Minimum Energy Control
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control theory Control theory is a field of mathematics that deals with the control of dynamical systems in engineered processes and machines. The objective is to develop a model or algorithm governing the application of system inputs to drive the system to a ...
, the minimum energy control is the control u(t) that will bring a
linear time invariant In system analysis, among other fields of study, a linear time-invariant (LTI) system is a system that produces an output signal from any input signal subject to the constraints of linearity and time-invariance; these terms are briefly define ...
system to a desired state with a minimum expenditure of energy. Let the linear time invariant (LTI) system be : \dot(t) = A \mathbf(t) + B \mathbf(t) : \mathbf(t) = C \mathbf(t) + D \mathbf(t) with initial state x(t_0)=x_0 . One seeks an input u(t) so that the system will be in the state x_1 at time t_1, and for any other input \bar(t), which also drives the system from x_0 to x_1 at time t_1, the energy expenditure would be larger, i.e., : \int_^ \bar^*(t) \bar(t) dt \ \geq \ \int_^ u^*(t) u(t) dt. To choose this input, first compute the
controllability Gramian In control theory, we may need to find out whether or not a system such as \begin \dot(t)\boldsymbol(t)+\boldsymbol(t)\\ \boldsymbol(t)=\boldsymbol(t)+\boldsymbol(t) \end is controllable, where \boldsymbol, \boldsymbol, \boldsymbol and \boldsymbo ...
: W_c(t)=\int_^t e^BB^*e^ d\tau. Assuming W_c is nonsingular (if and only if the system is controllable), the minimum energy control is then : u(t) = -B^*e^W_c^(t_1) ^x_0-x_1 Substitution into the solution :x(t)=e^x_0+\int_^e^{A(t-\tau)}Bu(\tau)d\tau verifies the achievement of state x_1 at t_1.


See also

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LTI system theory LTI can refer to: * ''LTI – Lingua Tertii Imperii'', a book by Victor Klemperer * Language Technologies Institute, a division of Carnegie Mellon University * Linear time-invariant system, an engineering theory that investigates the response of ...
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Control engineering Control engineering or control systems engineering is an engineering discipline that deals with control systems, applying control theory to design equipment and systems with desired behaviors in control environments. The discipline of controls o ...
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State space (controls) In control engineering, a state-space representation is a mathematical model of a physical system as a set of input, output and state variables related by first-order differential equations or difference equations. State variables are variables w ...
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Variational Calculus The calculus of variations (or Variational Calculus) is a field of mathematical analysis that uses variations, which are small changes in functions and functionals, to find maxima and minima of functionals: mappings from a set of functions t ...
Control theory