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Published byHeli Jääskeläinen Modified over 5 years ago
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Overview Class #2 (Jan 16) Brief introduction to time-stepping ODEs
Application: Particle systems Numerical stiffness issues
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No class next Tuesday Instead: http://www.cs.cmu.edu/~djames/pbmis
assignment readings
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What is stiffness? From [AscherPetzold97]
“Loosely speaking, the initial value problem is referred to as being stiff if the absolute stability requirement dictates a much smaller time step than is needed to satisfy approximation requirements alone.” Definition 3.1 [p48]: An IVP is stiff in some interval [0,b] if the step size needed to maintain stability of the forward Euler method is much smaller than the step size required to represent the solution accurately.
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What is stiffness? Stiffness depends on your problem and…
Accuracy criterion Length of the interval of integration, [0,b] Region of absolute stability of the method Related to local Jacobian eigenvalues {j} Stiff on [0,b] if “Stiff decay”
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Some higher-order explicit methods
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Some higher-order implicit methods
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Complications Smoothness assumption in Taylor expansion
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