Path Integral Methods: Advanced Atomistic Modeling
Master path integral methods for incorporating quantum mechanical behavior in molecular dynamics and atomistic simulation calculations.
Course Cost
Free course
Advanced
Skill Level
5 Weeks
Self-paced lessons
Delve into the advanced world of path integral methods in atomistic modeling with this comprehensive course. Designed for graduate students and ambitious undergraduates, this course provides a thorough introduction to using path integral techniques in atomistic simulations. You'll explore the basic theory and progress to advanced topics such as accelerating path integral simulations and extracting approximate quantum dynamics and reaction rates. The course combines recorded lectures, detailed notes, and hands-on tutorials using cutting-edge research software. From molecular dynamics recaps to colored-noise methods and ring-polymer molecular dynamics, you'll gain a deep understanding of how to incorporate quantum mechanical effects in atomic-scale modeling, applicable from cryogenic to room temperatures and beyond.
What you'll learn
Understand the fundamental principles of path integral methods in atomistic simulations
Apply basic theory of path integrals to molecular modeling problems
Implement advanced estimators for computing momentum-dependent observables
Utilize accelerated path integral techniques to reduce computational costs
Apply ring-polymer contractions and high-order path integral Hamiltonians
Explore colored-noise methods for enhancing simulation efficiency
Understand and apply approximate techniques for quantum dynamics using path integral formalism
Implement ring-polymer molecular dynamics in atomistic simulations
Skills you'll gain
This course includes:
PreRecorded video
Access on Mobile, Tablet, Desktop
Limited Access access
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There are 7 modules in this course
This course offers an in-depth exploration of path integral methods in atomistic modeling. It begins with a recap of molecular dynamics and related sampling techniques before diving into the basic theory of path integral methods. The curriculum covers advanced topics such as accelerated path integrals, including ring-polymer contractions, high-order path integral Hamiltonians, and colored-noise methods. Students will learn about approximate techniques for quantum dynamics based on the path integral formalism, with a focus on ring-polymer molecular dynamics. The course also addresses advanced estimators for computing momentum-dependent observables and explores both adiabatic and non-adiabatic ring-polymer rate theory. Throughout the course, participants will engage with practical exercises using jupyter notebooks and advanced molecular dynamics code, providing hands-on experience with research-grade software.
Molecular Dynamics and Sampling
Module 1
The basics of path integrals
Module 2
Advanced path integral methods
Module 3
Ring Polymer molecular dynamics
Module 4
Colored-noise methods
Module 5
Adiabatic ring-polymer rate theory
Module 6
Non-adiabatic ring-polymer rate theory
Module 7
Fee Structure
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
Frequently asked Questions
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