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Higher Order Circuits – How To Obtain State Equations? Consider a circuit with capacitor, inductors, n-terminal resistors and independent sources. Aim is to obtain to obtain state equations in the following form: x Ax Bu y Cx Du , x Rn state variables y R r output variables u R p input variables Method: x(0) x0 - some capacitor voltages and some inductor currents (mostly all) - currents and voltages under consideration - values for independent sources Step 1: Draw the circuit graph and choose an appropriate tree: a-) Choose voltage sources as twigs, if tree is not completed continue with (b). b-) Choose capacitors as twigs (you may have to exclude some capacitors), if tree is not completed continue with (c). c-) Choose current-controlled edges of resistors as twigs, if tree is not completed continue with (d). d-) choose inductors as twigs. Step 2: Determine the state variables: capacitor voltages in twigs and inductor currents in chords. Write element equations for state variables: C dvc (t ) ic (t ) dt L diL (t ) vL (t ) dt Step 3: Calculate state equations: Write linearly independent current equations: KCL’s for fundamental cut-sets Write linearly independent voltage equations: KVL’s for fundamental loops Using these equations obtain currents of capacitors in twigs and voltages of inductors in chords in terms of state variables and inputs. Which elements are these? An Example Obtain the state equations for the following circuit. L R + e(t) C j(t) An Example Write state equations for the following circuit. L.O. Chua, C.A. Desoer, S.E. Kuh. “Linear and Nonlinear Circuits” Mc.Graw Hill, 1987, New York Solutions of 2. Order Differential Equations x1 a11 x a 2 21 a12 x1 b1 u, a22 x2 b2 x Ax Bu , x(t0 ) x0 x(t0 ) x0 Solution can be obtained as the sum of the solution of the homogeneous equation and the particular solution: xT (t) = xh (t) + x par (t) x Ax, Homogeneous equation: xh (t ) Se t x(t0 ) x0 S1 t e S2 Set ASet S AS I AS 0 detI A 0 exponential solution as a guess What should we find now? S=0 is of course a solution, but can we find a nonzero solution too? 2 a b 0 Characteristic Equation Roots of the characteristic polynomial: 1, 2 Also need to find S : eigenvectors 1I AS1 0 2 I AS2 0 S1 c1V1 S2 c2V2 eigenvalues An element of Solve this to find the eigenvector for Solve this to find the eigenvector for 1t xh (t ) e V1 1 2 c1 c1 e V2 M (t ) c2 c2 2t M (t ) Particular Solution: (should be found by quess method) é x (t) ù 1par ê ú x par (t) = ê x2 (t) ú par ë û Total solution: x(t) = M (t)C + x par (t) x(t0 ) = M(t0 )C + x par (t0 ) C = M (t0 )-1 éë x(t0 ) - x par (t0 )ùû x(t) = M (t)M -1 (t0 )éë x(t0 ) - x par (t0 )ùû + x par (t) x(t) = M (t)M -1 (t0 )éë x(t0 ) - x par (t0 )ùû + x par (t) (t ) State Transition Matrix x(t) = F(t)x(t0 ) + x par (t) - F(t)x par (t0 ) x(t) = F(t)x(t0 ) + x par (t) - F(t)x par (t0 ) zero-input solution zero-state solution An Example Solve the state equations for the following circuit. L.O. Chua, C.A. Desoer, S.E. Kuh. “Linear and Nonlinear Circuits” Mc.Graw Hill, 1987, New York An Example Write state equations for the following circuit! L.O. Chua, C.A. Desoer, S.E. Kuh. “Linear and Nonlinear Circuits” Mc.Graw Hill, 1987, New York An Example Draw the voltage of the capacitor for different initial values! L.O. Chua, C.A. Desoer, S.E. Kuh. “Linear and Nonlinear Circuits” Mc.Graw Hill, 1987, New York A constant solution of a dynamical system: Equilibrium x (t ) Ax(t ) x (t ) f ( x(t )) 0 Axd 0 f ( xd ) How many equilibria are there? What happens near the equlibrium? Definition: Lyapunov stability Let xd be an equilibrium of the system given by x (t ) f ( x(t )) . The equilibrium is Lyapunov stable if for every 0 there exists a ( ) 0 such that x(0) xd ( ) x(t ) xd t 0. A Lyapunov stable equilibrium xd is asymptotically stable if there exists a 0 such that x(0) xd lim x(t ) xd 0 . t Zero-input solution: eigenvalues x zi (t ) e 1 (t to ) S1c1 e 2 (t to ) S 2 c2 .....e n (t to ) S n cn eigenvectors How do eigenvalues and eigenvectors affect the solution? ............................................................................................................. Solutions of Linear Systems S. Haykin, “Neural Networks- A Comprehensive Foundation”2nd Edition, Prentice Hall, 1999,New Jersey. What is common in all these systems?