Registered Data
Contents
- 1 [CT108]
- 1.1 [00816] Ultraspherical spectral methods for time-dependent problems
- 1.2 [00663] Quantum Monte Carlo algorithm for solving Black-Scholes PDEs for high-dimensional option pricing in finance and its proof of overcoming the curse of dimensionality
- 1.3 [00934] Slab LU, a sparse direct solver for heterogeneous architectures
- 1.4 [01117] Non-Linear Study of Interaction of Viscous Fingering Instability and Chemical Reaction
[CT108]
- Session Time & Room
- Classification
[00816] Ultraspherical spectral methods for time-dependent problems
- Session Time & Room : 1E (Aug.21, 17:40-19:20) @E704
- Type : Contributed Talk
- Abstract : Spectral methods solve elliptic partial differential equations (PDEs) numerically. Their main advantage is spectral convergence, i.e., error decays exponentially when the solution is analytic. We present numerical schemes for solving some time-dependent linear PDEs utilizing the ultraspherical spectral method in space and time, thus portraying overall spectral convergence. Moreover, they lead to sparse and well-conditioned linear systems. We compare their performance with existing spectral schemes and explore their parallelization in time.
- Classification : 65M70, 65L05, 35K20, 35L20, 41A10
- Format : Talk at Waseda University
- Author(s) :
- Avleen Kaur (University of Saskatchewan)
- S, H. Lui (University of Manitoba)
[00663] Quantum Monte Carlo algorithm for solving Black-Scholes PDEs for high-dimensional option pricing in finance and its proof of overcoming the curse of dimensionality
- Session Time & Room : 1E (Aug.21, 17:40-19:20) @E704
- Type : Contributed Talk
- Abstract : In this talk, we first provide a brief introduction to quantum computing from a mathematical perspective. No prior knowledge of quantum computing is necessary. We then introduce a quantum Monte Carlo algorithm to solve high-dimensional Black-Scholes PDEs with correlation for high-dimensional option pricing. The payoff function of the option is of general form and is only required to be continuous and piece-wise affine (CPWA), which covers most of the relevant payoff functions used in finance. We provide a rigorous error analysis and complexity analysis of our algorithm. In particular, we prove that the computational complexity of our algorithm is bounded polynomially in the space dimension d of the PDE and the reciprocal of the prescribed accuracy ε and so demonstrate that our quantum Monte Carlo algorithm does not suffer from the curse of dimensionality. This talk is based on a joint work with Yongming Li.
- Classification : 65M75, 91G20, Deep Learning method for nonlinear PDEs
- Format : Talk at Waseda University
- Author(s) :
- Ariel Neufeld (NTU Singapore)
- Philipp Schmocker (NTU Singapore)
- Sizhou Wu (NTU Singapore)
[00934] Slab LU, a sparse direct solver for heterogeneous architectures
- Session Time & Room : 1E (Aug.21, 17:40-19:20) @E704
- Type : Contributed Talk
- Abstract : This talk describes a scalable sparse direct solver for linear systems that arise from the discretization of elliptic PDEs in 2D or 3D. The scheme uses a decomposition of the domain into thin subdomains, or ``slabs''. The general framework is easier to optimize for modern heterogeneous architectures than than traditional multi-frontal schemes. Crucial to the scalability, are novel randomized algorithms that recover structure from matrix-free samples and reduce the dimensionality of large dense matrices.
- Classification : 65M70, 65M55, 65M22, 65M06
- Format : Talk at Waseda University
- Author(s) :
- Anna Yesypenko (University of Texas at Austin)
- Per-Gunnar Martinsson (University of Texas at Austin)
[01117] Non-Linear Study of Interaction of Viscous Fingering Instability and Chemical Reaction
- Session Time & Room : 1E (Aug.21, 17:40-19:20) @E704
- Type : Contributed Talk
- Abstract : We investigate a chemically reactive front A+B→C involving the radial miscible displacement in porous media. It is a non-linear phenomenon that is mathematically modeled by Darcy’s law coupled with convection-reaction-diffusion equations. A chemical reaction may result in a change in the viscosity profile, which may lead to the interfacial instability known as viscous fingering, which occurs when a low-viscosity fluid displaces a high-viscosity fluid in a porous medium. The instability enhances the fluid mixing.
- Classification : 76Exx, 76Sxx, 76Vxx
- Format : Talk at Waseda University
- Author(s) :
- Priya Verma (Indian Institute of Technology Ropar)
- Manoranjan Mishra (Indian Institute of Technology Ropar)