In this work, Optuna was employed as a multi-objective optimization framework to search for parameters of an adaptive fourth-and fifth-order Runge–Kutta time integrator in three selected test cases and a Pareto front analysis methodology based on simple geometric metrics was developed using an expert-system-like approach.
An objective-wise variable analysis method that first evaluates the sensitivity of each objective to all decision variables, and then comprehensively aggregates the sensitivity information across multiple objectives to estimate the overall importance of decision variables is proposed.
Chuanlong Ye, Fazhi He, Xiaoxin Gao et al.· Journal of King Saud Univers...· 0 citations
Current transmission design methodologies often optimize single parameters or physical fields, while conventional heuristic algorithms suffer from premature convergence and lack interpretability. To address these limitations, this paper proposes an integrated optimization design method for planetary gear sets and wet c...
Zhun Cheng, Yi-Han Huo, Wenjie Li et al.· Proceedings of the Instituti...· 0 citations
A simulation-based optimization framework that implements discrete-event simulation with evolutionary search methods to optimize stochastic manufacturing systems efficiently is investigated, enabling more reliable parameter tuning with reduced computational effort and facilitating the implementation of digital twin tec...
Gábor Ruzicska, Levente Czégé· Journal of Manufacturing and...· 0 citations
Multi-objective optimization has become an indispensable tool for solving engineering design and manufacturing problems involving multiple conflicting objectives. This paper presents a novel parameter-less multi-objective optimization (MOO) framework that combines the strengths of evolutionary MOO techniques with the p...
Ravipudi Venkata Rao, Ajinkya Salve, J. P. Davim· Journal of Manufacturing and...· 0 citations
Multiobjective optimization problems are common in aerospace structural design, where improving one performance criterion may degrade another. In this context, auxetic cellular structures are relevant due to their potential for lightweight design, energy absorption, and deformation control. Since their effective respon...
Madalena Cunha, J. M. Guedes, J. A. Madeira· MATEC Web of Conferences· 0 citations
A novel DIRECT-type algorithm employing a parameterized Pareto approach is proposed for box-constrained optimization problems. The method features a two-stage Pareto selection process. The first stage focuses on global exploration, using a parameter to identify the smallest significant hyperrectangle, which helps avoid...
Mira Mustika, Salmah Salmah, Indarsih Indarsih· An International Journal of...· 0 citations
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