Integration of neural networks with numerical solution of PDEs for closure models development
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The Hartree–Fock–Bogoliubov (HFB) theory is the starting point for treating superconducting systems. However, the computational cost for solving large scale HFB equations can be much larger than that of the Hartree–Fock equations, particularly when the Hamiltonian matrix is sparse, and the number of electrons N is relatively small compared to the matrix size N b . We first provide a concise and relatively self-contained review of the HFB theory for general finite sized quantum systems, with special focus on the treatment of spin symmetries from a linear algebra perspective. We then demonstrate that the pole expansion and selected inversion (PEXSI) method can be particularly well suited for solving large scale HFB equations. For a Hubbard-type Hamiltonian, the cost of PEXSI is at most $\mathcal{O}$(N b 2 ) for both gapped and gapless systems, which can be significantly faster than the standard cubic scaling diagonalization methods. We show that PEXSI can solve a two-dimensional Hubbard-Hofstadter model with N b up to 2.88 × 10 6 , and the wall clock time is less than 100 s using 17 280 CPU cores. Finally, this enables the simulation of physical systems under experimentally realizable magnetic fields, which cannot be otherwise simulated with smaller systems.
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Solutions for knudsen flow flux distributions with particles entering circular tube through small axial orifice - rocket thrustor application
Methods for integrating nonlinear coupled differential equations - motion equations of earth-moon satellite
Study compares the use of five different methods for the computer solution of the restricted three-body problem. It describes the implementation of each method on a burroughs B-5000 computer and in terms of speed and accuracy.
Navier-Stokes equation solved for viscous compressible flow around right circular cylinder
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Three dimensional inviscid flow field analysis for axisymmetric configurations at angle of attack
Chebyshev tau method generalized to provide one dimensional method for heat conduction equation of infinite strip
Coupled equation approach to finite difference solution of biharmonic equation, noting outer iteration scheme for pair of discrete Poisson equations
User manual for computer program 55VD for computation of minimum induced drag and load distribution of nonplanar wings
Finite difference method for symmetric positive linear differential equations, discussing methods to solve finite difference equations generated
Unsteady two dimensional flow in square cavity with fluid initially at rest and constant velocity upper surface of cavity, noting vortex center
Scheme for choosing approximating system of difference equations for degenerate linear and nonlinear elliptic boundary value problems
Flow and pressure fields for spiral grooved pumping seal with specified groove dimensions and Reynolds number
Boundary conditions for Tricomi equation in symmetric positive form, showing analytical and finite difference solutions