Summary by TwinMind · 7m 25s
Summary by TwinMind · 7m 25s
Unpredictability, Undecidability, and Uncomputability
Unpredictability, Undecidability, and Uncomputability
Sabine Hossenfelder
Sabine Hossenfelder
Gödel's Incompleteness Theorem
- Mathematical theorems prove power of mathematics has limits
- Gödel's theorem: if consistent axioms sufficiently complex, can formulate undecidable statements
- Mathematics incomplete - can't know if certain statements right/wrong
- Irrelevant for scientific practice
- Can extend axioms with additional axiom declaring undecidable statement true/false
- Physics theories = mathematical axioms + prescription for identifying structures with measurable quantities
- Undecidable statements resolved by measurement, then add axiom agreeing with outcome
- If no observable consequences, can ignore statement
Uncomputable Functions
- Mathematically irrelevant for different reason
- Problem: always involves something infinite
- Nothing real is infinite - theorems don't apply to nature
- Turing's halting problem example:
- Algorithm either halts at finite time or doesn't
- No meta-algorithm exists to determine if another algorithm halts
- Works for infinitely large class of algorithms
- Reality never needs algorithm answering infinitely many questions
- Wang tiling problem:
- Squares with different colored sides
- Question: can tile infinite plane without gaps, adjacent colors match?
- Undecidable for arbitrary sets
- Never need to tile infinite planes in practice
- Most real numbers uncomputable
- No algorithm approximates them to finite precision in finite time
- Science deals with finitely many digits + error bars
- Mathematical curiosity, no scientific relevance
Unpredictability in Science
- Quantum mechanics: unpredictable element by postulate (uninteresting)
- Chaotic systems more interesting:
- Even knowing initial conditions arbitrarily precisely
- Can only predict for finite time
- Unclear if happens in real world systems
- Navier-Stokes equation:
- Used for weather forecasting
- Whether leads to unpredictable situations = Clay Institute millennium problem
- Even if proven unpredictable, tells little about nature
- Only approximation - fluids actually particles described by quantum mechanics
- Quantum mechanics lacks chaotic unpredictability
- Maybe quantum mechanics itself not ultimate theory
General Problem with Impossibility Theorems
- Can never know if mathematical assumptions in physics truly correct
- May be replaced by better theories
- Physics = science, not mathematics
- Use mathematics because it works, not because nature is mathematics
Practical Relevance for Science
- Theorems relevant for science but not because they reveal nature's deep truths
- Relevant because we use theories with these properties in practice
- Tell us what we can do with our theories
- Navier-Stokes example:
- Not fundamentally right for weather prediction
- Currently used equation
- Knowing when unpredictable situation coming matters
- Want to know when unpredictability approaching to avoid it
- Nuclear fusion plasma application:
- Plasma develops instabilities damaging containment vessel
- Must shut down fusion process quickly
- Makes fusion inefficient
- Better understanding unpredictable situations could prevent them
- Financial system applications possible
Essay Contest Information
- Essay submitted to Foundational Questions Institute contest
- Topic: unpredictability, undecidability, uncomputability
- All essays available at FQI website
- Submission deadline: March 16th
