Properties of LTI systems

Properties of system are with respect to input and output signal. Important properties of systems are as follows : 
  • Dynamic or static system
  • Time variance
  • Linearity
  • Causality
  • Stability
1. Static or dynamic system :

(I) Static system :

It is a system in which output at any instant of time depends on input sample at the same time. 

Example :

y (n) : 7 x (n)

here 7 is constant which multiplies input x (n) but output at nth instant that means y (n) depends on input at the same (nth) time constant x (n). so this is a static system.

(II) Dynamic system :

It this system output at any instant of time depends on input sample at the same time as well as at other times.

Example :
Note that if x (n) represents input signal at present instant then,

past and future signal :

(a) x (n-k) - that means delayed input signal is called as past signal.
(b) x (n+k) - that means advanced input signal is called as future signal.

y (n) : x (n) + 6 x (n-1)
here x (n-1) is previous  sample. so system is dynamic.

y (n) = 5 x (n+2) + x (n)
here (n+2) indicates advanced version of input sample that means it is future sample; so tis is dynamic system.

2. Time variant or time invarient systems :

A system is time invarient if its input output characteristics do not chance with time.

A time invarient system means its input output characteristics are not changing with time shifting.

Let us consider we are applying input signal x (n) to the system and produces output y (n).

Now delay input by k samples. that means input becomes x (n-k). Apply this delayed input to the same system . Let us say the system now gives output y (n-k). then this system is called as time or shift invarient system.

Observe that initially the output is y (n) with input x (n). When input is delayed by "k" samples then the output is also delayed by the same "k" samples. Thus the input-output characteristics are not changed . so the system is invarient.

Example :
y (n) = x (n) - x (n-1)

y(n,k) = x (n-k) -x (n-k-1).............(1)

Replace n by n-k throughout the given equation :

y (n-k) = x (n-k) - x(n-k-1)............(2)

Compare equations (1) and (2)

Here y (n,k) = y (n-k).

Thus the system is time invarient.

3. Causal or anticausal system :

(I) Causal system :

A system is said to be a causal if output at any instant of time depends only an present and past inputs. But the output does not depend on future inputs.

Example :

y (n) = x (n) + x (n-1)
y (n)  = 6 x(n)

(II) Anticausal systems :

A system is said to be anticausal if its output depends not only on present and past inputs but also on future inputs.

y (n) = x (n) + x (n+1)
y(n) =  x(n) + n x(n+1)

4. Stable or Unstable system :

To define stability of a system we will use the term BIBO. It stands for bounded input bounded output. The meaning of word bounded is some finite of value. So bounded input means input signal is having some finite value.

(I) Stable system :

An initially relaxed system is BIBO stable if and only if every bounded input produces bounded output.

Here a relaxed system means when input to the system is zero then the output of system is also zero.

Example :

T[ x (n) ]  = a x(n) +5

(II) Unstable system :

An initially relaxed system is said to be unstable if bounded input produces unbounded output.

When unstable system is practically implemented then it causes overflow.

Unstable system shows erratic and extreme behavior.

Example : 

5. Linear and non linear system :

When input x (n) is zero then output y (n) = 0. Thus the system is linear. Now first step is satisfied so we will check remaining step for linearity.

Example :

T x(n) = a x(n) + 6 

step 1 : put x (n) = 0 

y (n) = 0 + 6

step 2 : 
x1 (n) = y1 (n) = a x1(n) + 6
x2(n) = y2(n) = a x2(n) + 6

y ‘(n)  = a1 y1 (n) + a2 y2 (n)

y '(n)  = a1 [a x1(n) + 6 ]  +  a2 y2 (n) + a2 [ a x2(n) + 6 ]........................(1)

step 3 :
a1  x1(n) + a x2(n)  = a [ a1  x1(n) + a x2(n) ] + 6 

y'' (n) = a [ a1  x1(n) + a x2(n) ] + 6......................................................(2)

step 4 : compare  equation (1) and (2)

y '(n) = y'' (n) ; the system is non linear.

