Swarm and Evolutionary Computation

Article	Citations
Quantum circuit mapping based on discrete particle swarm optimization and deep reinforcement learning	220
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	213
An adaptive reference vector guided many-objective optimization algorithm based on the pareto front density estimation	148
Random projection enhancement: A Novel method for improving performance of surrogate models	136
A Q-learning based artificial bee colony algorithm for solving surgery scheduling problems with setup time	116
An optimized watermarking scheme based on genetic algorithm and elliptic curve	113
A surrogate-assisted evolutionary algorithm with dual restricted Boltzmann machines and reinforcement learning-based adaptive strategy selection	109
Neighborhood-based particle swarm optimization with discrete crossover for nonlinear equation systems	108
A modified adaptive switching-based many-objective evolutionary algorithm for distributed heterogeneous flowshop scheduling with lot-streaming	99
Efficient search of decision makers’ region of interest by using preference directions in multi-objective coevolutionary algorithm	94
Combining single objective dispatching rules into multi-objective ensembles for the dynamic unrelated machines environment	94
Redefined decision variable analysis method for large-scale optimization and its application to feature selection	91
Fractional-Order Ant Colony Algorithm: A Fractional Long Term Memory Based Cooperative Learning Approach	91
Two-stage knowledge-driven evolutionary algorithm for distributed green flexible job shop scheduling with type-2 fuzzy processing time	90
Editorial Board	89
Choice of benchmark optimization problems does matter	78
On the impact of linkage learning, gene-pool optimal mixing, and non-redundant encoding on permutation optimization	73
Memory backtracking strategy: An evolutionary updating mechanism for meta-heuristic algorithms	71
An improved shuffled frog leaping algorithm based on support vector machine for hybrid flow shop rescheduling with disturbance prediction	70
Secure key based cloud security utilizing three-way protection with martino homomorphic encryption for preventing unauthorized data access	69
A multi-objective evolutionary algorithm for feature selection incorporating dominance-based initialization and duplication analysis	68
A dueling double deep Q network assisted cooperative dual-population coevolutionary algorithm for multi-objective combined economic and emission dispatch problems	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	65
A balance-oriented iterative greedy algorithm for the distributed heterogeneous hybrid flow-shop scheduling problem with blocking constraints	64

A novel particle swarm optimization algorithm with Lévy flight and orthogonal learning	62
Large language models as surrogate models in evolutionary algorithms: A preliminary study	62
Differential evolution with evolutionary scale adaptation	61
Multi-operator opposition-based learning with the neighborhood structure for numerical optimization problems and its applications	61
A Nonlinear Dimensionality Reduction Search Improved Differential Evolution for large-scale optimization	60
Population-level center-based sampling for meta-heuristic algorithms	60
Exploring high-dimensional optimization by sparse and low-rank evolution strategy	57
A manifold prediction strategy for evolutionary dynamic multiobjective optimization	56
A Generational Difference Vector based Tri-Entropy Structure Optimizer for large-scale multiobjective optimization	55
A bi-objective routing problem for cooperated trucks and drones in river water quality monitoring	55
Dynamic multi-objective optimization algorithm based on incremental Gaussian mixture model	54
Formulating approximation error as noise in surrogate-assisted multi-objective evolutionary algorithm	53
On the representativeness metric of benchmark problems in numerical optimization	52
Reinforced steering Evolutionary Markov Chain for high-dimensional feature selection	51
Industrial activated sludge model identification using hyperparameter-tuned metaheuristics	51
Auxiliary optimization framework based on scaling transformation matrix for large-scale multi-objective problem	50
Pareto multi-objective optimization for high locality-preserving space-filling curve identification	50
A hybrid estimation of distribution algorithm for agile earth observing satellite task scheduling problem	50
KDDCP: Kernel density driven cumulative probability-cooperated framework for constrained muti-objective optimization	49
Decomposition-based dual-population evolutionary algorithm for constrained multi-objective problem	48
Benchmarking footprints of continuous black-box optimization algorithms: Explainable insights into algorithm success and failure	48
A decimal artificial bee colony with elite strategy for the cutting stock problem with irregular items	48
Welcome from Editor-in-Chief of Swarm and Evolutionary Computation	48
A dual-population-based evolutionary algorithm for multi-objective optimization problems with irregular Pareto fronts	47
Greedy randomized adaptive search and benders decomposition algorithms to solve the distributed no-idle permutation flowshop scheduling problem	47
