Macroscopic Dynamics for Nonequilibrium Biochemical Reactions from a Hamiltonian Perspective
Institute for Pure & Applied Mathematics (IPAM) via YouTube
-
26
-
- Write review
Advanced Techniques in Data Visualization - Self Paced Online
UC San Diego Product Management Certificate — AI-Powered PM Training
Overview
Google, IBM & Meta Certificates — All 10,000+ Courses at 40% Off
One annual plan covers every course and certificate on Coursera. 40% off for a limited time.
Get Full Access
Explore the mathematical foundations of biochemical reaction dynamics in this 44-minute conference talk that examines macroscopic behaviors of nonequilibrium systems from a Hamiltonian perspective. Discover how biochemical reactions in living cells operate as open systems that exchange energy and materials with their surroundings, and learn about the mesoscopic modeling approach using random time-changed Poisson processes to represent chemical quantities. Delve into the thermodynamic limit where large deviation rate functions from chemical master equations are governed by Hamilton-Jacobi equations, and understand the decomposition of macroscopic reaction rate equations into Onsager-type strong gradient flows with conservative dynamics. Gain insights into large deviation principles and importance sampling techniques for analyzing transition paths between metastable states in chemical reactions, providing a comprehensive mathematical framework for understanding complex biochemical processes.
Syllabus
Jian Guo Liu - Macroscopic Dynamics for Nonequilibrium Biochemical Reactions Hamiltonian Perspective
Taught by
Institute for Pure & Applied Mathematics (IPAM)