Difference between energy and power signals

An energy signal has zero average power, whereas a power signal has infinite energy. Here this article gives the information about difference between energy and power signal to know more details about it.
  • The signal having finite non zero power are called as power signal while the signal having a finite non zero energy are called as energy signal.
  • On the other hand a signal is refered as a energy signal, if and only if energy of the signal satisfies the condition 0 < E < ∞ and same way also referred to as a power signal, if and only if the average power of the signal satisfies the condition 0 < P < ∞. 
  • Example of power signal is sinusoidal, unit step etc while in energy signal are to be exponentially decaying or increasing signal.
  • Almost all the periodic signals in practice are power signals and almost all the non periodic signals are energy signals.
  • Power signals can exist over an infinite time. They are not time limited while  in energy signal exist over a short period of time. They are time limited.
  • Energy of a power signal is infinite but in power of an energy signal is zero.

Periodic and non periodic signals

Periodic signals :

  • A CT signal which repeats it self after a fixed time period is called as a periodic signal. The periodicity of a CT signal can be defined mathematically as follows :
x(t) = x(t+T0)
Where ; 
T= periodic of signal x(t) 

periodic signal are sine wave, cosine wave, square wave etc.

Periodic signal

Non periodic signals :
  • A CT signal which does not repeat itself after a fixed time period or does not repeat at all is called as a non periodic signal.
The non periodic signal do not satisfy the condition of periodicity stated in equation :

x(t) ≠  x(t+T0)

Sometimes it is said that an aperiodic signal has a periodic T = ∞. Figure shows a decaying exponential signal.

This exponential signal is non periodic but it is deteministic because we can mathematically express it as x(t) = e-É–t.
Non periodic signal

Digital signal processing based project

  • An automatic speaker recognition system
  • Area time efficient scaling free CORDIC using generalized micro rotation selection
  • Investigation in FIR filter to improve power efficiency and delay reduction
  • Design and implementation of adaptive filtering algorithm for noise cancellation in speech signal on FPGA
  • Fault-tolerant parallel filters based on error correction codes
  • Practical energy aware link adaption for MIMO-OFDM system
  • Maximize network topology lifetime using mobile node rotation
  • A reconfigurable smart sensor interface for industrial WSN in IoT environment
  • High throughput programmable systolic array FFT architecture and FPGA implementations
  • A reconfigurable overlapping FFT/IFFT filter for ECG signal de-noising
  • Subband adaptive filter for acoustic echo cancellation
  • FPGA based partial reconfigurable FIR filter design
  • Energy efficient spectrum access in cognitive radios
  • Radio interface evolution towards 5G and enhance local area communications
  • Power optimization of single precision floating point FET design using fully combinational circuits
  • Adaptive variable step size in LMS algorithm using evolutionary programming
  • Functional link adaptive filter for non linear acoustic echo cancellation
  • Design and FPGA implementation of linear FIR low pass filter based on Kaiser window
  • Low latency systolic Montgomery multiplier for finite field based on pentanomials
  • A review on FPGA based pulse processing system
  • An FPGA implementation of frequency output
  • Analysis and implementation of low cost FPGA based digital pulse width modulators
  • Achieving energy efficiency and reliability for data dissemination in duty cycle WSNs 
  • Joint virtual MIMO and data gathering for wireless sensor network

Basic signals

In signals and system, we need to use some standard or elementary signals. In this section, we will show some important standard signal graphically and express them mathematically.

Some of the standard continuous and discrete time signals are :
  • A DC signal
  • Unit step signal
  • Delta or unit impulse function
  • Sinusoidal signal
  • Exponential function
  • Signum function
  • Sinc function
A DC signal :

A DC signal is shown in the figure. As seen from the figure or waveform the amplitude A of a direct current signal remains constant independent of time.


A DC signal is x (t) = A  - ∞ < t <  ∞



Sinusoidal signal :

The sinusoidal signal includes sine and cosine signals.

Mathematically the can be represented as follows :

A sine signal   x(t) = A sin ωt = A sin (2∏ft )
Same way in a cosine signal   x(t) = A cos ωt = A sin (2∏ft )

Here = A = Amplitude 
ω = Angular frequency = 2∏f


Unit step signal :

The unit step signal is as shown in the figure. It has a constant amplitude of unity(1) for the zero of the positive value of time "t" . Whereas it has zero value for a negative value of t.

