Results 61 to 70 of about 66,012 (265)

Beyond the Pareto Front: Utilizing the Entire Population for Decision-Making in Evolutionary Machine Learning

open access: yesMathematics
Decision-making plays a pivotal role in data-driven optimization, aiming to achieve optimal results by identifying the most effective combination of input variables.
Parastoo Dehnad   +2 more
doaj   +1 more source

Multi-Objective Design Optimization of the Leg Mechanism for a Piping Inspection Robot [PDF]

open access: yes, 2014
This paper addresses the dimensional synthesis of an adaptive mechanism of contact points ie a leg mechanism of a piping inspection robot operating in an irradiated area as a nuclear power plant.
Boyer, Frédéric   +4 more
core   +3 more sources

Simple Problems: The Simplicial Gluing Structure of Pareto Sets and Pareto Fronts

open access: yes, 2017
Quite a few studies on real-world applications of multi-objective optimization reported that their Pareto sets and Pareto fronts form a topological simplex.
Deb K., Hamada N.
core   +1 more source

Yield Model Characterization For Analog Integrated Circuit Using Pareto-Optimal Surface [PDF]

open access: yes, 2008
A novel technique is proposed in this paper that achieves a yield optimized design from a set of optimal performance points on the Pareto front. Trade-offs among performance functions are explored through multi-objective optimization and Monte Carlo ...
Ali, Sawal   +3 more
core   +1 more source

Cellular Snowballing: Cell Adhesion and Migration Drive the Self‐Assembly of Cell‐Microgel Biohybrid Spheroids

open access: yesAdvanced Science, EarlyView.
A new class of biohybrid spheroids is engineered through the self‐assembly of adherent cells and extracellular matrix‐mimetic hydrogel microparticles (microgels). By mimicking a snowballing effect, this approach enables scalable formation of porous, millimeter‐scale spheroids with enhanced cell viability and molecular diffusion.
Zaman Ataie   +7 more
wiley   +1 more source

Clustering of the approximated Pareto front

open access: yesНаучно-технический вестник информационных технологий, механики и оптики
In contemporary engineering and scientific practice, multi-objective optimization often facilitates the search for compromise solutions without prescribing weight coefficients or bounds, forming a Pareto front via heuristic approximation based on genetic
A. G. Yurtaev
doaj   +1 more source

Comparison of evolutionary multi objective optimization algorithms in optimum design of water distribution network

open access: yesAin Shams Engineering Journal, 2019
In this paper, the application of three well-known multi-objective optimization algorithms to water distribution network (WDN) optimum design has been considered.
H. Monsef   +3 more
doaj   +1 more source

Sustainable Materials Design With Multi‐Modal Artificial Intelligence

open access: yesAdvanced Science, EarlyView.
Critical mineral scarcity, high embodied carbon, and persistent pollution from materials processing intensify the need for sustainable materials design. This review frames the problem as multi‐objective optimization under heterogeneous, high‐dimensional evidence and highlights multi‐modal AI as an enabling pathway.
Tianyi Xu   +8 more
wiley   +1 more source

Methods for many-objective optimization: an analysis [PDF]

open access: yes, 2012
Decomposition-based methods are often cited as the solution to problems related with many-objective optimization. Decomposition-based methods employ a scalarizing function to reduce a many-objective problem into a set of single objective problems, which
Fleming, P.J., Giagkiozis, I.
core  

Efficient Screening of Organic Singlet Fission Molecules Using Graph Neural Networks

open access: yesAdvanced Science, EarlyView.
A high‐throughput screening framework based on graph neural networks (GNNs) and multi‐level validation facilitates the identification of singlet fission (SF) candidates. By efficiently predicting excitation energies across 20 million molecules, and integrating TDDFT calculations, synthetic accessibility assessments, and GW+BSE calculations, this ...
Li Fu   +5 more
wiley   +1 more source

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