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I

Math

I. The heat equation is commonly used to model how heat diffuses through a given region,

                                                                        Du       D2u

where k > O is a diffusivity constant, and {a, 6} are specified Dirichlet boundary conditions (i.e. heat sinks). Consider a uniform discretization in space and time,

                                               Ti =iAx, i = O,    , M, Ax = —

                                                   tn n At, n = O, , N,               = — .

 

2B

+

       
     
 

Denote u u(tn, as the approximate temperature at time tn location Xi. Given an approximate solution at time tn , i.e., fi=o, an implicit-time, centered-space discretization of the heat equation reads,

 

  1. Express the above system of equations in matrix form so that a linear solve will obtain a solution at time t n+ l
  2. Does this system of equations have a unique solution? Why or why not?

2. In a closed system of three components, the following reaction path can occur:

1

 

with governing differential equations

 = -klCA+k2CBCc dt

                                    = kl CA — k2 CB Cc — kg              (1)

dt

 

                                                                       CA(0) = 1, CB(0) = CC(0) = O.

  1. Find the steady state(s) of the system by solving the nonlinear system — dt — — O, where 6 = [CA, CB, CAT.
  2. Simulate the reaction pathway for kl = 0.08 s-1 , k2 = 2 X 104 and kg = 6 x 107 on an appropriate time-scale using an appropriate numerical solver.
  3. Linearize (j) about the equilibrium point, and analyze the eigenvalues of the resulting system to draw conclusions about the local behavior close to the equilibrium point. Comment specifically if your numerics match your analysis.
  1. Please complete E2.12 [TC p. 91].
  2. Please complete E7.9 (TC p. 308].
  3. Consider the following first-order PDE,

(t, x) e (O, 00) x (O, DC).

with initial condition

= cos27r:r, x 2 0

and boundary condition u(t, O) = e ¯t , t > O

  1. Please solve the system analytically.
  2. Please generate both a surface plot and a pcolor plot on a reasonably sized domain that illustrates the behavior of the solution.
  3. Generate an approximation to the solution using finite-differencing. Justify your choice of discretizations.
  4. Generate a surface plot and a pcolor plot of the error Of your numerical approximation, commenting on what you observe. Remember that when you are trying to visualize multiple scales, it is often helpful to consider a logarithmic scale.

6. Table Ugives the error of a numerical approximation as a function of Ax, A plot of the data reveals that there are likely two different rates of convergence: one when Ax > a second when Ax <

2

 

error

1.00 x lo-

1.00 x 10 -5

1.00 x 10-6

1.00 x 10-7

1.00 x 10-9

1.00 x 10 -10

1.00 x 10-11

1.00 x 10-12

2.90 x 10

1.06 x 10-2

3.56 x 10-5

5.98 x 10-7

2.35 x 10 -8

1.40 x 10-9

1.67 x 10-9

4.06 x 10-10

Table 1: Errors arising from a numerical approximation

100

 

 
   


10 10

 

                                                                                             10 10                                         10-5

dx

Figure 1: Errors arising from a numerical approximation

3

  1. Please recreate fig. I reporting the two rates of convergence observed.
  2. Please add a constraint so that the two best-fit lines intersect at How do the two rates of convergence change? the change match your intuition? Explain.

7. Please complete Ell .5 [TC p. 4451. You should generate an analytic solution for the displacement. You should generate two plots of the solution: a surface plot and a pcolor plot on a reasonable space-time domain that illustrates the behavior of the solution.

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