Machine learning integrated design for additive manufacturing

J Jiang, Y Xiong, Z Zhang, DW Rosen - Journal of Intelligent …, 2022 - Springer
For improving manufacturing efficiency and minimizing costs, design for additive
manufacturing (AM) has been accordingly proposed. The existing design for AM methods …

Systems approaches to materials design: past, present, and future

R Arróyave, DL McDowell - Annual Review of Materials …, 2019 - annualreviews.org
There is increasing awareness of the imperative to accelerate materials discovery, design,
development, and deployment. Materials design is essentially a goal-oriented activity that …

Data science and cyberinfrastructure: critical enablers for accelerated development of hierarchical materials

SR Kalidindi - International Materials Reviews, 2015 - journals.sagepub.com
The slow pace of new/improved materials development and deployment has been identified
as the main bottleneck in the innovation cycles of most emerging technologies. Much of the …

Key computational modeling issues in integrated computational materials engineering

JH Panchal, SR Kalidindi, DL McDowell - Computer-Aided Design, 2013 - Elsevier
Designing materials for targeted performance requirements as required in Integrated
Computational Materials Engineering (ICME) demands a combined strategy of bottom–up …

Data-driven design space exploration and exploitation for design for additive manufacturing

Y Xiong, PLT Duong, D Wang… - Journal of …, 2019 - asmedigitalcollection.asme.org
Recently, design for additive manufacturing has been proposed to maximize product
performance through the rational and integrated design of the product, its materials, and …

Concurrent design of hierarchical materials and structures

DL McDowell, GB Olson - Scientific modeling and simulations, 2009 - Springer
Significant achievements have been demonstrated in computational materials design and its
broadening application in concurrent engineering. Best practices are assessed and …

Vision for data and informatics in the future materials innovation ecosystem

SR Kalidindi, AJ Medford, DL McDowell - JOM, 2016 - Springer
The high cost and time typically expended in the successful deployment of new materials
into high-performance commercial products is attributable to multiple factors. The most …

Optimisation-driven design to explore and exploit the process–structure–property–performance linkages in digital manufacturing

I Flores Ituarte, S Panicker, HPN Nagarajan… - Journal of Intelligent …, 2023 - Springer
An intelligent manufacturing paradigm requires material systems, manufacturing systems,
and design engineering to be better connected. Surrogate models are used to couple …

An inverse, decision-based design method for integrated design exploration of materials, products, and manufacturing processes

AB Nellippallil, V Rangaraj… - Journal of …, 2018 - asmedigitalcollection.asme.org
A material's design revolution is underway with a focus to design the material microstructure
and processing paths to achieve certain performance requirements of products. A host of …

Calibrated localization relationships for elastic response of polycrystalline aggregates

YC Yabansu, DK Patel, SR Kalidindi - Acta Materialia, 2014 - Elsevier
In recent years, our research group has formulated a new framework called materials
knowledge systems (MKS) for establishing highly accurate reduced-order (surrogate) …