The unit step signal is mathematically represented as, 

Unit step signal called as    u (t) = 1  for t > 0
                                                   = 0  for t < 0




Signum function :

The signum function is as shown in figure. It is represented mathematically as follows :

sgn(t) =  1 for t > 0 
          = - 1  for t < 0 

Delta or unit impulse function :

The delta function is an extremely function used for the analysis of the communication system. The impulse response of a system is its response to a delta function applied at the input signal.

Delat function : = 0 for t ≠ 0 
 Unit ramp function :

A continuous time unit ramp signal is denoted by ramp called r (t). Mathematically it is expressed as, 

r (t) = t for t >= 0
         = 0 for t< 0




What is signal

A signal is basically an electrical or electromagnetic current that is used for carrying data from one device or network to another. It is a physical quantity. It varies with some dependent or independent variables. 

So term of Signal can be defines as "A physical quantity which contain some information and which is function of one or more independent variables."

A signal can be analog type or digital type. Signal basically one dimensional and two dimensional. In one dimensional signal the function depends on a signal variable, i.e. speech signal whose amplitude varies with time while in multi dimensional signal depends on two or more variables, i.e an image because it is horizontal and vertical co-ordinates. 

DSP application

In DSP stands for digital signal processing, the Signal definition can be defined as "A physical quantity which contain some more information and which is a function of one or more independent variables."Digital signal processing" takes real-world signal like audio, video, pressure, voice that have been digitized and then mathematically manipulate them. Mathematical processing based algorithm can be easily implemented using DSP. 

Space :
  • Space photograph enhancement
  • Data compression
  • Intelligent sensor analysis
Medical :
  • Electrocardiogram analysis
  • Medical image storage and retrieval
  • Diagnostic imagine (MRI,CT, Ultra sound etc)
Military application :
  • Radar
  • Sonar
  • Secure communication
Telephone :
  • Signal multiplexing
  • Filtering
  • Echo reduction
  • Video and data compression
Image and video :
  • Image and sound compression for Multimedia presentation
  • Movie special effect
  • Video conferencing calling
  • Noise suppression
  • Medical imaging
  • Bio-metric applications
Industrial :
  • CAD and design tools
  • Power line monitors
  • Robotics
  • Spectral analysis 
Communication and Audio :
  • Removal speech
  • Music applications
  • Envelope for audio files

LASER full form

What is the full form of LASER?


Answer :

  • Light Amplification By Stimulated Of Radiation 

What does LASER mean?


A LASER is one type of device that emits light through a process of optical amplification based on the stimulated emission of electromagnetic radiation. It emits an intense beam of coherent monochromatic light through a process of optical amplification based on the stimulated emission of photons.

It is an electronic device that produces light, actually electromagnetic radiation. This electromagnetic radiation is done through optical amplification.

LASER radiation has very special properties that make it used in different types of applications in daily life. It is used to manufacture a wide variety of electronic devices like CD ROMs, DVD players, barcode readers, etc.

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Application of electric drives

In many of the industrial application, an electric motor is one of the most important components. An electric motor is a most important part, it is an energy transmitting device and the working machine. Here this article gives the application of electric drives to know more details about it. 
  • A ceiling fan motor with regulator.
  • A motor and also have conveyor belt with material on its belt.
  • Food mixer without food is processed.
  • It is also used a large number of industrial as well as domestic application.
  • It is also used rolling mills, textile mills as well as some machine tools.
  • Some other application like pumps, robots, washing etc.
  • It can also use various traction like an electric train, electric buses, trams, trolleys, battery driven solar power vehicles.
  • Electric propulsion.
  • Cement kilns.
  • Elevators, escalators, and lift.
  • Automotive applications.
  • Spindles and servos.
  • Plant automation.

Difference between Bluetooth and Zigbee

Bluetooth technology is a wireless device system through which some electronic devices communicate with each other. It has features like a low cost, short range and also has less power consumption while in Zigbee network is a specification set of wireless protocols devices that have been designed for data transfer by the very low power device. So now let us check out the difference between Bluetooth and Zigbee to know more details about it.

