Cole–Hopf transformation
The Cole–Hopf transformation is a change of variables that allows to transform a special kind of parabolic partial differential equations (PDEs) with a quadratic nonlinearity into a linear heat equation. In particular, it provides an explicit formula for fairly general solutions of the PDE in terms of the initial datum and the heat kernel.
Consider the following PDE:
where , are constants, is the Laplace operator, is the gradient, and is the Euclidean norm in . By assuming that , where is an unknown smooth function, we may calculate:
Which implies that:
w_{t} = \phi'(u)u_{t} &= \phi'(u)\left( a\Delta u - b\|\nabla u\|^{2}\right) \\
&= a\Delta w - (a\phi'' + b\phi')\|\nabla u\|^{2} \\
&= a\Delta w
\end{aligned}
if we constrain to satisfy . Then we may transform the original nonlinear PDE into the canonical heat equation by using the transformation:
{{Equation box 1|cellpadding|border|indent=:|equation=|border colour=#0073CF|background colour=#F5FFFA}}This is the Cole-Hopf transformation.{{Cite book |last=Evans |first=Lawrence C. | authorlink=Lawrence C. Evans|title=Partial Differential Equations |publisher=American Mathematical Society |year=2010 |isbn= |edition=2nd |series=Graduate Studies in Mathematics |volume=19 |pages=206–207}} With the transformation, the following initial-value problem can now be solved:
The unique, bounded solution of this system is:
Since the Cole–Hopf transformation implies that , the solution of the original nonlinear PDE is:
The complex form of the Cole-Hopf transformation can be used to transform the Schrödinger equation to the Madelung equation.{{Cite journal |last=Madelung |first=E. |date=1927 |title=Quantentheorie in hydrodynamischer Form |journal=Die Naturwissenschaften (In German) |volume=40 |issue=3–4 |pages=322–326 |doi=10.1007/BF01504657 |issn=1434-6001}}
Applications
- Aerodynamics{{Cite journal |last=Cole |first=Julian D. |authorlink=Julian Cole |date=1951 |title=On a quasi-linear parabolic equation occurring in aerodynamics |url=https://www.ams.org/qam/1951-09-03/S0033-569X-1951-42889-X/ |journal=Quarterly of Applied Mathematics |language=en |volume=9 |issue=3 |pages=225–236 |doi=10.1090/qam/42889 |issn=0033-569X|doi-access=free |url-access=subscription }}
- Stochastic optimal control
- Solving the viscous Burgers' equation{{Cite journal |last=Hopf |first=Eberhard | authorlink=Eberhard Hopf | date=1950 |title=The partial differential equation ut + uux = μxx |url=https://onlinelibrary.wiley.com/doi/10.1002/cpa.3160030302 |journal=Communications on Pure and Applied Mathematics |language=en |volume=3 |issue=3 |pages=201–230 |doi=10.1002/cpa.3160030302|url-access=subscription }}
- Madelung equation
References
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Category:Partial differential equations