Lewis Richardson (1881-1953) was a meteorlogist in Britain. A man of wide interests and abilities, he made contributions to science in the areas of meteorology, fluid dynamics, fractals and chaos theory. During World War I, he served for France in their medical corps and saw first hand the horrors of warfare. After the war, he began to analytically think about the arms buildups going on in Europe, being concerned that it would lead to another global conflict. The data he gathered and the mathematical model he developed are the subject of this project.
Familiarity with solutions of systems and matrix algebra; iterating functions.
The Model
Suppose for sake of discussion we study the behavior of three nations; A,B and C. Suppose nation A is quite aggressive and war prone, nation B a fairly neutral and passive nation (like Switzerland much of this century), and nation C is a reluctant foe of nation A. Suppose we assign variables x, y and z to them respectively, which indicate the amount of arms that each nation has. A convenient unit of measurement is money.
The arms level that each nation has at time t=k+1, one unit of time from now; may depend on four general things:
These four factors allow us to consider a system of three equations for our three hypothetical nations:
x(k+1) = f1 x(k) + a12 y(k) + a13 z(k) + g1
y(k+1) = f2 y(k) + a21 x(k) + a23 z(k) + g2
z(k+1) = f3 z(k) + a31 x(k) + a32 y(k) + g3
where, in general, the fi are "fatigue" coefficients described in (3), above, the gi are "grievances" described in (4), and the aij would represent the response of nation i to the arms level of nation j.
These equations might be for any three nations; for our three hypothetical nations, one might assume that g2 = 0, g1 is positive, a32=0 (since B and C are not enemies), and perhaps that a12 and a13 are greater than 1 (indicating that A overcompensates for everything the other nations have). Possibly f1=1, f2 might be zero, and f3<1 indicating that in the absence of other armed nations, A keeps all its arms anyway, B gets rid of all of its arms, and C keeps some of its arms. Possibly a31 might be 1 indicating that for every arm that A has, C will build one. On the other hand, if a13 = 1.2, this would indicate that for every arm that C has, A will build 20% more.
In matrix form, we have
x(k+1) = Ax(k) + g k = 0,1,2,3,... x(0) given
where in the above example,
[ f1 | a12 | a13] | [g1] | A = | |a21 | f2 | a23| , | g = | |g2| | [a31 | a32 | f3 ] | [g3] |
In general, notice that matrix A has response terms in the off-diagonal entries and fatigue factors on the diagonal.
Steady State
It is possible to have an equilibrium situation. This would be where x(k+1) = x(k) or that
xs = Axs + g
which is algebraically equivalent to (In - A )xs = g .
Several considerations are in order here. This is a nonhomogeneous system so
If a nonnegative steady state occurs, it might suggest that an "uneasy peace" existed.
A Solution to the System
We may iteratively solve this
x(1) = Ax(0) + g
x(2) = Ax(1) + g = A( Ax(0) +g) + g = A2x(0) + Ag + g
x(3) = Ax(2) + g = A(A2x(0) + Ag + g) + g = A3x(0) + A2g + Ag + g
.
.
.
and apparently in general, that
x(k) = Akx(0) +( Ak-1 + Ak-2 + ...+A + In) g
(note that the term in front of g in parentheses is a partial geometric series in A). The solution, as k goes to infinity, may either
At this point, we only have enough tools to determine this by direct simulation.
Richardson's Model of the World in 1935
Richardson spent considerable time and effort after WWI gathering data to describe 10 nations and their arms dynamics. He published the 1935 version which includes the following values for the matrix A:
Czech | .5 | 0 | 0 | .1 | 0 | 0 | 0 | .05 | 0 | 0 | .05 |
China | 0 | .05 | 0 | 0 | 0 | 0 | .2 | 0 | 0 | .1 | .05 |
France | 0 | 0 | 0 | .1 | .2 | 0 | .2 | 0 | 0 | 0 | .05 |
Germany | .2 | 0 | .2 | 5 | .1 | 0 | 0 | .05 | 0 | .04 | .15 |
England | 0 | 0 | 0 | .2 | .25 | .3 | .1 | 0 | 0 | 0 | g = .05 |
Italy | 0 | 0 | .1 | 0 | .2 | .75 | 0 | 0 | 0 | .1 | .10 |
Japan | 0 | .2 | 0 | 0 | 0 | 0 | .5 | 0 | .2 | .2 | .15 |
Poland | .05 | 0 | 0 | .05 | 0 | 0 | 0 | .5 | 0 | .05 | .05 |
US | 0 | 0 | 0 | .1 | .1 | .1 | .2 | 0 | .65 | .1 | .05 |
USSR | 0 | .1 | 0 | .4 | .1 | .1 | .2 | .05 | 0 | .5 | .10 |
*(here the time interval is .05 years) |
Introduction and Summary : This section should give a very brief account of the subject matter discussed in your report.
Summary of Ideas: Provide a 1-2 page summary of how one uses linear algebra techniques to model the buildup of arms in a given collection of countries. You can just summarize what I've written above if you like, but put it in your own words (do not simply cut and paste my words into your report!)
Exercises:
0 < fi < 1
what would the fi =1 mean? fi = 0?
[.2 | 1.05 | 1.03 | 0] | |.5 | .4 | 0 | 0| | |.4 | 0 | 1 | 0| | [0 | 0 | 0 | .22] |
what can you say about the relationships of the 4 nations?
References