Connecting Molecular Details to Macroscopic Behaviors with Thermodynamics and Information Theory
Offered By: Santa Fe Institute via YouTube
Course Description
Overview
Explore a lecture on connecting molecular details to macroscopic behaviors using thermodynamics and information theory. Delve into Benjamin Machta's research on E. coli chemotaxis, examining how limited information rates affect gradient climbing abilities. Discover the information efficiency of E. coli's chemotaxis system and learn about ongoing work on the energetic costs of information transmission in biological systems. Investigate different strategies cells use for sending information, including ion channels and second messenger molecules, and understand the cost per bit for these methods. Gain insights into the relationship between energy consumption and information processing in biological systems, and how this knowledge can be applied to reverse-engineering approaches in biology.
Syllabus
Introduction
Molecular details
Reverse engineering
Two projects
Sensory motor control
Image compression
Overview
Running tumble navigation
Mutual information
Behavioral parameters
Information rate
Signal statistics
Information limited
Shallow gradient
Efficiency
Conclusion
Fundamental cost
Physical mechanisms
Electrical signaling
Taught by
Santa Fe Institute
Tags
Related Courses
Information TheoryThe Chinese University of Hong Kong via Coursera Fundamentals of Electrical Engineering
Rice University via Coursera Computational Neuroscience
University of Washington via Coursera Introduction to Complexity
Santa Fe Institute via Complexity Explorer Tutorials for Complex Systems
Santa Fe Institute via Complexity Explorer