25,466 research outputs found

    Dr. Yang Zhong: an explorer on the road forever

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    On the morning of September 25th 2017, grievous news spread from the remote Ordos region of Inner Mongolia to Fudan University campus in Shanghai. Professor Yang Zhong, a famous botanist and the Dean of Fudan University’s graduate school, passed away in a tragic car accident while on a business trip

    Data-Driven Forecasting of High-Dimensional Chaotic Systems with Long Short-Term Memory Networks

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    We introduce a data-driven forecasting method for high-dimensional chaotic systems using long short-term memory (LSTM) recurrent neural networks. The proposed LSTM neural networks perform inference of high-dimensional dynamical systems in their reduced order space and are shown to be an effective set of nonlinear approximators of their attractor. We demonstrate the forecasting performance of the LSTM and compare it with Gaussian processes (GPs) in time series obtained from the Lorenz 96 system, the Kuramoto-Sivashinsky equation and a prototype climate model. The LSTM networks outperform the GPs in short-term forecasting accuracy in all applications considered. A hybrid architecture, extending the LSTM with a mean stochastic model (MSM-LSTM), is proposed to ensure convergence to the invariant measure. This novel hybrid method is fully data-driven and extends the forecasting capabilities of LSTM networks.Comment: 31 page

    A New Solution of the Yang-Baxter Equation Related to the Adjoint Representation of UqB2U_{q}B_{2}

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    A new solution of the Yang-Baxter equation, that is related to the adjoint representation of the quantum enveloping algebra UqB2U_{q}B_{2}, is obtained by fusion formulas from a non-standard solution.Comment: 16 pages (Latex), Preprint BIHEP-TH-93-3

    Towards Operational Hedging for Logistics Uncertainty Management in Prefabrication Construction

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    published_or_final_version15th IFAC Symposium on Information Control Problems in Manufacturing (INCOM 2015), Ottawa, Canada, 11-13 May 2015. In IFAC-PapersOnLine, 2015, v. 48, p. 1128-113

    Sequential Design of Optimum Sized and Geometric Tolerances

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