evolutionary games based solution for the multi-agent credit assignment problem	41
A coevolutionary algorithm assisted by two archives for constrained multi-objective optimization problems	41
A high-dimensional feature selection algorithm via fast dimensionality reduction and multi-objective differential evolution	41
Balancing exploration and exploitation in dynamic constrained multimodal multi-objective co-evolutionary algorithm	41
Multitask particle swarm optimization algorithm leveraging variable chunking and local meta-knowledge transfer	41
An effective auxiliary task for volumetric modulated arc therapy planning	40
An optimized multi-source feature extraction model with black-winged kite algorithm for hourly seamless PM2.5 estimation	40
A dynamic constrained multiobjective evolutionary algorithm based on decision variable classification	39
Evolutionary algorithm based on multi-probability distribution model for stochastic optimization	39
Historical knowledge transfer driven self-adaptive evolutionary multitasking algorithm with hybrid resource release for solving nonlinear equation systems	38
Incremental learning-enhanced ensemble surrogate-assisted evolutionary algorithm for lifelong berth allocation and quay crane assignment problems	38
MFWOA: Multifactorial Whale Optimization Algorithm	37
Property of decision variables-inspired location strategy for multiobjective optimization	37
Evolutionary multistage multitasking method for feature selection in imbalanced data	37
A hybrid intelligent genetic algorithm for truss optimization based on deep neutral network	36
A DQN-based memetic algorithm for energy-efficient job shop scheduling problem with integrated limited AGVs	36
A many-objective optimization evolutionary algorithm based on hyper-dominance degree	35
APSM-jSO: A novel jSO variant with an adaptive parameter selection mechanism and a new external archive updating mechanism	35
Learning-infused optimization for evolutionary computation	35
Optimum settings for discrete PID control of nonlinear systems	35
Multi-objective optimization algorithm for multi-workflow computation offloading in resource-limited IIoT	34
Cluster and reinforcement learning-based multi-objective evolutionary algorithm for joint scheduling of virtual machines and prioritize tasks in cloud computing	34
A data-driven model assisted hybrid genetic algorithm for a two-dimensional shelf space allocation problem	34
A novel hybrid particle swarm optimization with marine predators	34
Advanced Self-Adaptive Distributed Differential Evolution with Hierarchical Learning algorithm for multimodal optimization in communication system	34
Effects of corner weight vectors on the performance of decomposition-based multiobjective algorithms	33
A Multi-population genetic programming algorithm to model estimation for LLC resonant converter	32
Surrogate-Assisted Differential Evolution Light Gradient Boosting Machine for Mangrove Aboveground Biomass inversion	32
The IGD-based prediction strategy for dynamic multi-objective optimization	31
A guided genetic programming with attribute node activation encoding for resource constrained project scheduling problem	31
Population based metaheuristics in Spark: Towards a general framework using PSO as a case study	31
Handling objective preference and variable uncertainty in evolutionary multi-objective optimization	31
A large-scale multi-objective optimization framework based on a dual-space attention mechanism	31
Regression and relation-assisted evolutionary algorithm for high-dimensional expensive multi-objective optimization	31
An adaptive weight optimization algorithm based on decision variable grouping for large-scale multi-objective optimization problems	31
A self-adjusting representation-based multitask PSO for high-dimensional feature selection	31
A two-stage cross-neighborhood search algorithm bridging different solution representation spaces for solving the hybrid flow shop scheduling problem	30
Provable space discretization based evolutionary search for scalable multi-objective security games	30
Multi-strategy particle swarm optimization with adaptive forgetting for base station layout	30
Advancing aerial robotics: a multi-strategy optimization framework for intelligent Hexarotor control	30
Reinforcement learning-integrated evolutionary algorithm for enhanced unmanned aerial vehicle coverage path planning	29
An enhanced sparrow search swarm optimizer via multi-strategies for high-dimensional optimization problems	29
Parallel fractional dominance MOEAs for feature subset selection in big data	29
