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Leveraging Symbolic Artificial Intelligence and Fuzzy Logic for Materials Science: A Review of Methods, Challenges, and Applications to Scarce and Imperfect Experimental Data

open access: yesAdvanced Engineering Materials, Volume 28, Issue 20, 21 October 2026.
This article explores the transformative potential of symbolic artificial intelligence (AI) in the field of materials science, particularly in leveraging experimental data. The article presents several symbolic AI models and discusses their applications in materials science.
Ahmed Amrani   +7 more
wiley   +1 more source

Topology Optimization With a Local‐Like Global Stress Constraint Using a Fully Differentiable Aggregation Function

open access: yesInternational Journal for Numerical Methods in Engineering, Volume 127, Issue 19, 15 October 2026.
ABSTRACT Over the last few decades, topology optimization (TO) has been developed into a valuable optimization method in many engineering fields. In structural optimization, limiting maximum mechanical stress is critical to the design of safe and reliable structures, a constraint that can be handled using TO.
Tarcísio Ladeia de Oliveira   +2 more
wiley   +1 more source

Logarithmic mean optimization a metaheuristic algorithm for global and case specific energy optimization. [PDF]

open access: yesSci Rep
Dagal I   +10 more
europepmc   +1 more source

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