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6.4 Runge-Kutta 4 Method
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Martin Wilhelm Kutta (1867-1944)
Carl Runge ( ) Martin Wilhelm Kutta ( )
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Motivation With Euler’s method, error is described by a straight line: i.e., it is proportionate to (linear in) t. We say that error is O(t) : “Order t”, or “Big-O t” Can we do better?
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First Estimate ∂1 Recall update rule from Euler’s Method:
Pn ← Pn-1 + f(tn-1, Pn-1 ) ∆t where f is the derivative function We call f(tn-1, Pn-1 ) 80 the first estimate, or ∂1 ∂1 = 80 ∆t = 8
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Second Estimate ∂2 Second estimate ∂2 uses the halfway point along the line segment to ∂1
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Second Estimate ∂2 Combined with slope 0.10 (from dP/dt = 0.10P), this gives us a new endpoint = (0.1)(140)(8) = 112, which is the second estimate ∂2. ∂2 = f(tn-1+0.5t, Pn-1+0.5∂1) t ∂2= 112 ∆t = 8
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Third Estimate ∂3 Third estimate ∂3 uses the halfway point along the line segment from ∂2 ∂3 =(0.1)(156)(8) = 124.8
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Third Estimate ∂3 (0.1)(156)(8) = 124.8, which is the third estimate ∂3. ∂3 = f(tn-1+0.5t, Pn-1+0.5∂2) t ∂3= 124.8
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Fourth Estimate ∂4 ∂4 =(0.1)(224.8)(8) = 179.84
Fourth estimate ∂4 is taken at end of interval ∂4 =(0.1)(224.8)(8) =
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Fourth Estimate ∂4 ∂4 =(0.1)(224.8)(8) = , which is the fourth estimate ∂4. ∂4 = f(tn-1+ t, Pn-1+∂3) t ∂4= 179.8
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Runge-Kutta 4 Estimate Bring it all together: a weighted average that privileges the middle values: Pn = Pn-1 + (∂1 + 2∂2 + 2∂3 + ∂4) / 6 = (80 + 2* * ) / 6 = Relative error = | | / |222.55| = 0.14% (Compare 19% for Euler’s Method) RK4 error is O(t4) : a very small number, because error is < 1.
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Runge-Kutta 4 Algorithm
P(t0)← P0 Initialize NumberOfSteps for n going from 1 to NumberOfSteps do the following: tn ← t0 + n∆t ∂1 = f(tn-1, Pn-1 ) ∂2 = f(tn-1+0.5t, Pn-1+0.5∂1) t ∂3 = f(tn-1+0.5t, Pn-1+0.5∂2) t ∂4 = f(tn-1+ t, Pn-1+∂3) t
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Runge-Kutta 4 in Excel
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Runge-Kutta 4 in Excel
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Runge-Kutta 4 in Excel
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Runge-Kutta 4 in Excel
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Runge-Kutta 4 in Excel
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Runge-Kutta 4 in Excel
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