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Advanced Statistical Physics: Non-Equilibrium Systems

Master non-equilibrium statistical processes and quantum systems in this comprehensive physics course.

Master non-equilibrium statistical processes and quantum systems in this comprehensive physics course.

Dive deep into the world of advanced statistical physics with this course covering both classical and open quantum systems. Explore non-equilibrium processes, fluctuation-dissipation relations, and cutting-edge topics in statistical mechanics. Learn to apply powerful numerical tools like QuTip and EMCEE for quantum simulations and Bayesian data analysis. This course bridges theoretical concepts with practical applications, equipping you with skills to tackle complex problems in modern physics. Ideal for graduate students and researchers seeking to expand their expertise in statistical physics and its applications to quantum systems and data analysis.

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Advanced Statistical Physics: Non-Equilibrium Systems

This course includes

10 Weeks

Of Self-paced video lessons

Advanced Level

Completion Certificate

awarded on course completion

14,352

What you'll learn

  • Formulate and solve complex statistical processes mathematically

  • Apply the quantum master equation using QuTip in Python

  • Develop numerical simulations for non-equilibrium systems

  • Utilize the quantum optical numerical Toolbox in MATLAB

  • Visualize non-equilibrium processes using Jupyter Notebooks

  • Analyze modern examples of non-equilibrium processes from current literature

Skills you'll gain

Statistical Mechanics
Non-Equilibrium Processes
Quantum Master Equation
Stochastic Differential Equations
Fokker-Planck Equation
Quantum Optics
Bayesian Data Analysis
Numerical Simulations

This course includes:

PreRecorded video

Graded assignments, exams

Access on Mobile, Tablet, Desktop

Limited Access access

Shareable certificate

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There are 10 modules in this course

This advanced course in statistical physics covers a wide range of topics in non-equilibrium statistical mechanics and open quantum systems. Students will explore the mathematical formulation of statistical processes, from Brownian motion to quantum Langevin equations. The curriculum includes in-depth study of stochastic differential equations, Fokker-Planck equations, master equations, and quantum regression theorem. Practical applications are emphasized through numerical simulations using tools like QuTip in Python and the quantum optical numerical Toolbox in MATLAB. The course also introduces modern concepts such as Lévy flights and the Crook and Jarzynski equality. A unique feature is the inclusion of Bayesian statistical data analysis using the EMCEE Python package, bridging theoretical physics with data science techniques. By the end of the course, students will have a comprehensive understanding of advanced statistical physics and the skills to apply this knowledge to complex systems in both classical and quantum regimes.

Brownian motion and 3 derivations

Module 1

Continuous stochastic process

Module 2

Stochastic differential equations

Module 3

Fluctuation dissipation theorem

Module 4

Fokker Planck equation

Module 5

Lévy flights

Module 6

Master equations

Module 7

The Crook and Jarzynski equality

Module 8

Quantum optics and quantum Langevin equation

Module 9

Quantum regression theorem

Module 10

Fee Structure

Instructor

Pioneer in Photonics and Quantum Measurement

Tobias J. Kippenberg is a Full Professor of Physics at EPFL where he leads the Laboratory of Photonics and Quantum Measurement. After completing his education at RWTH Aachen and Caltech, he led an Independent Research Group at the Max Planck Institute of Quantum Optics from 2005-2009 before joining EPFL. His groundbreaking research includes the discovery of chip-scale Kerr frequency comb generation and significant contributions to cavity optomechanics. His achievements have earned him numerous prestigious awards, including the Helmholtz Prize for Metrology (2009), the EPS Fresnel Prize (2009), the EFTF Young Investigator Award (2010), the ICO Prize (2013), the Swiss Latsis Prize (2014), and the ZEISS Research Award (2018)

Advanced Statistical Physics: Non-Equilibrium Systems

This course includes

10 Weeks

Of Self-paced video lessons

Advanced Level

Completion Certificate

awarded on course completion

14,352

Testimonials

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