Table 2 Set of design constraints Full size table 2.3 Evaluation of sustainability, performance, and buildability The objective functions taken into account in the evaluation of a design choice are described in Table 3. These were carefully chosen to address the aim of this work, while being rel...
This unique feature has facilitated numerous recent studies into what are commonly termed as many objective challenges. The DTLZ suite encompasses nine test functions, but only DTLZ8 and DTLZ9 have side constraints. Constraint67,68 CONSTR, TNK, SRN, BNH, OSY and KITA (Appendix D) and real-...
Machine learning-based generative models can generate novel molecules with desirable physiochemical and pharmacological properties from scratch. Many excellent generative models have been proposed, but multi-objective optimizations in molecular generativ
Minimax:minimizes the worst-case values of a set of multivariate functions, possibly subject to linear and nonlinear constraints. Pareto front:finds noninferior solutions—that is, solutions in which an improvement in one objective requires a degradation in another. Solutions are found with either a...
美 英 un.多目标的 网络多目的;目标规模;多目标设计 英汉 网络释义 un. 1. 多目标的 释义: 全部,多目标的,多目的,目标规模,多目标设计
This study proposes a constrained multiobjective robust simulation optimization (CMRSO) method to address black-box problems with multiple objectives and constraints under uncertainties, especially when multiple objectives and constraints are evaluated by costly simulations. Neighborhood exploration is first per...
For kriging-based constraint optimization, the KCGO (kriging-based constrained global optimization) algorithm [11] can deal with the problem that the objective and constraints are black-box functions when all sampling points are infeasible. Combined with a space reduction strategy, the SCGOSR (surrog...
Multi-Task Learning as Multi-Objective Optimization 这篇文章定义MTL问题为最小化问题,也即: \min_{\substack{\bm\theta^\mathrm{sh},\ \bm\theta^{1},\ldots ,\bm\theta^{T}}}\quad\sum_{t=1}^{T} c^t\hat{\mathcal{L}}^t(\bm\theta^\mathrm{sh}, \bm\theta^{t}), \\ 其中,\bm...
In this study, we propose the MO-EPS with upper bound constraints, an extended algorithm of the MO-EPS. 展开 关键词: multi-objective optimization parallel processing constraint programming Pareto front DOI: 10.1109/SMC.2016.7844423 年份: 2017 ...
Multi-objective trajectory planning for 5-DOF underactuated tower cranes with state constraints Authors : 刘卓清, 孙宁, 吴易鸣, 杨桐, 梁潇, 方勇纯 DOI : https://doi.org/10.1360/SSI-2021-0106 Article index updated : Apr 19, 2025 2 Crossref 1435 Article access Explanation of terms and metho...