Ensemble of surrogates and cross-validation for rapid and accurate predictions using small data sets
In engineering design, surrogate models are often used instead of costly computer
simulations. Typically, a single surrogate model is selected based on the previous …
simulations. Typically, a single surrogate model is selected based on the previous …
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 …
and processing paths to achieve certain performance requirements of products. A host of …
Systematic design space exploration using a template-based ontological method
The realization of complex engineered systems using models that are typically incomplete,
inaccurate and not of equal fidelity requires the understanding and prediction of process …
inaccurate and not of equal fidelity requires the understanding and prediction of process …
Building surrogate models for engineering problems by integrating limited simulation data and monotonic engineering knowledge
The use of surrogate models to replace expensive computations with computer simulations
has been widely studied in engineering problems. However, often only limited simulation …
has been widely studied in engineering problems. However, often only limited simulation …
Robust concept exploration of materials, products and associated manufacturing processes
AB Nellippallil, P Mohan… - … and Information in …, 2018 - asmedigitalcollection.asme.org
In this paper, we present robust concept exploration using a goal-oriented, inverse decision-
based design method to carry out the integrated design of material, product and associated …
based design method to carry out the integrated design of material, product and associated …
PDSIDES—A knowledge-based platform for decision support in the design of engineering systems
We hypothesize that by providing decision support for designers we can speed up the
design process and facilitate the creation of quality cost-effective designs. One of the …
design process and facilitate the creation of quality cost-effective designs. One of the …
A comparative study of the efficacy of local/global and parametric/nonparametric machine learning methods for establishing structure–property linkages in high …
P Fernandez-Zelaia, YC Yabansu… - Integrating Materials and …, 2019 - Springer
Reduced-order structure–property (SP) linkages play a pivotal role in the tailored design of
materials for advanced engineering components. There is a critical need to distill these from …
materials for advanced engineering components. There is a critical need to distill these from …
Cloud-based materials and product realization—fostering ICME via industry 4.0
Facilitating integrated computational materials engineering (ICME) in the digitized world
necessitates facilitating a network of participants (material scientists, systems designers …
necessitates facilitating a network of participants (material scientists, systems designers …
[图书][B] Architecting robust co-design of materials, products, and manufacturing processes
In recent years there have been significant advances in modeling and simulation of material
behavior, from the smallest atomic scale to the macro scale. However, the uncertainties …
behavior, from the smallest atomic scale to the macro scale. However, the uncertainties …
Head and neck injury risk criteria-based robust design for vehicular crashworthiness
A Balu Nellippallil… - International …, 2020 - asmedigitalcollection.asme.org
Government agencies, globally, often strive to minimize the risk of human death and serious
injury on road transport systems. Multi-national projects like Vision Zero have been …
injury on road transport systems. Multi-national projects like Vision Zero have been …