10,586 research outputs found

    Kinematic Basis of Emergent Energetics of Complex Dynamics

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    Stochastic kinematic description of a complex dynamics is shown to dictate an energetic and thermodynamic structure. An energy function Ο†(x)\varphi(x) emerges as the limit of the generalized, nonequilibrium free energy of a Markovian dynamics with vanishing fluctuations. In terms of the βˆ‡Ο†\nabla\varphi and its orthogonal field Ξ³(x)βŠ₯βˆ‡Ο†\gamma(x)\perp\nabla\varphi, a general vector field b(x)b(x) can be decomposed into βˆ’D(x)βˆ‡Ο†+Ξ³-D(x)\nabla\varphi+\gamma, where βˆ‡β‹…(Ο‰(x)Ξ³(x))=\nabla\cdot\big(\omega(x)\gamma(x)\big)= βˆ’βˆ‡Ο‰D(x)βˆ‡Ο†-\nabla\omega D(x)\nabla\varphi. The matrix D(x)D(x) and scalar Ο‰(x)\omega(x), two additional characteristics to the b(x)b(x) alone, represent the local geometry and density of states intrinsic to the statistical motion in the state space at xx. Ο†(x)\varphi(x) and Ο‰(x)\omega(x) are interpreted as the emergent energy and degeneracy of the motion, with an energy balance equation dΟ†(x(t))/dt=Ξ³Dβˆ’1Ξ³βˆ’bDβˆ’1bd\varphi(x(t))/dt=\gamma D^{-1}\gamma-bD^{-1}b, reflecting the geometrical βˆ₯Dβˆ‡Ο†βˆ₯2+βˆ₯Ξ³βˆ₯2=βˆ₯bβˆ₯2\|D\nabla\varphi\|^2+\|\gamma\|^2=\|b\|^2. The partition function employed in statistical mechanics and J. W. Gibbs' method of ensemble change naturally arise; a fluctuation-dissipation theorem is established via the two leading-order asymptotics of entropy production as Ο΅β†’0\epsilon\to 0. The present theory provides a mathematical basis for P. W. Anderson's emergent behavior in the hierarchical structure of complexity science.Comment: 7 page

    Pump-probe spectroscopy of cold 87Rb atoms in various polarization configurations

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    [[abstract]]We investigate systematically pump-probe spectroscopy of cold 87Rb atoms produced by a magneto-optical trap. The pump-probe spectra are measured without the presence of the trapping beams or any optical molasses. Various polarization configurations of the probe and pump fields result in very different spectra of probe absorption. The observed spectra exhibit a dispersive profile, a dispersionlike profile, a Lorentzian profile, or a dispersive profile plus a Lorentzian profile. The widths of all the spectral profiles are narrower than the natural linewidth of the excited state. Our work clarifies the mechanisms behind these different spectral profiles and provides essential information for the pump-probe spectroscopy of cold atoms[[fileno]]2010136010018[[department]]物理

    Multiagent model and mean field theory of complex auction dynamics

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    Acknowledgements We are grateful to Ms Yinan Zhao for providing the data and to Yuzhong Chen and Cancan Zhou for discussions and suggestions. This work was supported by ARO under Grant No. W911NF-14-1-0504 and by NSFC under Grants Nos. 11275003 and 61174165. The visit of QC to Arizona State University was partially sponsored by the State Scholarship Fund of China.Peer reviewedPublisher PD
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