Experiment design frameworks for accelerated discovery of targeted materials across scales
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 …
consuming materials discovery methods, and materials exploration through informatics …
MO2TOS: Multi-Fidelity Optimization with Ordinal Transformation and Optimal Sampling
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 …
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
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 …
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 …
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 …
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
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 …
social issue that attracts lots of public attention. In this research, we propose a simulation …
Efficient multi-fidelity simulation optimization
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 …
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 …
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
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 …
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 …
the design space for testing, selecting information sources, and deciding when to stop …