SFG-DE: An explainable and evolvable differential evolution for learning to generate operator structures	29
A subspace strategy based coevolutionary framework for constrained multimodal multiobjective optimization problems	29
Two-stage bidirectional coevolutionary algorithm for constrained multi-objective optimization	29
DA2MODE: Dynamic Archive with Adaptive Multi-Operator Differential Evolution for numerical optimization	28
A new particle swarm optimization aided evolutionary digital filter for noise cancellation in early fault diagnosis of rotating machinery	28
Blocking flowshop scheduling problems with release dates	28
Multi-task differential evolution algorithm with dynamic resource allocation: A study on e-waste recycling vehicle routing problem	28
A novel disjunctive-graph-based meta-heuristic approach for multi-objective resource-constrained project scheduling problem with multi-skilled staff	28
A matheuristic-based self-learning evolutionary algorithm for lot streaming hybrid flow shop group scheduling with limited auxiliary modules	28
A steady-state weight adaptation method for decomposition-based evolutionary multi-objective optimisation	28
An improved genetic algorithm and clone selection optimization-based gated recurrent unit networks for earthquake magnitude prediction	28
Constrained multi-objective evolutionary algorithm based on the correlation between objectives and constraints	28
Multi-objective evolutionary multi-tasking band selection algorithm for hyperspectral image classification	28
An adaptive two-stage evolutionary algorithm for large-scale continuous multi-objective optimization	28
An intelligent automated guided vehicle scheduling framework for manufacturing: Balancing energy, efficiency, and task completion	27
Distributed assembly flexible job shop scheduling with dual-resource constraints via a deep Q-network based memetic algorithm	27
Memetic algorithm based on learning and decomposition for multiobjective flexible job shop scheduling considering human factors	27
Decomposition-based multi-objective evolutionary algorithm for bi-optimal selection	27
A novel plug-and-play meta-black-box optimization module based on video streams for non-contact physiological signal extraction	27
Partition-informed Ant Colony Optimization for min–max multiple TSP	27
A congestion-based local search for transmission expansion planning problems	27
A constrained multi-objective evolutionary algorithm based on online problem identification and separate handling	26
Differential evolution with a variance contribution ratio-based diversity enhancement mechanism for numerical optimization	26
Enhancement of collaborative communication using optimized dynamic density graph convolutional networks in IoT-enabled intelligent surfaces	26
A dynamic multi-objective evolutionary algorithm based on polynomial regression and adaptive clustering	26
Regularity-based evolutionary multi-objective optimization review	26
An adaptive interval many-objective evolutionary algorithm with information entropy dominance	26

A multiple direction search algorithm for continuous optimization	26
Hybrid evolutionary framework with multiple fragmentation strategies and reinforcement learning for multi-objective molecule generation	26
A pairwise comparison based surrogate-assisted evolutionary algorithm for expensive multi-objective optimization	26
Convolutional neural network combined with reinforcement learning-based dual-mode grey wolf optimizer to identify crop diseases and pests	25
A collaborative evolution strategy for dynamic multi-objective optimization based on charged individual prediction	25
Reinforcement learning-assisted evolutionary algorithm: A survey and research opportunities	25
Fast thresholded concordance probability for evolutionary optimization	25
Multimodal multi-objective optimization: Comparative study of the state-of-the-art	25
A neighborhood comprehensive learning particle swarm optimization for the vehicle routing problem with time windows	25
Deep and wide search assisted evolutionary algorithm with reference vector guidance for many-objective optimization	25
Angle information enhanced kriging-assisted adaptive evolutionary algorithm for computationally highly expensive high-dimensional problems	25
Reinforcement learning-assisted evolutionary auxiliary optimization for multi-workflow scheduling in clouds	25
A decision variable type mining-based two-stage evolutionary algorithm for sparse large-scale bi-objective optimization	25
