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Linearization |
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| Mar31-05, 05:07 PM | #1 |
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Linearization
For this system of differential equations
[tex] \frac{dx}{dt} = x(0.8 -\frac{0.8x}{3129} - \frac{y}{x+1000}) [/tex] [tex] \frac{dy}{dt} = y(-0.5 + \frac{x}{1000+x})[/tex] for all [tex] x,y \geq 0 [/tex] now the equilibrium points are (x,y) = (0,0), (1000,1088), (3129,0) i need to linearize this system such taht i can figure out the eigenvalues of this system and figure out whether this system is a spiral sink, source or whatever if i use x = u -1000 and y = v-1088 i get answers like this [tex] \frac{dx}{dt} = (1.054u +2.55*10^{-4} u^2 -v) \frac{u+1000}{u+2000} [/tex] [tex] \frac{dy}{dt} = \frac{0.5uv - 544u}{2000 + u} [/tex] but hte denominator throws things off, doesn't it?? but if i just accept it like it is and assumethat as u,v approach zero the non linear terms get insignificant (ya ya not proper math language) and the matrix becomes [tex] \left(\begin{array}{cc}0.527&-0.5\\0.272&0\end{array}\right) [/tex] is this right so far?? Any help would be appreciated, greatly! |
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| Apr1-05, 10:45 PM | #2 |
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Recognitions:
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Remember, linearization is the process of APPROXIMATING the original non-linear diff-eq system with a "Linearized System" about an Equilibrium Point (x0,y0). Thus, let the original non-linear system be given below (assuming no explicit function of "t" on the RHS): [tex] \left ( \begin{array}{c} (dx/dt) \\ (dy/dt) \end{array} \right ) = \left ( \begin{array}{c} f(x,y) \\ g(x,y) \end{array} \right ) [/tex] Then the Linearized System will utilize the Jacobian matrix (in red below) evaluated at an Equilibrium Point (x0,y0): [tex] \left ( \begin{array}{c} (dx/dt) \\ (dy/dt) \end{array} \right ) = \color{red} \left ( \begin{array}{c c} f_{x}(x_{0},y_{0}) & f_{y}(x_{0},y_{0}) \\ g_{x}(x_{0},y_{0}) & g_{y}(x_{0},y_{0}) \end{array} \right ) \color{black} \cdot \left ( \begin{array}{c} (x - x_{0}) \\ (y - y_{0}) \end{array} \right ) [/tex] By evaluating the Jacobian Eigenvalues, the Linearized System solutions and their characteristics (sink, spiral, etc.) can then be determined. Hence, the first objective is determining the Jacobian from appropriate Partials: [tex] \frac{dx}{dt} = f(x,y) = x(0.8 -\frac{0.8x}{3129} - \frac{y}{x+1000}) [/tex] [tex] \frac{dy}{dt} = g(x,y) = y(-0.5 + \frac{x}{1000+x})[/tex] Taking Partials of the above f(x,y) and g(x,y), we get: fx(x,y) = (0.8) - (1.6)*x/(3129) - (y)*(1000)/{(x + 1000)^2} fy(x,y) = (-x)/(x + 1000) gx(x,y) = (y)*(1000)/{(x + 1000)^2} gy(x,y) = (-0.5) + (x)/(x + 1000) The steps are now the following: 1) Form Jacobian matrix with above Partials. 2) Evaluate Jacobian at an Equilibrium Point (x0,y0). ::: <---(by def: f(x0,y0) = g(x0,y0) = 0) 3) Determine Eigenvalues for the evaluated Jacobian. 4) Determine and interpret Linearized System Solutions from Eigenvalues. ~~ |
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