Definition :
  • Bluetooth: It is wireless technology through which electronic devices communicate with each other. It can be used for the creation of a personal network that operates in the 2.4 GHz unlicensed band and with a range of 10 meters.
  • Zigbee: In Zigbee a specification for a set of wireless protocols that have been designed for data transfer by low-power devices. It is based on a format IEEE 802.15 standard. 
Origin :

  • Bluetooth: It launches in the year of 1994 by Swedish telecom giant Ericsson. It was named after a famous European unification king, Harald Blatant.
  • Zigbee: Devised in the year 1998. It is named after the movement of a honeybee.
Protocol update :
  • Bluetooth: Updated under versions like 2.0, 2.1, 3.0, 4.0 etc.
  • Zigbee : Zigbee and Zigbee pro.
Management :
  • Bluetooth: Bluetooth SIG (special interest group).
  • Zigbee: Managed by Zigbee alliance.
Network topology :

  • Bluetooth: In Bluetooth technology like Ad hoc and very small network.
  • Zigbee: While in Zigbee technology like Ad hoc, peer-to-peer, star, and mesh.
Protocol stack :
  • Bluetooth: 250 Kb.
  • Zigbee: < 32 Kb.
Range :
  • Bluetooth: 10-100 meters.
  • Zigbee : 30-100 meters.
Link rate :
  • Bluetooth: 1 Mbps.
  • Zigbee: 250 Kbps.
Air interface :
  • Bluetooth: FHSS.
  • Zigbee: DSSS.
Network join time :
  • Bluetooth: Long.
  • Zigbee: Short.
Usage :
  • Bluetooth: Frequently.
  • Zigbee: Unfrequented.
Battery :
  • Bluetooth: Reachable.
  • Zigbee: not reachable.
Battery life (days ) :
  • Bluetooth: 1-7.
  • Zigbee: 10-1000s.
A number of supported nodes:
  • Bluetooth:  7 (star).
  • Zigbee : 65536 (mesh).
Power requirement :
  • Bluetooth: 100 mA.
  • Zigbee: 10 mA.
Development cost :
  • Bluetooth: 1.
  • Zigbee: 0.5.
Sensitivity :
  • Bluetooth: -82 dBm.
  • Zigbee: -92 dbm.
Network size :
  • Bluetooth: 7.
  • Zigbee: Unlimited.
Typical network join time :
  • Bluetooth : 3 sec.
  • Zigbee: 30 milliseconds.
Success metrics :
  • Bluetooth: Cost Convenience
  • Zigbee: Reliability, power, cost.
Complexity :
  • Bluetooth: Complex.
  • Zigbee: Simple.
Physical layer standard :
  • Bluetooth: 802.15.1.
  • Zigbee: 802.15.4.
Application focus :
  • Bluetooth: Applications like cable replacement, mouse, wireless keyboard, headsets etc.
  • Zigbee: Applications like Monitoring control, SCADA system sensor, TV remote control, medical instrument etc.
System resources :
  • Bluetooth: 250+kB.
  • Zigbee: 4-32 kB.
Linking time :
  • Bluetooth: up to 10s.
  • Zigbee: 30ms.
Security :
  • Bluetooth: SAFER, 64-bit.
  • Zigbee : AES, 128 bit.
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Difference between 3G and 4G

We already know about what is 3G and What is 4G, the basic difference between 3G and 4G is the data transfer and signal quality. So here this article gives information about the difference between 3G and 4G to know more details about it.