Surrogate-assisted differential evolution: A survey	46
IMNE: Maximizing influence through deep learning-based node embedding in social network	46
Swarm intelligence applications for emergency evacuation planning: state of the art, recent developments, and future research opportunities	46
An enhanced estimation of distribution algorithm with problem-specific knowledge for distributed no-wait flowshop group scheduling problems	46
A knee-oriented many-objective differential evolution with bi-strategy and Manhattan distance-domination range	46
DANCE: Distributed co-evolutionary design of velocity controllers for swarm intelligence robots in flocking and entrapping tasks	44
A cooperative iterated greedy algorithm for the distributed flowshop group robust scheduling problem with uncertain processing times	43
COARSE-EMOA: An indicator-based evolutionary algorithm for solving equality constrained multi-objective optimization problems	43
A many-objective evolutionary algorithm based on constraints for collaborative computation offloading	43
Induction of decision trees as classification models through metaheuristics	43
A multi-stage knowledge-guided evolutionary algorithm for large-scale sparse multi-objective optimization problems	43
Benchmark problems for large-scale constrained multi-objective optimization with baseline results	43
A hybrid optimization algorithm for structural balance model based on influence between nodes and community quality	42
MILP modeling and optimization of multi-objective flexible job shop scheduling problem with controllable processing times	42
A metaheuristic approach for mining gradual patterns	42
On the elusivity of dynamic optimisation problems	41
Evolutionary algorithm based on multi-probability distribution model for stochastic optimization	41
Graph embedding based ant colony optimization for negative influence propagation suppression under cost constraints	41
Intelligent pest trap monitoring under uncertainty in food industry	41
Optimizing parameters in swarm intelligence using reinforcement learning: An application of Proximal Policy Optimization to the iSOMA algorithm	41
Interactive niching-based two-stage evolutionary algorithm for constrained multiobjective optimization	41
Solving electric vehicle–drone routing problem using memetic algorithm	41
Historical knowledge transfer driven self-adaptive evolutionary multitasking algorithm with hybrid resource release for solving nonlinear equation systems	39
Multi-objective optimization algorithm for multi-workflow computation offloading in resource-limited IIoT	39
Incremental learning-enhanced ensemble surrogate-assisted evolutionary algorithm for lifelong berth allocation and quay crane assignment problems	39

Balancing exploration and exploitation in dynamic constrained multimodal multi-objective co-evolutionary algorithm	39
Optimum settings for discrete PID control of nonlinear systems	38
MFWOA: Multifactorial Whale Optimization Algorithm	38
A multi-objective benchmark for UAV path planning with baseline results	38
Multitask particle swarm optimization algorithm leveraging variable chunking and local meta-knowledge transfer	38
Adaptive knowledge transfer-based particle swarm optimization for constrained multitask optimization	37
Evolutionary multistage multitasking method for feature selection in imbalanced data	37
An optimized multi-source feature extraction model with black-winged kite algorithm for hourly seamless PM2.5 estimation	37
A data-driven model assisted hybrid genetic algorithm for a two-dimensional shelf space allocation problem	36
A DQN-based memetic algorithm for energy-efficient job shop scheduling problem with integrated limited AGVs	36
A high-dimensional feature selection algorithm via fast dimensionality reduction and multi-objective differential evolution	36
Learning-infused optimization for evolutionary computation	36
APSM-jSO: A novel jSO variant with an adaptive parameter selection mechanism and a new external archive updating mechanism	35
An ACO for energy-efficient and traffic-aware virtual machine placement in cloud computing	35
Property of decision variables-inspired location strategy for multiobjective optimization	35
Bankruptcy-evolutionary games based solution for the multi-agent credit assignment problem	35
A novel hybrid particle swarm optimization with marine predators	35
A dynamic constrained multiobjective evolutionary algorithm based on decision variable classification	35
A coevolutionary algorithm assisted by two archives for constrained multi-objective optimization problems	34
A hybrid intelligent genetic algorithm for truss optimization based on deep neutral network	34
Provable space discretization based evolutionary search for scalable multi-objective security games	34
A many-objective optimization evolutionary algorithm based on hyper-dominance degree	34
Expected coordinate improvement for high-dimensional Bayesian optimization	34
Two-stage bidirectional coevolutionary algorithm for constrained multi-objective optimization	33
A subspace strategy based coevolutionary framework for constrained multimodal multiobjective optimization problems	33
Regression and relation-assisted evolutionary algorithm for high-dimensional expensive multi-objective optimization	33
