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Multiobjective Optimization

Multi-objective optimization (also known as multi-objective programming, vector optimization, multicriteria optimization, multiattribute optimization or Pareto optimization) is an area of multiple criteria decision making that is concerned with mathematical optimization problems involving more than one objective function to be optimized simultaneously. Multi-objective optimization has been applied in many fields of science, including engineering, economics and logistics where optimal decisions need to be taken in the presence of trade-offs between two or more conflicting objectives. Minimizing cost while maximizing comfort while buying a car, and maximizing performance whilst minimizing fuel consumption and emission of pollutants of a vehicle are examples of multi-objective optimization problems involving two and three objectives, respectively. In practical problems, there can be more than three objectives.

Papers

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Showing 101–150 of 155 papers

TitleStatusHype
Kinetics-Informed Neural Networks—0
KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey—0
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization—0
Manifold Interpolation for Large-Scale Multi-Objective Optimization via Generative Adversarial Networks—0
Modeling the Material-Inventory Transportation Problem Using Multi-Objective Optimization—0
MODRL/D-AM: Multiobjective Deep Reinforcement Learning Algorithm Using Decomposition and Attention Model for Multiobjective Optimization—0
MODRL/D-EL: Multiobjective Deep Reinforcement Learning with Evolutionary Learning for Multiobjective Optimization—0
MORBDD: Multiobjective Restricted Binary Decision Diagrams by Learning to Sparsify—0
Multi-objective learner performance-based behavior algorithm with five multi-objective real-world engineering problems—0
Multiobjective Optimization Analysis for Finding Infrastructure-as-Code Deployment Configurations—0
Multiobjective Optimization and Comparisonof Nonsingleton Type-1 and Singleton IntervalType-2 Fuzzy Logic Systems—0
Multiobjective Optimization and Unsupervised Lexical Acquisition for Named Entity Recognition and Classification—0
Multiobjective Optimization Differential Evolution Enhanced with Principle Component Analysis for Constrained Optimization—0
Multiobjective optimization in Gene Expression Programming for Dew Point—0
Multiobjective Optimization of Classifiers by Means of 3-D Convex Hull Based Evolutionary Algorithm—0
Multiobjective Optimization of Solar Powered Irrigation System with Fuzzy Type-2 Noise Modelling—0
Multiobjective Test Problems with Degenerate Pareto Fronts—0
Multiobjective Vehicle Routing Optimization with Time Windows: A Hybrid Approach Using Deep Reinforcement Learning and NSGA-II—0
Multi-task multi-constraint differential evolution with elite-guided knowledge transfer for coal mine integrated energy system dispatching—0
Neural Optimization Machine: A Neural Network Approach for Optimization—0
Nondominated-Solution-based Multi-objective Greedy Sensor Selection for Optimal Design of Experiments—0
Non-Dominated Sorting Bidirectional Differential Coevolution—0
Non-Gaussian Random Generators in Bacteria Foraging Algorithm for Multiobjective Optimization—0
Online Minimax Multiobjective Optimization: Multicalibeating and Other Applications—0
On the Impact of Multiobjective Scalarizing Functions—0
On the Treatment of Optimization Problems with L1 Penalty Terms via Multiobjective Continuation—0
Optimization-based motion primitive automata for autonomous driving—0
Optimization of distributions differences for classification—0
Pareto Optimal Demand Response Based on Energy Costs and Load Factor in Smart Grid—0
PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization—0
Power-Efficient Full-Duplex Satellite Communications Aided by Movable Antennas—0
Predictive Maintenance Model Based on Anomaly Detection in Induction Motors: A Machine Learning Approach Using Real-Time IoT Data—0
Prescribed-time Convergent Distributed Multiobjective Optimization with Dynamic Event-triggered Communication—0
Preselection via Classification: A Case Study on Evolutionary Multiobjective Optimization—0
Explainable Bayesian OptimizationCode0
Multiobjective Optimization Training of PLDA for Speaker VerificationCode0
A framework for fully autonomous design of materials via multiobjective optimization and active learning: challenges and next stepsCode0
How to Evaluate Solutions in Pareto-based Search-Based Software Engineering? A Critical Review and Methodological GuidanceCode0
Principal Orthogonal Latent Components Analysis (POLCA Net)Code0
Deep Innovation Protection: Confronting the Credit Assignment Problem in Training Heterogeneous Neural ArchitecturesCode0
Balancing the trade-off between cost and reliability for wireless sensor networks: a multi-objective optimized deployment methodCode0
Benchmark Problems for CEC2021 Competition on Evolutionary Transfer Multiobjectve OptimizationCode0
Pareto Multi-Task LearningCode0
Pareto-optimal data compression for binary classification tasksCode0
Using Traceless Genetic Programming for Solving Multiobjective Optimization ProblemsCode0
Bayesian Inverse Transfer in Evolutionary Multiobjective OptimizationCode0
QoS-aware Big Service Composition using Distributed Co-Evolutionary AlgorithmCode0
A multiobjective continuation method to compute the regularization path of deep neural networksCode0
The Hypervolume Indicator Hessian Matrix: Analytical Expression, Computational Time Complexity, and SparsityCode0
Evolutionary Multiparty Distance MinimizationCode0
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