Fractional-order modified heterogeneous comprehensive learning particle swarm optimizer for intelligent disease detection in IoMT environment	25
GMO: A general multimodal optimization framework applicable to various global metaheuristic algorithms	25
A constrained multi-objective optimization algorithm with adaptive dual-stage search strategy utilizing the relationship between different Pareto fronts	25
Subspace segmentation based co-evolutionary algorithm for balancing convergence and diversity in many-objective optimization	24
A hybrid evolutionary algorithm for 2D variable-sized bin packing with guillotine constraint in manufacturing	24
A novel penalty function-based interval constrained multi-objective optimization algorithm for uncertain problems	24
A knowledge transfer-based strategy for constrained multiobjective optimization	24
An enhanced adaptive differential evolution algorithm with dual performance evaluation metrics for numerical optimization	24
Ensemble meta-heuristics and Q-learning for solving unmanned surface vessels scheduling problems	24
Automatic feature extraction with Vectorial Genetic Programming for Alzheimer’s Disease prediction through handwriting analysis	24
Evaluation-based multi-objective optimization for responsive-resilient supply chain network under hybrid uncertainty	24
A distribution evolutionary algorithm for the graph coloring problem	24
Exploratory landscape analysis on black-box optimization problems via Graph Neural Network	24
Teaching–learning based optimization of a multi-server machining model with emergency vacation and retention of reneged machines	24
Synthetic pertinence clustering and reinforced evolutionary algorithm for the hybrid E-commerce green location routing problem	23
Helper objective-based multifactorial evolutionary algorithm for continuous optimization	23
Efficient three-stage surrogate-assisted differential evolution for expensive optimization problems	23
A cluster-based genetic optimization method for satellite range scheduling system	23
A collaboration-based multi-objective algorithm for distributed hybrid flowshop scheduling with resource constraints	23
Metaheuristics should be tested on large benchmark set with various numbers of function evaluations	23
Manifold clustering-based prediction for dynamic multiobjective optimization	23
PS-Tree: A piecewise symbolic regression tree	23
Knowledge-assisted evolutionary task scheduling for hierarchical multiagent systems with transferable surrogates	23
GDG: An evolutionary oversampling framework integrating Gaussian mixture modeling and genetic algorithm	23
Multiform optimization with coupled subspace alignment and two-stage adaptive differential evolution for interval constrained scheduling of coal mine integrated energy systems	23
State-space adaptive exploration for explainable particle swarm optimization	23
Mde-EvoNAS: Automatic network architecture design for monocular depth estimation via evolutionary neural architecture search	23
Collaborative scheduling of production resources and spare parts inventory for distributed equipment with feedback guidance and minimum capacity loss	22
A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning	22
Hierarchical structure-based joint operations algorithm for global optimization	22
A reinforcement learning-based artificial bee colony algorithm for resolving the UAV logistics path planning problem in a 3D space	22
A comprehensive investigation on novel center-based sampling for large-scale global optimization	22
BDE-Jaya: A binary discrete enhanced Jaya algorithm for multiple automated guided vehicle scheduling problem in matrix manufacturing workshop	22
Particle swarm optimization based on K-means clustering and adaptive dual-groups strategy	22
A neighborhood-based momentum approach to accelerate convergence in multi-objective optimization	22
Two-level parameter cooperation-based population regeneration framework for differential evolution	22
A Q-Learning based NSGA-II for dynamic flexible job shop scheduling	22
A robust algorithm based on Differential Evolution with local search for the Capacitated Vehicle Routing Problem	22
An improved adaptive hybrid algorithm for solving distributed flexible job shop scheduling problem	21
Dynamic strategy-based hybrid genetic algorithm for solving multi-task decision-making problems for heterogeneous surface vessels	21
Editorial Board	21
Editorial Board	21
Proximity ranking-based multimodal differential evolution	21
An analysis of SAT constrained MNK-landscapes as benchmark problems for multi-objective evolutionary algorithms	21