Difference between 3G and 4G

Stand for :
  • 3G stands for third generations, 4G stands for fourth generations.
Decades :
  • 3G: 2000.
  • 4G: 2010.
Definition of 3G and 4G :
  • 3G: It is most commonly used for mobile communications standards that allow computers, mobile phones, and other portable electronic devices to access the internet wirelessly.
  • 4G: It is most commonly used for a mobile communication standard intended to replace 3G, allowing wireless internet access at a much higher speed compares to 3G.
Required band :
  • 3G: 1.8 - 2.5 GHz.
  • 4G: 2 - 8 GHz.
Speed :
  • 3G speeds are faster but 4G speed is much faster compared to 3G.
Bandwidth :
  • 3G: 5-20 MHz.
  • 4G: 100 MHz.
Technologies :
  • 3G: Technology is widespread.
  • 4G: Technologies are still on the horizon.
Data transfer rate :
  • 3G : 3.1 Mb/sec.
  • 4G : 100 Mb/sec.
Internet services :
  • In 3G is broadband, 4G is ultra-broadband.
Upload and download speed :
  • 3G Upload speed is - 5 Mbps, 3G Download speed - 100 Mbps.
  • 4G Upload speed is - 500 Mbps, 4G Download speed - 1 Gbps.
Switching method :
  • 3G is a mix of circuit and also have a packet switching network.
  • While 4G is the only packet switching network.
Network architecture :
  • 3G: Wide area network.
  • 4G: Hybrid network.
Mobile TV resolution : 
  • 3G: Low.
  • 4G: High.
Component require for design :
  • 3G: In 3G component require an optimized antenna, multiband different adapters.
  • 4G: In 4G component requires a smarter antenna, wideband radio, and software multi-lane.
IP :
  • 3G : In 3G a number of air link protocol including IP 5.0.
  • 4G: It requires all IP (IP 6.0 ).
Forward error correction :
  • 3G : Turbo codes.
  • 4G : Concatenated codes.
Applications :
  • 3G : CDMA 2000, UMTS, EDGE etc.
  • 4G : WiMAX and LTE advance.
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Difference between IGBT and BJT

IGBT is one type of power switching transistor which combines the advantages of MOSFET device and BJT transistor for the use in power supply and motor controlled circuit. Now let us check it out the information about the difference between IGBT and BJT to know more details about it.
  • First, let we check it out full form of IGBT and BJT. IGBT stands for insulated gate bipolar transistor, BJT stands for bipolar junction transistor.
  • Both have bipolar devices.
  • IGBT is driven by the gate voltage whereas BJT is a current-driven device.
  • BJT is made of an emitter, base, and collector three-terminal device whereas IGBT are known as emitter, collector and base.
  • IGBTs are better in power handling compared to BJT.
  • IGBT can be considered as a combination of BJT and FET devices.
  • IGBT has a complex device structure than BJT.
  • BJT has a long history as compared to IGBT.
  • Both of device IGBT and BJT has low ON-state voltage drop.
  • IGBT has voltage controlled, high input impedance device, and also has easier than current control of BJT.
  • IGBT has a shorter delay time relative to the BJT.
  • IGBT also have excellent forward and reverse blocking capabilities compare to BJT and also MOSFET.
  • IGBT can be easily controlled as compared to current-controlled devices called (BJT) in high voltage and high current applications.
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Difference between JFET and BJT

One of the major differences between JFET and BJT is that JFET is a unipolar device while BJT is a bipolar device. Here this article gives information about the difference between JFET and BJT to know more details about it.

Difference between JFET And BJT:

  • The JFET stands for junction field-effect transistor while BJT stands for the bipolar field-effect transistor.
  • JFET is a unipolar device, and BJT is a bipolar device.
  • JFET is the low noise level, BJT is the high noise level.
  • Booth JEFT and BJT are three-terminal devices. JEFT has three  terminals gate, drain, and source, BJT has three terminals, base, emitter, and collector
  • In JFET the operation depends on the control of a junction depletion under reverse bias while in BJT the operation depends on the injection of minority carrier across the forward bias junction.
  • JFET voltage control device while BJT is a current control device.
  • JFET is easily damaged by static, but BJT is robust.
  • JFET has better thermal stability but  BJT is less thermal stability.
  • JFET is a high input impedance, and BJT is a medium input impedance.
  • JFET has a high current gain device, and BJT has a low current gain device.
  • JFET has a low voltage gain device whereas BJT has a high voltage gain device.
  • JFET has a high output impedance, and BJT has a low output impedance.
  • JFET has a fast switching time whereas we talk about BJT, which has a medium switching time.
  • JFET is difficult to bias but BJT is easy to bias.
  • JFET is more expensive compared to BJT.
  • JFET is less noisy while BJT is much more noisy than FET.
  • JFET is a high-frequency response but in BJT frequency variation affects the performance.
  • Gain is characterized by trance-conductance using JFET, in BJT is characterized by voltage gain.
  • JFET has a small gain-bandwidth product while in BJT bandwidth is greater than FET.
  • JFET has no offset voltage, so it works better as a switch or chopper, BJT has always an offset voltage before switching.
  • BJT is bigger than FET.
  • JFET is preferred to the low voltage applications whereas BJT is preferred to low current applications.
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Difference between JFET and MOSFET

