foundation Estimated learning time: 12 h

EC-3.3 Systems of Equations, and the State Model

You can rewrite a higher-order equation as a first-order system, express a circuit or mechanical system in state form, and predict its behaviour from the eigenvalues of its matrix.

Before:nothing requiredUnlocks:EC-4. Transforms, Complex Variables and Numerical Methods

The state model is the form modern control and modern simulation both use, and a learner who meets it for the first time inside a control course meets it as notation rather than as an idea. It is one idea: any number of coupled equations of any order can be written as a single first-order matrix equation, and once that is done the eigenvalues of the matrix answer the stability question in one step. Meeting it here, as mathematics, means that a control course later is showing you a familiar idea in new clothes rather than teaching you a new one.

Work through these

  • Why one second-order equation becomes two first-order ones

    Naming the unknown and its derivative as two separate quantities turns a second-order equation into a pair of first-order equations with no loss of information. The same trick reduces any order to first order, at the cost of more unknowns.

    NPTEL: Differential Equations for Engineers · Course
  • The state form, and what each matrix in it does

    The state equation says how the internal quantities evolve and how the input pushes them, and the output equation says which combination of them is actually measured. Separating those two statements is what makes the form general.

  • Eigenvalues decide the behaviour, and this is why they were worth learning

    Each eigenvalue of the system matrix contributes one exponential mode, so their real parts decide whether the system settles and their imaginary parts decide whether it oscillates. This is the moment the linear algebra earns its place.

    MIT OpenCourseWare 18.03: Differential Equations · Course
  • The matrix exponential, and the solution it produces

    The scalar first-order solution generalises directly: the state at any time is the matrix exponential applied to the initial state, plus an integral carrying the input. Computing it by diagonalising is the case worth doing by hand.

  • Write one circuit as a state model, choosing the states deliberately

    Capacitor voltages and inductor currents are the natural choice because they are the quantities that cannot change instantaneously. Choosing them makes the matrices fall out of the two circuit laws without algebra.

    NPTEL: Differential Equations for Engineers · Course
  • Equilibrium and stability, read from the eigenvalues alone

    An equilibrium is a state the system would stay in, and it is stable when every eigenvalue has a negative real part. One eigenvalue on the wrong side is enough to make the whole system unstable, regardless of the others.

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