A dynamic multi-objective evolutionary algorithm using adaptive reference vector and linear prediction	21
Transformer-accelerated multi-objective high-dimensional multi-fractional-order optimization algorithm for proportional-integral controller parameters tuning of doubly-fed induction generators	21
A classification-assisted environmental selection strategy for multiobjective optimization	21
Thermal parameter identification of concrete dams based on hybrid particle swarm optimization using distributed optical fiber monitoring data	21
Evolutionary multimodal multiobjective optimization guided by growing neural gas	20
Collaborative gas source localization strategy with networked nano-drones in unknown cluttered environments	20
Balancing cost and influential ability under structural failures via a multi-objective approach	20
Deep reinforcement learning based bi-level optimization for order acceptance and scheduling: A slow-moving inventory activation policy for resilient manufacturing	20
From PID to swarms: A decade of advancements in drone control and path planning - A systematic review (2013–2023)	20
HAPI-DE: Differential evolution with hierarchical archive based mutation strategy and promising information	20
A problem knowledge driven bi-population cooperative framework for time-varying ratio error estimation of voltage transformers	20
DJAYA-RL: Discrete JAYA algorithm integrating reinforcement learning for the discounted {0-1} knapsack problem	20
A data-driven bilevel optimization algorithm for multiple agile satellites task scheduling	20
A multiobjective evolutionary algorithm based on decision variable classification for many-objective optimization	20
MjSO: A modified differential evolution with a probability selection mechanism and a directed mutation strategy	20
IOT device type identification using magnetized Hopfield neural network with tuna swarm optimization algorithm	20
A supervised parallel optimisation framework for metaheuristic algorithms	20
Two-sided resource-constrained assembly line balancing problem: a new mathematical model and an improved genetic algorithm	20
A Dynamic Multi-objective Optimization approach for computing resource allocation in industrial model repository	20
Offline evolutionary optimization with problem-driven model pool design and weighted model selection indicator	20
A dynamic multi-objective optimization evolutionary algorithm based on classification of decision variables and inter-layer collaborative prediction	20
A Tree neural network deep reinforcement learning for flexible job shop scheduling with transportation constraints	20
An improved arithmetic optimization algorithm based on reinforcement learning for global optimization and engineering design problems	20
A GV-drone arc routing approach for urban traffic patrol by coordinating a ground vehicle and multiple drones	19
Multi-guiding spark fireworks algorithm: Solving multimodal functions by multiple guiding sparks in fireworks algorithm	19
A hyper-curvature balanced indicator and adaptive phase exploration co-driven evolutionary algorithm for many-objective optimization	19
Enhanced auxiliary population search for diversity improvement of constrained multiobjective coevolutionary optimization	19
Strengthened grey wolf optimization algorithms for numerical optimization tasks and AutoML	19
Harmony search algorithm and related variants: A systematic review	19
A two-stage memetic algorithm for energy-efficient flexible job shop scheduling by means of decreasing the total number of machine restarts	19
Implementing automated task scheduling framework for fog network using adaptive actor critic deep reinforcement learning with sparse attention through multi-objective constraints	19
Meta-heuristic Techniques in Microgrid Management: A Survey	19
Adversarial autoencoder enhanced evolutionary guidance for multi-objective multi-task optimization	19
Decomposition-based evolutionary algorithm with dual adjustments for many-objective optimization problems	19
A novel framework for generating tunable and scalable benchmark problems for multimodal multiobjective optimization	18
Knowledge-driven large-scale multi-objective evolutionary learning for interval prediction of key quality indicators in blast furnace ironmaking process	18
Multi-AGV collision-free scheduling framework with task allocation in high-density warehouses	18
Reinforcement learning-assisted particle swarm algorithm for effluent scheduling problem with an influent estimation of WWTP	18