Solve Stiff Transistor Differential Algebraic Equation
This example shows how to solve a stiff differential algebraic equation (DAE) that describes an electrical circuit [1]. The one-transistor amplifier problem coded in the example file amp1dae.m can be rewritten in semi-explicit form, but this example solves it in its original form . The problem includes a constant, singular mass matrix .
The transistor amplifier circuit contains six resistors, three capacitors, and a transistor.
The initial voltage signal is .
The operating voltage is .
The voltages at the nodes are given by .
The values of the resistors are constant, and the current through each resistor satisfies .
The values of the capacitors are constant, and the current through each capacitor satisfies .
The goal is to solve for the output voltage through node 5, .
To solve this equation in MATLAB®, you can use an ode
object and set properties of the object to define the equations, mass matrix, and initial conditions. Then, use the solve
method to simulate the system over time. You can either include the required functions as functions within a script (as done here), or save them as separate, named files in a directory on the MATLAB path.
Code Mass Matrix
Using Kirchoff's law to equalize the current through each node (1 through 5), you can obtain a system of five equations describing the circuit:
The mass matrix of this system, found by collecting the derivative terms on the left side of the equations, has the form
where for .
Create a mass matrix with the appropriate constants , and then create an odeMassMatrix
object to store the mass matrix. Even though it is apparent that the mass matrix is singular, leave the Singular
property at its default value of "maybe"
to test the automatic detection of a DAE problem by the solver.
c = 1e-6 * (1:3); M = zeros(5,5); M(1,1) = -c(1); M(1,2) = c(1); M(2,1) = c(1); M(2,2) = -c(1); M(3,3) = -c(2); M(4,4) = -c(3); M(4,5) = c(3); M(5,4) = c(3); M(5,5) = -c(3); Mass = odeMassMatrix(MassMatrix=M);
Code Equations
The function transampdae
contains the system of equations for this example. The function defines values for all of the voltages and constant parameters. The derivatives gathered on the left side of the equations are coded in the mass matrix, and transampdae
codes the right side of the equations.
function dudt = transampdae(t,u) % Define voltages and parameters Ue = @(t) 0.4*sinpi(200*t); Ub = 6; R0 = 1000; R15 = 9000; alpha = 0.99; beta = 1e-6; Uf = 0.026; % Define system of equations f23 = beta*(exp((u(2) - u(3))/Uf) - 1); dudt = [ -(Ue(t) - u(1))/R0 -(Ub/R15 - u(2)*2/R15 - (1-alpha)*f23) -(f23 - u(3)/R15) -((Ub - u(4))/R15 - alpha*f23) (u(5)/R15) ]; end
Code Initial Conditions
Set the initial conditions. This example uses the consistent initial conditions for the current through each node computed in [1].
Ub = 6; u0(1) = 0; u0(2) = Ub/2; u0(3) = Ub/2; u0(4) = Ub; u0(5) = 0;
Solve System of Equations
Create an ode
object to describe the problem, setting the values of the ODEFcn
, MassMatrix
, and InitialValue
properties. Also, select the ode23t
solver to solve the problem.
F = ode(ODEFcn=@transampdae,MassMatrix=Mass,InitialValue=u0,Solver="ode23t")
F = ode with properties: Problem definition ODEFcn: @transampdae InitialTime: 0 InitialValue: [0 3 3 6 0] Jacobian: [] MassMatrix: [1x1 odeMassMatrix] EquationType: standard Solver properties AbsoluteTolerance: 1.0000e-06 RelativeTolerance: 1.0000e-03 Solver: ode23t Show all properties
Solve the DAE system over the time interval [0 0.05]
using the solve
method.
S = solve(F,0,0.05); t = S.Time; u = S.Solution;
Plot Results
Plot the initial voltage and output voltage through node 5, .
Ue = @(t) 0.4*sinpi(200*t); plot(t,Ue(t),"o",t,u(5,:),".") axis([0 0.05 -3 2]); legend("Input Voltage U_e(t)","Output Voltage U_5(t)",Location="NorthWest"); title("One Transistor Amplifier DAE Problem Solved by ODE23T"); xlabel("t");
References
[1] Hairer, E., and Gerhard Wanner. Solving Ordinary Differential Equations II: Stiff and Differential-Algebraic Problems. Springer Berlin Heidelberg, 1991, p. 377.