Enhancing Specific Stiffness of Nano-Architected Materials Through Generative AI and Active Learning. [PDF]
A structure‐centric generative framework searches voxelated design space directly, coupling a variational autoencoder with multi‐objective optimization and active learning to progressively expand the validated design domain. The discovered nano‐architectures, realized as pyrolytic carbon by two‐photon lithography, deliver 18–23% higher stiffness and 26–
Yeo J +4 more
europepmc +2 more sources
Algorithm of finding a set of Pareto on a final set of initial data
A two-stage algorithm for solving the optimization task for finding the Pareto set on a given finite set of initial data N is proposed. A method is developed for finding a subset of dominated elements of the initial set N by constructing the Pareto ...
S. V. Chebakov, L. V. Serebryanaya
doaj +4 more sources
Adaptive Algorithms for Relaxed Pareto Set Identification
In this paper we revisit the fixed-confidence identification of the Pareto optimal set in a multi-objective multi-armed bandit model. As the sample complexity to identify the exact Pareto set can be very large, a relaxation allowing to output some additional near-optimal arms has been studied.
Kone, Cyrille +2 more
openaire +6 more sources
Pareto-optimized solution set under preventive maintenance strategy at 1-inspection maintenance.
Pareto-optimized solution set under preventive maintenance strategy at 1-inspection maintenance.
Chengjie Rao (16884149) +4 more
core +1 more source
Pareto-optimized solution set under essential maintenance strategy at 1-inspection maintenance.
Pareto-optimized solution set under essential maintenance strategy at 1-inspection maintenance.
Chengjie Rao (16884149) +4 more
core +1 more source
Pareto-optimized solution set under essential maintenance strategy at 2-inspection maintenance.
Pareto-optimized solution set under essential maintenance strategy at 2-inspection maintenance.
Chengjie Rao (16884149) +4 more
core +1 more source
A method for generating a well-distributed Pareto set in nonlinear multiobjective optimization [PDF]
A method is presented for generating a well-distributed Pareto set in nonlinear multiobjective optimization. The approach shares conceptual similarity with the Physical Programming-based method, the Normal-Boundary Intersection and the Normal ...
Utyuzhnikov, S.V.; id_orcid +5 more
core +1 more source
Pareto-optimized solution set under preventive maintenance strategy at 2-inspection maintenance.
Pareto-optimized solution set under preventive maintenance strategy at 2-inspection maintenance.
Chengjie Rao (16884149) +4 more
core +1 more source
Multi-Objective Optimization of an Elastic Rod with Viscous Termination
In this paper, we study the multi-objective optimization of the viscous boundary condition of an elastic rod using a hybrid method combining a genetic algorithm and simple cell mapping (GA-SCM).
Siyuan Xing, Jian-Qiao Sun
doaj +1 more source
On one type of stability for multiobjective integer linear programming problem with parameterized optimality [PDF]
A multiobjective problem of integer linear programming with parametric optimality is addressed. The parameterization is introduced by dividing a set of objectives into a family of disjoint subsets, within each Pareto optimality is used to establish ...
Vladimir A. Emelichev, Yury Nikulin
doaj