Before we learn about the difference between JFET and MOSFET first let we understand the full meaning of JFET and full meaning of MOSFET. Basically, JFET and MOSFET are types of FET which is a group of field effect transistor, devices the operation of which is connected with electrostatic modulation of conductivity between the source and drain. JFET and MOSFET both devices can be used as switches and amplifiers. Here this article gives information about the difference between JFETs and MOSFET to know more details about it.

Difference between JFET and MOSFET | JFET vs MOSFET

  • JFET called for junction field-effect transistor, MOSFET called for metal oxide semiconductor field-effect transistor.
  • JFET operated only depletion mode, MOSFET operates in both enhancement and depletion mode.
  • JFET has two P-N junctions, MOSFET has only one P-N junction.
  • JFET is three-terminal devices while MOSFET is four-terminal devices.
  • JFET does not form the capacitance at the channel but in MOSFET capacitor in between channel and gate.
  • JFET is a simple manufacturing process but MOSFET is a difficult manufacturing process.
  • JFET is a conductivity is a control by the reverse biasing of the gate whereas  MOSFET is conductivity is controlled by the carrier induced in the channel.
  • JEFT is a high input impedance while MOSFET is a very high input impedance.
  • JFET is a more flat characteristics curve while MOSFET has less flat characteristics curve.
  • JFET is normally ON the device, MOSFET is normally OFF devices.
  • MOSFET has a reverse body diode, In JFET has no reverse body diode. 
  • JFET is a high gate current while MOSFET is a low gate current.
  • JFET is a high drain current but MOSFET is a low drain current.
  • JFET gate is not insulated from the channel while MOSFET is insulated from the channel.
  • In the JFET channel and gate forms two P-N junctions but in the MOSFET channel and gate from two parallel capacitors.
  • In JFET signal handling capacity is less, in MOSFET signal handling capacity is more.
  • In JFET fabrication is complex and costly but in MOSFET has easy to fabricate and cheap.
  • JFET has a higher drain resistance compared to MOSFET.
  • Leakage current in MOSFET is less than to JFETs.
  • MOSFET is easier to construct and widely used compared to JFETs.
  • JFET is mostly used in low noise applications, MOSFET is mostly used in high noise applications.
  • JFET is power classification is more compared to MOSFET.
  • JFET is a gate margin of around 0.1 to 10 mA/v while in MOSFET has a gate margin around 0.1 to 20 mA/v.
  • JFET is less popular than MOSFET devices and also have MOSFET is widely used today than JFETs.

Difference between thyristor and diode

Both of the device diode and SCR are semiconductor devices with considered as N and P types semiconductor layers. A diode has two terminal called has anode and cathode terminal but in Thyristor have three terminal known as anode, cathode and gate terminal. Both these devices have application dependent advantages. Now let us check it out information about the difference between thyristor and diode to know more details about it.
  • Thyristor has four layers of them whereas diode has only two layers of the semiconductor device.
  • The thyristor can be considered as a pulse-controlled diode in analysis time. 
  • The thyristor can operate higher voltage and current compared to the diodes.
  • Thyristor has there three P-N junctions but in case of a diode is a semiconductor having only one P-N junction.
  • Thyristor has three terminal known as anode, cathode, and gate while diode has two terminal known as anode and cathode.
  • Thyristor works only in one direction while the diode can work in both directions.
  • Power handling capacity is better for SCRs than comparing to other diodes.
  • Basic symbol of the SCR is derived by adding a gate terminal to the symbol of the diode.
  • A diode is a combination of two semiconductors while SCR is a combination of two transistors.
  • A diode is always conducting if the input is given to it but SCR doesn't show this property there is some method to turn ON or to turn OFF to the SCR.
  • The thyristor can be used high current and high voltage application like temperature controller circuit,  battery charging system and energy lighting system while diode can be used logic gates, overall voltage protection, radio demodulation, and power conversion