\( f\left( t\right) =f\left( -t\right),\forall t. \)
Odd Functions
Nota:
[\[f(t)=-f(-t)\]
Real-Valued Signals
Complex-Valued Signals
Digital Signals
DT
Systems
CT(Analog Clock)
DT(Digital Clock)
Hybrid both CT & DT
Properties
Property 1
Static(memoryless)
Nota:
A system is static (memoryless) if its output at any arbitrary time depends on the input at exactly the same time.
Dynamic(memory)
Nota:
A system which has memory (i.e., it is not memoryless) is a dynamic system.
Property 2
Causal
Nota:
A system is causal if the output at any time t1 (n1) depends on values of the input at t <= t1 (n< n1).
In other words, a system is causal if its output is generated during or after the application of input and not before! Causal systems are also called non-anticipatory. A system which is not causal is called noncausal.
Noncausal
Property 3
Linear
Additivity
Nota:
The input x = x1 + x2 yields the response y = y1 + y2.
Homogeneity
Nota:
The input ax1 yields the response ay1 for any constant a.
Nonlinear
Additivity Fails
Homogeneity Fails
Property 4
Time-Invarient
Nota:
Combining the two conditions stated in the definition of the linearity property, we obtain the
superposition principle
Time Varying
Nota:
A system is time-varying if it is not time-invariant
Property 5
Invertible
Nota:
A system is invertible if distinct inputs yield distinct outputs. Inother words, in an invertible system whenever two inputs x1 and x2 yield
the output y, then x1 = x2.
Property 6
Nota:
A relaxed system is bounded-input, bounded-output (BIBO)
stable if every bounded input yields a bounded output.
Relaxed
BIBO
Superposition Principle
LTI(Linear & Time-Invarient
Theorem 1
A CT LTI system is memoryless if its impulse-response is given by h(t) = K (t) ,for some constant K .
Impulse-response
Nota:
Apart from easy cases, it is often hard to verify whether a system property
holds or not. This statement is not true if we restrict our attention to LTI
systems. In fact, it is possible to verify whether an LTI system is
memoryless, causal, or BIBO stable simply by inspecting its so-called
impulse-response.