Data-Driven Design Space Exploration and Exploitation for Design for Additive Manufacturing

Data-driven multi-scale multi-physics models to derive process–structure–property relationships for additive manufacturing

(2018) Wentao Yan et al.   COMPUTATIONAL MECHANICS

Data-Efficient Design Exploration through Surrogate-Assisted Illumination

(2018) Adam Gaier et al.   EVOLUTIONARY COMPUTATION

Integration of physically-based and data-driven approaches for thermal field prediction in additive manufacturing

(2018) Jingran Li et al.   MATERIALS & DESIGN

Design Exploration of Reliably Manufacturable Materials and Structures With Applications to Negative Stiffness Metamaterials and Microstereolithography 1

(2018) Clinton Morris et al.   JOURNAL OF MECHANICAL DESIGN

Gaussian process-based surrogate modeling framework for process planning in laser powder-bed fusion additive manufacturing of 316L stainless steel

(2017) Gustavo Tapia et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Beyond the Known: Detecting Novel Feasible Domains Over an Unbounded Design Space

(2017) Wei Chen et al.   JOURNAL OF MECHANICAL DESIGN

A sequential decision process for the system-level design of structural frames

(2017) Mehmet Unal et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Data mining and statistical inference in selective laser melting

(2016) Chandrika Kamath   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

SAMBA: Sparse Approximation of Moment-Based Arbitrary Polynomial Chaos

(2016) R. Ahlfeld et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Hierarchical Design of Negative Stiffness Metamaterials Using a Bayesian Network Classifier1

(2016) Jordan Matthews et al.   JOURNAL OF MECHANICAL DESIGN

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(2016)   INTERNATIONAL JOURNAL OF RF AND MICROWAVE COMPUTER-AIDED ENGINEERING

Soft network composite materials with deterministic and bio-inspired designs

(2015) Kyung-In Jang et al.   Nature Communications

Design Space Exploration for Quantifying a System Model’s Feasible Domain

(2012) Brad J. Larson et al.   JOURNAL OF MECHANICAL DESIGN

Bayesian Network Classifiers for Set-Based Collaborative Design

(2012) David W. Shahan et al.   JOURNAL OF MECHANICAL DESIGN

A Functional Classification Framework for the Conceptual Design of Additive Manufacturing Technologies

(2011) Christopher B. Williams et al.   JOURNAL OF MECHANICAL DESIGN

An Inductive Design Exploration Method for Robust Multiscale Materials Design

(2009) Haejin Choi et al.   JOURNAL OF MECHANICAL DESIGN