Experiment design frameworks for accelerated discovery of targeted materials across scales

A Talapatra, S Boluki, P Honarmandi, A Solomou… - Frontiers in …, 2019 - frontiersin.org
Over the last decade, there has been a paradigm shift away from labor-intensive and time-
consuming materials discovery methods, and materials exploration through informatics …

MO2TOS: Multi-Fidelity Optimization with Ordinal Transformation and Optimal Sampling

J Xu, S Zhang, E Huang, CH Chen… - Asia-Pacific Journal of …, 2016 - World Scientific
Simulation optimization can be used to solve many complex optimization problems in
automation applications such as job scheduling and inventory control. We propose a new …

A mechanistic semi-empirical wake interaction model for wind farm layout optimization

JYJ Kuo, DA Romero, CH Amon - Energy, 2015 - Elsevier
Optimizing the turbine layout in a wind farm is crucial to minimize wake interactions between
turbines, which can lead to a significant reduction in power generation. This work is …

Multi-information source fusion and optimization to realize ICME: Application to dual-phase materials

SF Ghoreishi, A Molkeri… - Journal of …, 2018 - asmedigitalcollection.asme.org
Integrated Computational Materials Engineering (ICME) calls for the integration of
computational tools into the materials and parts development cycle, while the Materials …

Interdisciplinary research on designing engineering material systems: results from a national science foundation workshop

R Arroyave, S Shields… - Journal of …, 2018 - asmedigitalcollection.asme.org
We present the results from a workshop on interdisciplinary research on design of
engineering material systems, sponsored by the National Science Foundation. The …

A simulation optimisation on the hierarchical health care delivery system patient flow based on multi-fidelity models

Y Qiu, J Song, Z Liu - International Journal of Production Research, 2016 - Taylor & Francis
The mismatching patient flow distribution in the health care system in urban China is a great
social issue that attracts lots of public attention. In this research, we propose a simulation …

Efficient multi-fidelity simulation optimization

J Xu, S Zhang, E Huang, CH Chen… - Proceedings of the …, 2014 - ieeexplore.ieee.org
Simulation models of different fidelity levels are often available for a complex system. High-
fidelity simulations are accurate but time-consuming. Therefore, they can only be applied to …

Adaptive dimensionality reduction for fast sequential optimization with gaussian processes

SF Ghoreishi, S Friedman… - Journal of …, 2019 - asmedigitalcollection.asme.org
Available computational models for many engineering design applications are both
expensive and and of a black-box nature. This renders traditional optimization techniques …

Understanding design decisions under competition using games with information acquisition and a behavioral experiment

JH Panchal, Z Sha, KN Kannan - Journal of …, 2017 - asmedigitalcollection.asme.org
The primary motivation in this paper is to understand decision-making in design under
competition from both prescriptive and descriptive perspectives. Engineering design is often …

Descriptive models of sequential decisions in engineering design: An experimental study

AM Chaudhari, I Bilionis… - Journal of …, 2020 - asmedigitalcollection.asme.org
Engineering design involves information acquisition decisions such as selecting designs in
the design space for testing, selecting information sources, and deciding when to stop …