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, the parameter adjustments are usually performed in a brute-force manner, without considerations of nonlinear coupling between multiple parameters. As a result, the models (that reproduce the data that they were
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, but should also provide guidance for controlling complex systems. Since performance of complex systems is characterized by multiple competing criteria, which include economic efficiency, resilience, and
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market value. Multiple disciplines will be considered, including engineering (e.g., civil, industrial, operations research, computer science), economics (applied, micro, macro), social sciences (e.g
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at multiple length scales, and synchrotron ultra-small-angle X-ray scattering. Correlations will also be made between microstructure and materials property measurements (hardness, tensile, fatigue, etc.) see
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]S. Guo et al. Combining machine learning with physics: A framework for tracking and sorting multiple dark solitons. Phys. Rev. Research 4, 023163 (2022). machine learning; artificial intelligence
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instrumentation operating over very wide ranges of temperature (up to 700o K) and pressure (up to 100o MPa). These include multiple instruments for the measurement of speed of sound and pressure-density-temperature
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of complex mixture analysis by NMR spectroscopy. We are particularly interested in the application of NMR spectroscopy to the analysis of mixtures with multiple phases. For example, high-accuracy vapor
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neighboring image information has to be viewed from multiple viewpoints; (3) automation of image processing and its validation are necessary tasks for coping with image volumes; and (4) images need to be shared
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interactions, and phonon confinement effects. Therefore, it is important to understand phonon propagation in nanomaterial systems at multiple length and temporal scales for which we need a robust mathematical
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multiple laser lines. Also exciting is a combination of Raman microscopy and microfluidic technology to monitor the vibrational spectra of biomolecules while rapidly changing the buffer environment to induce