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Improved Lebesgue Indicator-Based Evolutionary Algorithm: Reducing Hypervolume Computations [PDF]

open access: yesMathematics, 2021
One of the major limitations of evolutionary algorithms based on the Lebesgue measure for multi-objective optimization is the computational cost required to approximate the Pareto front of a problem.
Saúl Zapotecas-Martínez   +2 more
doaj   +3 more sources

The Hypervolume Indicator [PDF]

open access: yesACM Computing Surveys, 2020
The hypervolume indicator is one of the most used set-quality indicators for the assessment of stochastic multiobjective optimizers, as well as for selection in evolutionary multiobjective optimization algorithms.
Andreia P. Guerreiro   +2 more
semanticscholar   +5 more sources

A multi-objective hybrid algorithm for optimizing neural network architectures in wildlife conservation: a theoretical framework with practical validation [PDF]

open access: yesScientific Reports
Wildlife conservation applications demand neural network architectures that simultaneously optimize prediction accuracy, computational efficiency, and model interpretability—a challenge inadequately addressed by existing single-objective methods.
Freeson Kaniwa   +2 more
doaj   +2 more sources

A Fuzzy-Expert enhanced NSGA-II approach for sustainable agricultural systems [PDF]

open access: yesScientific Reports
This study proposes a Fuzzy-Expert-NSGA-II algorithm, an enhanced NSGA-II approach incorporating fuzzy expert systems, for multi-objective optimization of agricultural planting strategies.
Zhonglin Huang   +5 more
doaj   +2 more sources

The Hypervolume Indicator Hessian Matrix: Analytical Expression, Computational Time Complexity, and Sparsity [PDF]

open access: yesInternational Conference on Evolutionary Multi-Criterion Optimization, 2022
The problem of approximating the Pareto front of a multiobjective optimization problem can be reformulated as the problem of finding a set that maximizes the hypervolume indicator. This paper establishes the analytical expression of the Hessian matrix of
A. Deutz, M. Emmerich, Hao Wang
semanticscholar   +1 more source

A Two-Stage Hypervolume-Based Evolutionary Algorithm for Many-Objective Optimization

open access: yesMathematics, 2023
Many-objective optimization is a critical research topic in the evolutionary computing community. Many algorithms have been proposed to tackle this problem, with evolutionary algorithms based on the hypervolume being among the most effective ones ...
Chengxin Wen, Hongbin Ma
doaj   +1 more source

The Hypervolume Newton Method for Constrained Multi-Objective Optimization Problems

open access: yesMathematical and Computational Applications, 2023
Recently, the Hypervolume Newton Method (HVN) has been proposed as a fast and precise indicator-based method for solving unconstrained bi-objective optimization problems with objective functions.
Hao Wang   +4 more
doaj   +1 more source

A Graph Pointer Network-Based Multi-Objective Deep Reinforcement Learning Algorithm for Solving the Traveling Salesman Problem

open access: yesMathematics, 2023
Traveling Salesman Problems (TSPs) have been a long-lasting interesting challenge to researchers in different areas. The difficulty of such problems scales up further when multiple objectives are considered concurrently.
Jeewaka Perera   +4 more
doaj   +1 more source

A Set Covering Model for a Green Ship Routing and Scheduling Problem with Berth Time-Window Constraints for Use in the Bulk Cargo Industry

open access: yesApplied Sciences, 2021
This paper presents a set covering model based on route representation to solve the green ship routing and scheduling problem (GSRSP) with berth time-window constraints for multiple bulk ports.
Apichit Maneengam   +1 more
doaj   +1 more source

Bulk Cargo Multimodal Transportation on Inland Waterways Considering Transport Wastage

open access: yesIEEE Access, 2023
Transportation wastage is inevitable during transportation. With the emergence of container transportation, the transportation wastage generated by most cargo through container transportation has been greatly reduced. However, for products such as grain,
Qingsong Ai   +5 more
doaj   +1 more source

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