The IGD-based prediction strategy for dynamic multi-objective optimization	33
Handling objective preference and variable uncertainty in evolutionary multi-objective optimization	33
A self-adjusting representation-based multitask PSO for high-dimensional feature selection	33
Reinforcement learning-integrated evolutionary algorithm for enhanced unmanned aerial vehicle coverage path planning	32
Multi-strategy particle swarm optimization with adaptive forgetting for base station layout	32
Surrogate-Assisted Differential Evolution Light Gradient Boosting Machine for Mangrove Aboveground Biomass inversion	32
Effects of corner weight vectors on the performance of decomposition-based multiobjective algorithms	31
A two-stage cross-neighborhood search algorithm bridging different solution representation spaces for solving the hybrid flow shop scheduling problem	31
An enhanced sparrow search swarm optimizer via multi-strategies for high-dimensional optimization problems	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
Convolutional neural network combined with reinforcement learning-based dual-mode grey wolf optimizer to identify crop diseases and pests	30
Parallel fractional dominance MOEAs for feature subset selection in big data	30
Modular interactive computation scheme for the internet of things assisted robotic services	30
Constrained multi-objective evolutionary algorithm based on the correlation between objectives and constraints	30
A matheuristic-based self-learning evolutionary algorithm for lot streaming hybrid flow shop group scheduling with limited auxiliary modules	29
Enhancement of collaborative communication using optimized dynamic density graph convolutional networks in IoT-enabled intelligent surfaces	29
Regularity-based evolutionary multi-objective optimization review	29
Multi-task differential evolution algorithm with dynamic resource allocation: A study on e-waste recycling vehicle routing problem	29
A constrained multi-objective optimization algorithm with adaptive dual-stage search strategy utilizing the relationship between different Pareto fronts	29
An adaptive interval many-objective evolutionary algorithm with information entropy dominance	28
A constrained multi-objective evolutionary algorithm based on online problem identification and separate handling	28
A neighborhood comprehensive learning particle swarm optimization for the vehicle routing problem with time windows	28
An improved genetic algorithm and clone selection optimization-based gated recurrent unit networks for earthquake magnitude prediction	28
A congestion-based local search for transmission expansion planning problems	28
Deep and wide search assisted evolutionary algorithm with reference vector guidance for many-objective optimization	28
Blocking flowshop scheduling problems with release dates	28
A dynamic multi-objective evolutionary algorithm based on polynomial regression and adaptive clustering	27
Fractional-order modified heterogeneous comprehensive learning particle swarm optimizer for intelligent disease detection in IoMT environment	27
A decomposition-based many-objective ant colony optimization algorithm with adaptive solution construction and selection approaches	27
Modelling and scheduling integration of distributed production and distribution problems via black widow optimization	27
A new particle swarm optimization aided evolutionary digital filter for noise cancellation in early fault diagnosis of rotating machinery	27
Adaptive Ant Colony Optimization with node clustering applied to the Travelling Salesman Problem	26
An intelligent automated guided vehicle scheduling framework for manufacturing: Balancing energy, efficiency, and task completion	26
Memetic algorithm based on learning and decomposition for multiobjective flexible job shop scheduling considering human factors	26
Reinforcement learning-assisted evolutionary algorithm: A survey and research opportunities	26
An adaptive two-stage evolutionary algorithm for large-scale continuous multi-objective optimization	26
Distributed assembly flexible job shop scheduling with dual-resource constraints via a deep Q-network based memetic algorithm	26
Differential evolution with orthogonal array‐based initialization and a novel selection strategy	26
Enhanced multi-swarm cooperative particle swarm optimizer	26
A steady-state weight adaptation method for decomposition-based evolutionary multi-objective optimisation	26
A pairwise comparison based surrogate-assisted evolutionary algorithm for expensive multi-objective optimization	25
Multi-objective evolutionary multi-tasking band selection algorithm for hyperspectral image classification	25
Multimodal multi-objective optimization: Comparative study of the state-of-the-art	25
A novel disjunctive-graph-based meta-heuristic approach for multi-objective resource-constrained project scheduling problem with multi-skilled staff	25
Teaching–learning based optimization of a multi-server machining model with emergency vacation and retention of reneged machines	24
Mde-EvoNAS: Automatic network architecture design for monocular depth estimation via evolutionary neural architecture search	24
