Title: Advances in Mathematical Modeling:
1 Advances in Mathematical Modeling Dynamical
Equations on Time Scales
Ian A. Gravagne School of Engineering and
Computer Science Baylor University, Waco, TX
2Outline
- Background and Motivation
- Intro to Time Scales
- Mathematical Basics
- Software and Simulation
- Wrap Up
3Background
- A major task of mathematics today is to
harmonize the continuous and the discrete, to
include them in one comprehensive mathematics,
and to eliminate obscurity from both. E.T.
Bell, 1937
4Discrete Continuous
5 Time Scales!
- Body of theory springs from Ph.D. dissertation
of S. Hilger in 1988. - Captured interest of math community in 1993.
First comprehensive monograph on subject
published in 2002. - Definition a time scale is a closed subset of
the real numbers special case of a measure
chain.
R
h
hZ
a
b
Pab
H0
Cantor sets, limit points, etc!
6Terminology
Forward Jump Operator Backward Jump
Operator Graininess
t1 is isolated
t2 is left-scattered (right-dense)
t3 is dense
t4 is right-scattered (left-dense)
7Operators
8Diff/Int Rules
- Product Rule for differentiation
- Chain Rule for differentiation
Derivatives and Integrals are linear and
homogeneous.
- No more rules of thumb for differentiation!!
- Very few closed-form indefinite integrals known.
9Differential Equations
- The first (and arguably most important)
dynamical equation to examine is
The solution is
10Properties of TS exp
Why do we need ?
Operators form a Lie Group on the
Regressive Set with identity
11Higher Order Systems
- As expected, solutions to higher order linear
systems are sums of
Leads to logical definitions
- Alternatively, systems of linear equations are
also well-defined
12Properties of TS sin, cos
Notes
Thought of the day the natural trig functions
(i.e. above) are defined as the solutions to a
2nd (or 4th) order undamped diff. eqs. They
cannot alias no matter how high the frequency!
13Other TS work
- We have only scratched the surface of existing
work in Time Scales - Nabla derivatives
- PDEs
- Generalized Laplace Tranform
- Ricatti equations, Greens functions, BVPs,
Symplectic systems, nonlinear theory, generalized
Fourier transforms.
OK, OK But what do these things look like??
14TS Toolbox
- Worked with John Davis, Jeff Dacunha, Ding Ma
over summer 03 to develop first numerical
routines to - Construct and manipulate time scales
- Perform basic arithmetic operations
- Calculate
- Solve arbitrary initial-value ODEs
- Visualize functions on timescales
- Routines were written in MATLAB.
15Time Scale Objects
- It quickly became apparent that we would need to
use MATLABs object-oriented capabilities - A time scale cannot be effectively stored as a
simple vector or array. - Need to overload arithmetic functions, syntax
- Is T0,1,2,3,4,5,6,7,8,9,10
- an isolated time scale?
- a discretization of a continuous interval?
- a mixture?
- Need more information where are the breaks
between intervals, and what kind of intervals are
they discrete or continuous. - Package this info up into an object
16Time Scale Objects 2
Solution T.data0,0.1,0.2,0.3,0.4,0.5,1,1.5,2,2
.1,2.3,2.4,2.5 T.type6 ,0 8 ,1
13,0
Shows whether interval is discrete (1) or
continuous (0)
Shows final ordinal for last point in interval
17Overloads
Now we can overload common functions, e.g. -
/ as well as syntax, e.g. , ( ), etc
18Overloads 2
19Graphics
The tsplot function plots time scale images,
and colors the intervals differently.
20The TS exponential
TS exponential on the time scale
If then at
21More TS Exp
TS exponential on the first 20 harmonics.
22Sin, Cos
Sin, Cos on a logarithmic time scale.
23Fin!
- Dynamical Equations on Time Scales powerful
tool to model systems with mixtures of
continuous/discrete dynamics or discrete dynamics
of non-uniform step size. - Mathematics very advanced in some ways, but in
other ways still in relative infancy. - Need to overcome rut thinking