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Calculus and NASA

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Airfoil design. My use of calculus at NASA. Optimization for air traffic management ... Airfoil Design. FoilSim. Pressure is change in force per area ... – PowerPoint PPT presentation

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Title: Calculus and NASA


1
Calculus and NASA
  • Michael Bloem
  • February 15, 2008
  • Calculus Field Trip Presentation

2
Outline
  • NASAs (many!) uses of calculus
  • Space
  • Airfoil design
  • My use of calculus at NASA
  • Optimization for air traffic management

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Airfoil Design
  • FoilSim
  • Pressure is change in force per area
  • On a wing, the lift is the difference between the
    forces acting on the bottom and top of the wing

8
Airfoil Design Computing Lift
9
Airfoil Design Computing Lift
  • FoilSim says pressure 7731 lb
  • How could I improve my estimate?

10
Traffic Flow Management
  • Planning of air traffic to avoid exceeding
    airport and airspace capacity, and effective use
    of available capacity
  • Cost of Delay to airlines in 2005 5.9 Billion
    (Air Transportation Association Estimate)

11
3D Visualization of Air Traffic
12
Air Traffic Flow Models
Lagrangian
Eulerian
Keep track of each plane
Keep track of the number of planes in different
areas
13
Aggregate Flow Model
14
Optimization with the Aggregate Flow Model
  • Minimize quadratic cost on the difference
    between the scheduled and actual arrivals and
    departures
  • Subject to
  • Follow system dynamics equations
  • Do not have more cumulative arrivals or
    departures than scheduled
  • Count of aircraft in each center stays below a
    time-varying maximum
  • Cumulative arrivals and departures are
    non-decreasing

15
Optimization with the Aggregate Flow Model
16
How do we optimize?
  • Consider a simple case with one variable
  • Check convexity
  • Set derivative 0

17
Another way to optimize?
  • Newtons Method
  • Find where derivative 0
  • Iteration
  • Why?
  • Works well on a computer
  • Works well on big problems (many variables)

18
Picture for Newtons Method
19
Newtons Method
20
Constrained Optimization
  • What if we have bounds on x?
  • Optimality condition for a convex function and a
    convex constraint set

21
Example of Constrained Optimization
  • Constrained optimization problem?
  • Is it convex?
  • Try our condition

22
Example of Constrained Optimization (continued)
23
Optimal Traffic Flow Management
24
Conclusions
  • NASA uses calculus a lot because calculus helps
    solve real problems

25
Websites
  • Altair Lunar Lander
  • CFD at Ames
  • FoilSim
  • Aviation Systems Division
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