The design of materials and identification of optimal processing parameters constitute a
complex and challenging task, necessitating efficient utilization of available data. Bayesian …

Design has become a salient part of most of the scientific and engineering tasks, embracing
a wide range of domains including real experimental settings (eg, material discovery or drug …

Abstract Design decisions for complex systems often can be made or informed by a variety
of information sources. When optimizing such a system, the evaluation of a quantity of …

Control of gene regulatory networks (GRNs) to shift gene expression from undesirable states
to desirable ones has received much attention in recent years. Most of the existing methods …

Partially-observed Boolean dynamical systems (POBDS) are a general class of nonlinear
state-space models that provide a rich framework for modeling many complex dynamical …

Uncertainty propagation under multimodally distributed random variables, called multimodal
distribution propagation for short, is a challenging problem due to the complicate probability …

Calculation of phase diagrams is one of the fundamental tools in alloy design—more
specifically under the framework of Integrated Computational Materials Engineering …

The 21st century is defined as the era of technological development. With drastic increase in
population, automation is becoming the need of the hour in order to make life more …

This paper is concerned with the problem of stochastic control of gene regulatory networks
(GRNs) observed indirectly through noisy measurements and with uncertainty in the …

ICME approaches provide decision support for materials design by establishing quantitative
process-structure-property relations. Confidence in the decision support, however, must be …