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Thermal systems modeling via singular value decomposition: direct and modular approach

机译:通过奇异值分解进行热系统建模:直接和模块化方法

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Singular Value Decomposition (SVD) technique consists of obtaining the decomposition of a given matrix M=U_M∑_M V~*_M where U_M and V_M are unitary matrices and ∑_M is a marix of the same size as M with nonnegative real diagonal entries which are called singular vales or principal values. We show in this article that if M is the gramian matrix of he temperature field of a thermal system, a small number of columns of U_M, associated to he greatest singular values, used as a basis to project the temperature field, allows us to reconstitute an accurate solution of the heat transfer problem. Thus the number of differential equations to resolve in order to simulate or to control the evolution of the temperature field is drastically reduced. A bound of the spectral norm of the introduced error is derived. The method is applied to reduce a model of thermal bridge, and in a modular approach to reduce a model of a mutlizones building.
机译:奇异值分解(SVD)技术包括获得给定矩阵M = U_M∑_M V〜* _M的分解,其中U_M和V_M是unit矩阵,而∑_M是与M大小相同的边号,带有非负实对角线条目,被称为奇异值或主值。我们在本文中证明,如果M是热系统温度场的gramian矩阵,则与最大奇异值相关的少量U_M列将用作投影温度场的基础,从而使我们能够重构传热问题的精确解决方案。因此,大大减少了为了模拟或控制温度场的演化而要求解的微分方程的数量。得出引入误差的频谱范数的界。该方法适用于简化热桥模型,而适用于模块化方法以简化多分区建筑模型。

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