Zero stability

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Zero-stability, also known as D-stability in honor of Germund Dahlquist,[1] refers to the stability of a numerical scheme applied to the simple initial value problem y′(x)=0.

A linear multistep method is zero-stable if all roots of the characteristic equation that arises on applying the method to y′(x)=0 have magnitude less than or equal to unity, and that all roots with unit magnitude are simple.[2] This is called the root condition[3] and means that the parasitic solutions of the recurrence relation will not grow exponentially.

Example

The following third-order method has the highest order possible for any explicit two-step method[2] for solving y′(x)=f(x): yn+2+4yn+1−5yn=h(4fn+1+2fn). If f(x)=0 identically, this gives a linear recurrence relation with characteristic equation r2+4r−5=(r−1)(r+5)=0. The roots of this equation are r=1 and r=−5 and so the general solution to the recurrence relation is yn=c1⋅1n+c2(−5)n. Rounding errors in the computation of y1 would mean a nonzero (though small) value of c2 so that eventually the parasitic solution (−5)n would dominate. Therefore, this method is not zero-stable.

References

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