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dynamical structure directly from time-series data. This includes methodological work on nonlinear state-space reconstruction, system identification, reservoir computing and related recurrent architectures
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conduct researches of transport phenomena and dynamics of chemical reaction using the approaches of active matter, nonequilibrium statistical physics, theory/mathematical calculation method of nonlinear
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flexibility to choose research projects and mentor(s) among the faculty members in the department. Possible research areas and related desired background consist of: Research on the dynamics of nonlinear
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to better understand the rich nonlinear dynamics when light, in the forms of our engineered superconducting cavities, interacts with artificial atoms based on Josephson junctions. Our research has
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, especially biological or brain networks, including graph analysis, network dynamics and nonlinear systems, as well as scientific publications in indexed journals and development of reproducible scientific
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combine electricity, heat, hydrogen, CO₂, and other energy carriers with greenhouse climate control, resulting in a highly coupled, nonlinear, multi-timescale dynamical system. Your work will focus
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wireless transmitters must achieve extremely high linearity and spectral purity while operating with high efficiency. However, transmitter nonlinearities and hardware imperfections introduce distortion
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-enabled adaptation. The aim is to develop theoretically grounded yet practically deployable algorithms that allow multi-agent robotics to operate robustly in dynamic, uncertain, and interactive environments
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Numerical analysis of fully explicit phase-field models for dynamic fracture of materials H/F Numerical analysis of fully explicit phase-field models for dynamic fracture of materials Understanding
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learning, uncovering the modes of learning available to linear and nonlinear systems, their expressiveness and capacity, and the physical imprints of learned tasks. The postdoctoral researcher will