Clarke generalized derivative
In mathematics, the Clarke generalized derivatives are types generalized of derivatives that allow for the differentiation of nonsmooth functions. The Clarke derivatives were introduced by Francis Clarke in 1975.[1]
Definitions
For a locally Lipschitz continuous function [math]\displaystyle{ f: \mathbb{R}^{n} \rightarrow \mathbb{R}, }[/math] the Clarke generalized directional derivative of [math]\displaystyle{ f }[/math] at [math]\displaystyle{ x \in \mathbb{R}^n }[/math] in the direction [math]\displaystyle{ v \in \mathbb{R}^n }[/math] is defined as [math]\displaystyle{ f^{\circ} (x, v)= \limsup_{y \rightarrow x, h \downarrow 0} \frac{f(y+ hv)-f(y)}{h}, }[/math] where [math]\displaystyle{ \limsup }[/math] denotes the limit supremum.
Then, using the above definition of [math]\displaystyle{ f^{\circ} }[/math], the Clarke generalized gradient of [math]\displaystyle{ f }[/math] at [math]\displaystyle{ x }[/math] (also called the Clarke subdifferential) is given as [math]\displaystyle{ \partial^{\circ}\! f(x):=\{\xi \in \mathbb{R}^{n}: \langle\xi, v\rangle \leq f^{\circ}(x, v), \forall v \in \mathbb{R}^{n}\}, }[/math] where [math]\displaystyle{ \langle \cdot, \cdot\rangle }[/math] represents an inner product of vectors in [math]\displaystyle{ \mathbb{R}. }[/math] Note that the Clarke generalized gradient is set-valued—that is, at each [math]\displaystyle{ x \in \mathbb{R}^n, }[/math] the function value [math]\displaystyle{ \partial^{\circ}\! f(x) }[/math] is a set.
More generally, given a Banach space [math]\displaystyle{ X }[/math] and a subset [math]\displaystyle{ Y \subset X, }[/math] the Clarke generalized directional derivative and generalized gradients are defined as above for a locally Lipschitz contininuous function [math]\displaystyle{ f : Y \to \mathbb{R}. }[/math]
See also
- Subgradient method — Class of optimization methods for nonsmooth functions.
- Subderivative
References
- ↑ Clarke, F. H. (1975). "Generalized gradients and applications". Transactions of the American Mathematical Society 205: 247. doi:10.1090/S0002-9947-1975-0367131-6. ISSN 0002-9947.
- Clarke, F. H. (January 1990). Optimization and Nonsmooth Analysis. Classics in Applied Mathematics. Society for Industrial and Applied Mathematics. doi:10.1137/1.9781611971309. ISBN 978-0-89871-256-8. https://epubs.siam.org/doi/book/10.1137/1.9781611971309.
- Clarke, F. H.; Ledyaev, Yu. S.; Stern, R. J.; Wolenski, R. R. (1998). Nonsmooth Analysis and Control Theory. Graduate Texts in Mathematics. 178. Springer. doi:10.1007/b97650. ISBN 978-0-387-98336-3. http://link.springer.com/10.1007/b97650.
 |  |
