Extreme gradient boosting-inspired process optimization algorithm for manufacturing engineering applications

Explainable machine learning models for predicting the axial compression capacity of concrete filled steel tubular columns

(2022) Celal Cakiroglu et al.   CONSTRUCTION AND BUILDING MATERIALS

Geometry evolution prediction and process settings influence in profiled ring rolling

(2022) Irene Mirandola et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Incorporation of machine learning in additive manufacturing: a review

(2022) Ali Raza et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Deep Learning in Sheet Metal Bending With a Novel Theory-Guided Deep Neural Network

(2021) Shiming Liu et al.   IEEE-CAA Journal of Automatica Sinica

Machine Learning-Based Models for the Estimation of the Energy Consumption in Metal Forming Processes

(2021) Irene Mirandola et al.   Metals

Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives

(2021) Mojtaba Mozaffar et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

OPPORTUNITIES AND CHALLENGES IN METAL FORMING FOR LIGHTWEIGHTING: REVIEW AND FUTURE WORK

(2020) Jian Cao et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Online prediction of mechanical properties of hot rolled steel plate using machine learning

(2020) Qian Xie et al.   MATERIALS & DESIGN

Manufacturing of advanced smart tooling for metal forming

(2019) Jian Cao et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Modeling the uncertainty in response surface methodology through optimization and Monte Carlo simulation: An application in stamping process

(2019) Aneirson Francisco da Silva et al.   MATERIALS & DESIGN

A comparison of several machine learning techniques for the centerline segregation prediction in continuous cast steel slabs and evaluation of its performance

(2018) P.J. García Nieto et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

CAE-based process design for improving formability in hot stamping with partial cooling

(2018) Eiichi Ota et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Deep learning for determining a near-optimal topological design without any iteration

(2018) Yonggyun Yu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Closed-loop control of product properties in metal forming

(2016) J.M. Allwood et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Mathematical definition of the 3D strain field of the ring in the radial-axial ring rolling process

(2016) Luca Quagliato et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Displacement prediction of landslide based on generalized regression neural networks with K -fold cross-validation

(2016) Ping Jiang et al.   NEUROCOMPUTING

Metal forming beyond shaping: Predicting and setting product properties

(2015) A.E. Tekkaya et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Set-up of radial–axial ring-rolling process: Process worksheet and ring geometry expansion prediction

(2015) G.A. Berti et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Forming process optimization for non-axisymmetrical complex component based on FEM simulation and experiment

(2014) Xu-bin Li et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Bulk forming of sheet metal

(2012) M. Merklein et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Complete modeling and parameter optimization for virtual ring rolling

(2010) Z.W. Wang et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Optimization of roll forming process parameters—a semi-empirical approach

(2009) John Paralikas et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Application of a feasible formability diagram for the effective design in stamping processes of automotive panels

(2009) Dae-Cheol Ko et al.   MATERIALS & DESIGN

Multi-objective optimization of sheet metal forming process using Pareto-based genetic algorithm

(2008) Liu Wei et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

An optimisation strategy for industrial metal forming processes

(2008) M. H. A. Bonte et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Probabilistic design of sheet-metal die by finite element method

(2007) Ilker Demir et al.   MATERIALS & DESIGN