Gaussian process regression-driven deep drawing blank design method

S Lee, Y Lim, L Galdos, T Lee, L Quagliato - International Journal of …, 2024 - Elsevier
This research introduces a machine learning (ML)-based methodology for the optimal blank
design of components manufactured through the deep drawing process, considering the …

Strength and manufacturability enhancement of a composite automotive component via an integrated finite element/artificial neural network multi-objective …

JH Fonseca, W Jang, D Han, N Kim, H Lee - Composite Structures, 2024 - Elsevier
This study addresses the enhancement of an injection-molded fiber-reinforced plastic/metal
hybrid automotive structure and its plastic injection molding process through the integration …

Direct joining of PP-Al5052 hybrid with high bonding strength by two-step anodization treatment and polymer modification

M Zhou, S Liu, X Yang, Z Zhai - Journal of Manufacturing Processes, 2023 - Elsevier
Polymer-metal hybrid (PMH) structures with excellent physical and chemical properties are
widely required in aerospace, electrical, automotive and many other fields. It is one of the …

Dual-scale parametric modeling and optimal design method of CFRP automotive roof beam

T Lv, D Wang, X Du - Composite Structures, 2023 - Elsevier
The application of CFRP in car body is more and more extensive, which brings new
challenges to the parametric modeling and design of body components. This study takes the …

Notch effect in 20% short carbon fibre-PA reinforced composites under quasi-static tensile loads

L Quagliato, M Ricotta, M Zappalorto, SC Ryu… - Theoretical and Applied …, 2022 - Elsevier
In this work the static behaviour of notched specimens made of a polyamide-6 thermoplastic
material reinforced with 20% of short carbon fibres was investigated. In more details, U and …

Interface constitutive modeling and failure propagation mechanisms of integrated polymer-metal hybrid (PMH) structures

W Pan, L Sun, A Mu, W Lv - Composite Structures, 2023 - Elsevier
This paper studies the polymer-metal hybrid (PMH) structures, formed by direct injection
over-molding the glass fiber-reinforced polymer (GFRP) composite on the surface of high …

Manufacturability-constrained optimization for enhancing quality and suitability of injection-molded short fiber-reinforced plastic/metal hybrid automotive structures

JH Fonseca, J Lee, W Jang, D Han, N Kim… - Structural and …, 2023 - Springer
The integration of metal and injection-molded composite materials has the potential to
achieve numerous benefits in the design of structural components. However, due to the …

[HTML][HTML] Experimental characterization of a Polymer Metal Hybrid (PMH) automotive structure under quasi-static, creep, and impact loading

A Canegrati, A Bernasconi, LM Martulli, P Barriga… - Composite …, 2024 - Elsevier
A feasibility study on a short fibre reinforced Polymer Metal Hybrid (PMH) solution of a car's
suspension control arm has been conducted through a simplified demonstrator …

Multi-scale impact of geometric uncertainty on the interface bonding reliability of metal/polymer-based composites hybrid (MPH) structures

W Pan, L Sun, X Yang, Y Zhang, J Sun, J Shang… - Composite …, 2025 - Elsevier
Metal/polymer-based composites hybrid (MPH) structures combine the high strength of
metals with the low density of polymer-based composites, making them widely used in …

Optimization of the crashworthiness design of carbon fiber-reinforced polymer bumper beam

C Dai, P Yu, M Yin, J Long - International journal of …, 2024 - Taylor & Francis
To improve the safety performance and light weight of the bumper subsystem under low-
speed collisions with multiple loads, this study develops a systematic optimization strategy …