A rational difference equation is a nonlinear difference equation of the form1234
where the initial conditions are such that the denominator never vanishes for any n.
First-order rational difference equation
A first-order rational difference equation is a nonlinear difference equation of the form
| 2 |
When and the initial condition are real numbers, this difference equation is called a Riccati difference equation.3
Such an equation can be solved by writing as a nonlinear transformation of another variable which itself evolves linearly. Then standard methods can be used to solve the linear difference equation in .
Equations of this form arise from the infinite resistor ladder problem.56
Solving a first-order equation
First approach
WLoG, the determinant-like quantity , and this can be easily seen by noting that, with a division on both the numerator and denominator in Equation (2), you can always set , in which case, if , then the numerator and denominator will cancel away, leaving no difference equation left, being instead so completely reduced as to become exactly the constant . Thus, one approach7 to developing the transformed variable , is to write
where and and where .
Further writing can be shown to yield
Second approach
The above approach is already of general applicability. This following approach8 gives a first-order difference equation for instead of a second-order one. Let . For the case in which , every term will be real-valued and this method may be convenient to use. Otherwise, the method still works, but complex numbers will appear, and it might be more convenient to attempt a trigonometric ansatz instead. Substituting , which implies , into Equation (2), we find that it is always possible to make evolve according to the simple inhomogeneous first-order linear difference equation
by choosing such that , and it is clear that this can always be done in either of the two choices , even when
Third approach
The equation
can also be solved by treating it as a special case of the more general matrix equation
where all of A, B, C, E, and X are n × n matrices (in this case n = 1); the solution of this is9
where
Application
It was shown in 10 that a dynamic matrix Riccati equation of the form
which can arise in some discrete-time optimal control problems, can be solved using the second approach above if the matrix C has only one more row than column.
References
References
- Skellam, J.G. (1951). “Random dispersal in theoretical populations”, Biometrika 38 196−218, eqns (41,42)
- Camouzis, Elias; Ladas, G. (November 16, 2007). Dynamics of Third-Order Rational Difference Equations with Open Problems and Conjectures. CRC Press. ISBN 9781584887669 – via Google Books.
- Kulenovic, Mustafa R. S.; Ladas, G. (July 30, 2001). Dynamics of Second Order Rational Difference Equations: With Open Problems and Conjectures. CRC Press. ISBN 9781420035384 – via Google Books.
- Newth, Gerald, "World order from chaotic beginnings", Mathematical Gazette 88, March 2004, 39-45 gives a trigonometric approach.
- "Equivalent resistance in ladder circuit". Stack Exchange. Retrieved 21 February 2022.
- "Thinking Recursively: How to Crack the Infinite Resistor Ladder Puzzle!". Youtube. Retrieved 21 February 2022.
- Brand, Louis, "A sequence defined by a difference equation," American Mathematical Monthly 62, September 1955, 489–492. online
- Mitchell, Douglas W., "An analytic Riccati solution for two-target discrete-time control," Journal of Economic Dynamics and Control 24, 2000, 615–622.
- Martin, C. F., and Ammar, G., "The geometry of the matrix Riccati equation and associated eigenvalue method," in Bittani, Laub, and Willems (eds.), The Riccati Equation, Springer-Verlag, 1991.
- Balvers, Ronald J., and Mitchell, Douglas W., "Reducing the dimensionality of linear quadratic control problems," Journal of Economic Dynamics and Control 31, 2007, 141–159.
Further reading
Further reading
- Simons, Stuart, "A non-linear difference equation," Mathematical Gazette 93, November 2009, 500–504.