PHY 28A
Natural Computation and Self-Organization:
The Physics of Information Processing in Complex Systems

Jim Crutchfield
chaos@ucdavis.edu; http://csc.ucdavis.edu/~chaos

Winter
WWW: http://csc.ucdavis.edu/~chaos/courses/poci/

Lecture 1

Readings

Topics:

  1. Introduction and motivations
    1. The Industrial Age and the development of thermodynamics
    2. The Information Age and what?
    3. Information energy
    4. Deterministic chaos—Nature actively produces information
    5. What is randomness? Where does it come from?
    6. Pattern discovery (versus pattern recognition)
    7. Causality
    8. Logic of the course:
      1. Complex systems: order and chaos
      2. Self-organization: emergence of complexity
      3. Natural computation: how nature stores and processes information
    9. Goals:
      1. You can quantify unpredictability
      2. You can quantify structure
      3. These both are related to computation
    10. Applications
      1. Novel Computation
      2. Nanotechnology
      3. Automated scientific inference
  2. Class survey: Interests, background, and abilities
  3. Course logistics
  4. Homework, exam, and project
  5. Software tools and program development
  6. Reading for next meeting: Articles above and Strogatz, chapters 1 and 2.
  7. Homework: Everyday unpredictability (see website or handout)