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The Crank-Nicolson method is a finite difference method used for numerically solving the heat and related equations. It is a second-order method in time, and is numerically stable. It involves solving a tridiagonal system of linear equations. The method was developed by John Crank and Phyllis Nicolson in the mid 20th century.

The Crank-Nicolson method involves taking the derivative half way between the beginning and the end of the time space. It is hence an average between a fully implicit and fully explicit model of PDE's. This is where the second-order convergence comes from, because essentially the first-order error term drops out from the averaging.

Because a number of other phenomena can be modeled with the heat equation (often called the diffusion equation in financial mathematics), the Crank-Nicolson method has been applied to those areas as well. Particularly, the Black-Scholes option pricing model's differential equation can be transformed into the heat equation, and thus option pricing numerical solutions can be obtained with the Crank-Nicolson method. The importance of that comes from the extensions of the option pricing model that are not able to be represented with a closed form analytic solution; they can still offer numerical solutions.

The method


u_j^{n+1} = u_j^n + \frac{1}{2} \frac{a \Delta t}{(\Delta x)^2} \left- 2u_j^{n+1} + u_{j-1}^{n+1}) + (u_{j+1}^n - 2u_j^n + u_{j-1}^n)\right

or, for a uniform grid in two dimensions:

u_{j,k}^{n+1} = u_{j,k}^n + \frac{1}{2} \frac{a \Delta t}{(\Delta x)^2} \left+ u_{j-1,k}^{n+1} + u_{j,k+1}^{n+1} + u_{j,k-1}^{n+1} - 4u_{j,k}^{n+1}) + (u_{j+1,k}^{n} + u_{j-1,k}^{n} + u_{j,k+1}^{n} + u_{j,k-1}^{n} - 4u_{j,k}^{n})\right

See also


References


  • Crank J. and Nicolson P. (1947) "A practical method for numerical evaluation of solutions of partial differential equations of the heat conduction type". Proceedings of the Cambridge Philosophical Society 43, 50–64.
  • Wilmott P., Howison S., Dewynne J. (1995) The Mathematics of Financial Derivatives:A Student Introduction. Cambridge University Press.
  • Fitzpatrick R. (2003) The Crank-Nicolson scheme. Retrieved May 4, 2005.
  • Pitman E. Bruce. (1999) Parabolic equations. Retrieved May 4, 2005.
  • O'Connor J. and Robertson E. (2000) John Crank. Retrieved May 4, 2005.
  • O'Connor J. and Robertson E. (2000) Phyllis Nicolson. Retrieved May 4, 2005.

External links


Mathematical finance | Numerical linear algebra

 

This article is licensed under the GNU Free Documentation License. It uses material from the "Crank-Nicolson method".

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