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	<updated>2026-04-24T15:41:58Z</updated>
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	<entry>
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		<title>Prab: CSV import</title>
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		<updated>2025-03-17T08:00:33Z</updated>

		<summary type="html">&lt;p&gt;CSV import&lt;/p&gt;
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		<author><name>Prab</name></author>
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		<updated>2025-02-10T10:15:23Z</updated>

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		<author><name>Prab</name></author>
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		<title>Prab: CSV import</title>
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		<updated>2024-06-12T21:49:03Z</updated>

		<summary type="html">&lt;p&gt;CSV import&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;Controllability&amp;#039;&amp;#039;&amp;#039; is a fundamental concept in the field of [[control theory]], which is a branch of [[engineering]] and [[mathematics]] that deals with the behavior of [[dynamical systems]]. A system is said to be controllable if it is possible to move the system from any initial state to any desired final state within a finite time interval, using an appropriate control input.&lt;br /&gt;
&lt;br /&gt;
== Definition ==&lt;br /&gt;
In mathematical terms, consider a linear time-invariant (LTI) system described by the state-space equations:&lt;br /&gt;
\[ \dot{x}(t) = Ax(t) + Bu(t) \]&lt;br /&gt;
\[ y(t) = Cx(t) + Du(t) \]&lt;br /&gt;
where:&lt;br /&gt;
* \( x(t) \) is the state vector,&lt;br /&gt;
* \( u(t) \) is the control input,&lt;br /&gt;
* \( y(t) \) is the output vector,&lt;br /&gt;
* \( A \), \( B \), \( C \), and \( D \) are matrices of appropriate dimensions.&lt;br /&gt;
&lt;br /&gt;
The system is said to be controllable if, for any initial state \( x(0) \) and any final state \( x_f \), there exists a control input \( u(t) \) that transfers the system from \( x(0) \) to \( x_f \) in a finite time.&lt;br /&gt;
&lt;br /&gt;
== Controllability Matrix ==&lt;br /&gt;
The controllability of a system can be determined using the [[controllability matrix]] \( \mathcal{C} \), defined as:&lt;br /&gt;
\[ \mathcal{C} = [B \ AB \ A^2B \ \cdots \ A^{n-1}B] \]&lt;br /&gt;
where \( n \) is the number of states in the system. The system is controllable if and only if the controllability matrix \( \mathcal{C} \) has full rank, i.e., its rank is equal to \( n \).&lt;br /&gt;
&lt;br /&gt;
== Types of Controllability ==&lt;br /&gt;
There are several types of controllability, including:&lt;br /&gt;
* [[State controllability]]: The ability to move the state vector to any desired value.&lt;br /&gt;
* [[Output controllability]]: The ability to move the output vector to any desired value.&lt;br /&gt;
* [[Complete controllability]]: The ability to move both the state and output vectors to any desired values.&lt;br /&gt;
&lt;br /&gt;
== Applications ==&lt;br /&gt;
Controllability is a crucial property in the design and analysis of control systems. It ensures that the system can be driven to a desired state, which is essential for tasks such as [[stabilization]], [[tracking]], and [[regulation]]. Applications of controllability can be found in various fields, including [[aerospace engineering]], [[automotive engineering]], [[robotics]], and [[process control]].&lt;br /&gt;
&lt;br /&gt;
== Related Concepts ==&lt;br /&gt;
* [[Observability]]&lt;br /&gt;
* [[Stability]]&lt;br /&gt;
* [[State-space representation]]&lt;br /&gt;
* [[Control theory]]&lt;br /&gt;
* [[Linear time-invariant system]]&lt;br /&gt;
&lt;br /&gt;
== See Also ==&lt;br /&gt;
* [[Kalman rank condition]]&lt;br /&gt;
* [[Controllability Gramian]]&lt;br /&gt;
* [[Pole placement]]&lt;br /&gt;
* [[Lyapunov stability]]&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
{{Reflist}}&lt;br /&gt;
&lt;br /&gt;
== External Links ==&lt;br /&gt;
{{Commons category|Controllability}}&lt;br /&gt;
&lt;br /&gt;
[[Category:Control theory]]&lt;br /&gt;
[[Category:Systems theory]]&lt;br /&gt;
[[Category:Engineering]]&lt;br /&gt;
[[Category:Mathematics]]&lt;br /&gt;
&lt;br /&gt;
{{control-theory-stub}}&lt;/div&gt;</summary>
		<author><name>Prab</name></author>
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