BDE-Jaya: A binary discrete enhanced Jaya algorithm for multiple automated guided vehicle scheduling problem in matrix manufacturing workshop	24
A knowledge transfer-based strategy for constrained multiobjective optimization	24
A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning	24
Angle information enhanced kriging-assisted adaptive evolutionary algorithm for computationally highly expensive high-dimensional problems	23
Helper objective-based multifactorial evolutionary algorithm for continuous optimization	23
A comprehensive investigation on novel center-based sampling for large-scale global optimization	23
An enhanced adaptive differential evolution algorithm with dual performance evaluation metrics for numerical optimization	23

A distribution evolutionary algorithm for the graph coloring problem	23
Fast thresholded concordance probability for evolutionary optimization	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
A collaboration-based multi-objective algorithm for distributed hybrid flowshop scheduling with resource constraints	23
Hierarchical structure-based joint operations algorithm for global optimization	23
A Q-Learning based NSGA-II for dynamic flexible job shop scheduling	22
A tri-population based co-evolutionary framework for constrained multi-objective optimization problems	22
Automatic feature extraction with Vectorial Genetic Programming for Alzheimer’s Disease prediction through handwriting analysis	22
State-space adaptive exploration for explainable particle swarm optimization	22
PS-Tree: A piecewise symbolic regression tree	22
A cluster-based genetic optimization method for satellite range scheduling system	22
Efficient three-stage surrogate-assisted differential evolution for expensive optimization problems	22
Two-level parameter cooperation-based population regeneration framework for differential evolution	22
Tensor factorization-based particle swarm optimization for large-scale many-objective problems	22
Subspace segmentation based co-evolutionary algorithm for balancing convergence and diversity in many-objective optimization	22
Knowledge-assisted evolutionary task scheduling for hierarchical multiagent systems with transferable surrogates	22
Collaborative scheduling of production resources and spare parts inventory for distributed equipment with feedback guidance and minimum capacity loss	21
A novel penalty function-based interval constrained multi-objective optimization algorithm for uncertain problems	21
A dynamic multi-objective optimization evolutionary algorithm based on classification of decision variables and inter-layer collaborative prediction	21
A robust algorithm based on Differential Evolution with local search for the Capacitated Vehicle Routing Problem	21
An improved adaptive hybrid algorithm for solving distributed flexible job shop scheduling problem	21
Ensemble meta-heuristics and Q-learning for solving unmanned surface vessels scheduling problems	21
A dynamic multi-objective evolutionary algorithm using adaptive reference vector and linear prediction	20
MjSO: A modified differential evolution with a probability selection mechanism and a directed mutation strategy	20
An analysis of SAT constrained MNK-landscapes as benchmark problems for multi-objective evolutionary algorithms	20
Meta-heuristic Techniques in Microgrid Management: A Survey	20
A Tree neural network deep reinforcement learning for flexible job shop scheduling with transportation constraints	20
A problem knowledge driven bi-population cooperative framework for time-varying ratio error estimation of voltage transformers	20
Proximity ranking-based multimodal differential evolution	20
A multiobjective evolutionary algorithm based on decision variable classification for many-objective optimization	20
Evolutionary multimodal multiobjective optimization guided by growing neural gas	20
A GV-drone arc routing approach for urban traffic patrol by coordinating a ground vehicle and multiple drones	20
Editorial Board	20
A supervised parallel optimisation framework for metaheuristic algorithms	20
Multi-guiding spark fireworks algorithm: Solving multimodal functions by multiple guiding sparks in fireworks algorithm	20
A classification-assisted environmental selection strategy for multiobjective optimization	20
IOT device type identification using magnetized Hopfield neural network with tuna swarm optimization algorithm	20
Editorial Board	20
Thermal parameter identification of concrete dams based on hybrid particle swarm optimization using distributed optical fiber monitoring data	20
Enhanced auxiliary population search for diversity improvement of constrained multiobjective coevolutionary optimization	20
Offline evolutionary optimization with problem-driven model pool design and weighted model selection indicator	19
Strengthened grey wolf optimization algorithms for numerical optimization tasks and AutoML	19
Harmony search algorithm and related variants: A systematic review	19
An improved arithmetic optimization algorithm based on reinforcement learning for global optimization and engineering design problems	19
From PID to swarms: A decade of advancements in drone control and path planning - A systematic review (2013–2023)	19
