(7ay) Multiscale Multiphysics Modeling of Blood Clotting and Thrombus Biochemomechanics in the Vasculature
AIChE Annual Meeting
2017
2017 Annual Meeting
Meet the Faculty Candidate Poster Session - Sponsored by the Education Division
Meet the Faculty Candidate Poster Session
Sunday, October 29, 2017 - 1:00pm to 3:30pm
The process of clot formation and growth at the site of injury on a blood vessel wall involves a number of multiscale simultaneous processes including: multiple chemical reactions in the coagulation cascade, species transport, platelet adhesion as well as the haemodynamics and blood rheology. We model these processes at different levels of description (e.g. macro- vs. microscales). At continuum level, we solve Navier-Stokes equations for blood flow as well as the PDEs associated with advection-diffusion-reaction (ADR) of multiple species in the coagulation cascade using a spectral element solver. Depending on the required degrees of fidelity, platelets could be modeled either as a continuum concentration field or their transport and adhesion could be addressed by looking at individual platelets in a Lagrangian way. At cellular and sub-cellular levels, however, particle-based methods such as Dissipative Particle Dynamics (DPD) have proven themselves to be more effective in addressing complex biological systems. I will present the recent developments in DPD framework that extends its applicability to transport problems, and discrete models of soft biological tissues. The major drawback of modeling such fully-resolved systems at the cellular scale, however, is the long-term computation of their whole course of evolutions. There are numerous biological and materials systems that evolve at slow rates (e.g. clotting), which make the simulations prohibitively long. I propose a multifidelity technique based on co-krigging information fusion approach in statistical learning in order to facilitate acceleration in time. The multiscale framework's implications and future directions will also be discussed.
Research Interests:
⢠Soft Biological Systems, Multiphase and Complex Fluids (e.g., Blood)
⢠High-order Spectral Element and Coarse-grained Particle-based Methods for Multiphysics
⢠Fluid-structure Interactions and Immersed Boundary Method for Cardiovascular Mechanics
⢠Applied Mathematics and High-performance Scientific Computing
and Multiscale Problems
Teaching Interests:
⢠Fluid Mechanics (undergraduate and graduate)
⢠Numerical Methods and Computational Fluid Mechanics
⢠Heat Transfer
⢠Selected Topics in Multiscale Modeling
⢠Biomechanics