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[HTML][HTML] Inverse design of phononic meta-structured materials
Flexible manipulation of elastic and acoustic waves through phononic meta-structured
materials (PMSMs) has attracted a lot of attention in the last three decades and shows a …
materials (PMSMs) has attracted a lot of attention in the last three decades and shows a …
Machine learning models in phononic metamaterials
Abstract Machine learning opens up a new avenue for advancing the development of
phononic crystals and elastic metamaterials. Numerous learning models have been …
phononic crystals and elastic metamaterials. Numerous learning models have been …
Isogeometric shape optimization for widening band gaps of periodic composite plates
This paper presents an isogeometric shape optimization methodology to widen the band
gap of periodic composite plates by smoothly optimizing its thickness profile. To save the …
gap of periodic composite plates by smoothly optimizing its thickness profile. To save the …
High energy absorption design of porous metals using deep learning
M Tang, L Wang, Z **n, Z Luo - International Journal of Mechanical …, 2024 - Elsevier
Due to its remarkable energy absorption properties, porous metals have widespread
applications in engineering. However, the high randomness of pore morphology greatly …
applications in engineering. However, the high randomness of pore morphology greatly …
Assessment of friction stir spot welding of AA5052 joints via machine learning
In this study, successful joints were fabricated on 4-mm-thick aluminum alloy 5052 sheets by
using friction stir spot welding (FSSW) method. This research thoroughly investigated the …
using friction stir spot welding (FSSW) method. This research thoroughly investigated the …
Machine learning-based optimal design of an acoustic black hole metaplate for enhanced bandgap and load-bearing capacity
This paper introduces a novel machine learning-based optimization strategy for multi-
functional acoustic black hole (ABH) metaplates. The primary objective is to achieve a multi …
functional acoustic black hole (ABH) metaplates. The primary objective is to achieve a multi …
[HTML][HTML] CVAE-based inverse design of two-dimensional honeycomb pentamode metastructure for acoustic cloaking
In this work, a method for inverse design of two-dimensional honeycomb pentamode
metastructures (HPM) based on the Conditional Variational Auto-Encoder (CVAE) is …
metastructures (HPM) based on the Conditional Variational Auto-Encoder (CVAE) is …
Machine Learning in Biomaterials, Biomechanics/Mechanobiology, and Biofabrication: State of the Art and Perspective
In the past three decades, biomedical engineering has emerged as a significant and rapidly
growing field across various disciplines. From an engineering perspective, biomaterials …
growing field across various disciplines. From an engineering perspective, biomaterials …
Interactive inverse design of periodic non-uniform/inhomogeneous rod structures based on q-learning method
C Bao, YQ Guo, YJ Wang - Composite Structures, 2024 - Elsevier
The existing researches on controlling the longitudinal waves through periodic rods with
frequency bands mainly focus on the analysis of band structures together with their …
frequency bands mainly focus on the analysis of band structures together with their …
Inverse design of nano-sized FGM phononic crystals with anticipated band gaps using probabilistic generation based deep-learning network
J Li, J Yin, S Li, Z Zhang, X Liu - Engineering Structures, 2024 - Elsevier
Current research on the inverse design of phononic crystals, which aim to retrieve optimal
structures according to given band gaps, is limited to controlling elastic waves at the macro …
structures according to given band gaps, is limited to controlling elastic waves at the macro …