DJAYA-RL: Discrete JAYA algorithm integrating reinforcement learning for the discounted {0-1} knapsack problem	19
A particle swarm optimization-based deep clustering algorithm for power load curve analysis	19
HAPI-DE: Differential evolution with hierarchical archive based mutation strategy and promising information	19
Two-sided resource-constrained assembly line balancing problem: a new mathematical model and an improved genetic algorithm	19
Collaborative gas source localization strategy with networked nano-drones in unknown cluttered environments	19
Swarm flocking using optimisation for a self-organised collective motion	19
An aRBF surrogate-assisted neighborhood field optimizer for expensive problems	18
A new moving peaks benchmark with attractors for dynamic evolutionary algorithms	18
Data Stream driven evolutionary algorithm for cost sensitive robust optimization over time	18
Reinforcement learning-assisted particle swarm algorithm for effluent scheduling problem with an influent estimation of WWTP	18
Dynamic flexible job shop scheduling algorithm for multi-task collaborative optimization	18
Q-learning assisted multi-objective evolutionary optimization for low-carbon scheduling of open-pit mine trucks	18
Multi-objective enhanced memetic algorithm for green job shop scheduling with uncertain times	18
Improved differential evolution using two-stage mutation strategy for multimodal multi-objective optimization	18
A two-stage memetic algorithm for energy-efficient flexible job shop scheduling by means of decreasing the total number of machine restarts	18
Non-equidistant grey prediction evolution algorithm: A mathematical model-based meta-heuristic technique	18
Metaheuristic-optimized TabNet ensemble for accurate and interpretable obesity classification	18
Editorial Board	18
Decomposition-based evolutionary algorithm with dual adjustments for many-objective optimization problems	18
Surrogate-assisted multi-objective optimization via knee-oriented Pareto front estimation	18
Differential Evolution with perturbation mechanism and covariance matrix based stagnation indicator for numerical optimization	18
Methodology for optimizing electrical grounding grids in stratified soils using advanced calculation techniques and evolutionary algorithms	18
Parameter-less Pareto local search for multi-objective neural architecture search with the Interleaved Multi-start Scheme	17
A frequent pattern-based coevolutionary framework for multi-component spectral feature selection	17
A Q-learning-based biology migration algorithm for energy-saving flexible job shop scheduling with speed adjustable machines and transporters	17
A dimensionality reduction assisted evolutionary algorithm for high-dimensional expensive multi/many-objective optimization	17
Differential evolution based on strategy adaptation and deep reinforcement learning for multimodal optimization problems	17
A collaborative iterated greedy algorithm with reinforcement learning for energy-aware distributed blocking flow-shop scheduling	17
Balancing objective and switch cost for robust optimization over time	17
A dynamic evolution of graph structure-based algorithm for multi-modal multi-objective optimization	17
Surrogate-assisted push and pull search for expensive constrained multi-objective optimization problems	17
A coarse- and fine-grained niching-based differential evolution for multimodal optimization problems and its application in multirobot task allocation	17
Adaptive distance-based multi-objective particle swarm optimization algorithm with simple position update	17
Offspring regeneration driven by finite element mapping for large-scale evolutionary multiobjective optimization	17
Lightweight bi-level optimization algorithm for synchronized scheduling of production and transportation in a reconfigurable flexible job shop	17
A decompose-and-learn multi-objective algorithm for scheduling large-scale earth observation satellites	17
Automated design of priority rules for resource-constrained project scheduling problem using surrogate-assisted genetic programming	17
Hierarchical multi-objective optimization of proton exchange membrane fuel cell with parameter uncertainty	17
Editorial Board	17
A hybrid meta-heuristic for the flexible flow shop scheduling with blocking	17
Impact of population topology on particle swarm optimization and its variants: An information propagation perspective	16
Learning to search promising regions by space partitioning for evolutionary methods	16
A new gradient free local search mechanism for constrained multi-objective optimization problems	16
Structural bias in metaheuristic algorithms: Insights, open problems, and future prospects	16
PopDMMO: A general framework of population-based stochastic search algorithms for dynamic multimodal optimization	16
Batch Bayesian optimization with adaptive batch acquisition functions via multi-objective optimization	16
SF-FWA: A Self-Adaptive Fast Fireworks Algorithm for effective large-scale optimization	16
Pruning for efficient DenseNet via surrogate-model-assisted genetic algorithm considering neural architecture search proxies	15
A data augmentation based Kriging-assisted reference vector guided evolutionary algorithm for expensive dynamic multi-objective optimization	15