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Nonlinear Equations - UFRJ

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Chapter 9<br />

The pseudo-Newton<br />

operator<br />

Newton iteration was originally defined on linear spaces,<br />

where it makes sense to add a vector to a point. Manifolds in general<br />

lack this operation. A standard procedure in geometry is to replace<br />

the sum by the exponential map<br />

exp : T M → M,<br />

(x, ẋ) ↦→ exp x (ẋ),<br />

that is the map such that exp x (tẋ/‖ẋ‖) is a geodesic with speed ẋ<br />

at zero. This approach was developed by many authors, such as [82]<br />

or [40]. The alpha-theory for the Riemannian Newton operator<br />

N Riem (f, x) = exp x −Df(x) −1 f(x)<br />

appeared in [32]. This approach can be algorithmically cumbersome,<br />

as it requires the computation of the exponential map, which in turn<br />

Gregorio Malajovich, <strong>Nonlinear</strong> equations.<br />

28 o Colóquio Brasileiro de Matemática, IMPA, Rio de Janeiro, 2011.<br />

Copyright c○ Gregorio Malajovich, 2011.<br />

121

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