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Digital Communication (4341102) - Summer 2023 Solution

20 mins· ·
Study-Material Solutions Digital-Communication 4341102 2023 Summer
Milav Dabgar
Author
Milav Dabgar
Experienced lecturer in the electrical and electronic manufacturing industry. Skilled in Embedded Systems, Image Processing, Data Science, MATLAB, Python, STM32. Strong education professional with a Master’s degree in Communication Systems Engineering from L.D. College of Engineering - Ahmedabad.
Table of Contents

Question 1(a) [3 marks]
#

Define signal and give its classification.

Answer: A signal is a physical quantity that varies with time, space, or any other independent variable and contains information.

Classification of Signals:

Classification CriteriaTypes of Signals
Time DomainContinuous-time signals, Discrete-time signals
AmplitudeAnalog signals, Digital signals
NatureDeterministic signals, Random signals
SymmetryEven signals, Odd signals
Energy/PowerEnergy signals, Power signals

Mnemonic: “CADEN” (Continuous/Discrete, Analog/Digital, Deterministic/Random, Even/Odd, Energy/Power)

Question 1(b) [4 marks]
#

Explain continuous and discrete time signals.

Answer:

Continuous-time SignalsDiscrete-time Signals
Defined for all values of timeDefined only at specific time instants
Represented as x(t)Represented as x[n] or x(nT)
Example: Analog signals like sinusoidal waveExample: Digital signals like sampled speech
Continuous curve on graphSeries of points on graph
Processing requires analog circuitsProcessing can be done with digital processors

Diagram:

graph LR
    A[Signals] --> B[Continuous-time]
    A --> C[Discrete-time]
    B --> D[Defined for all t]
    C --> E[Defined at specific instants nT]
    D --> F[Example: sin(t)]
    E --> G[Example: sin(nT)]

Mnemonic: “CAD” - Continuous signals are Analog and Defined for all time; Discrete signals are digital and defined at specific points.

Question 1(c) [7 marks]
#

Explain Unit Impulse and Unit Step function.

Answer:

Unit Impulse Function (δ(t))Unit Step Function (u(t))
Infinitely high at t=0, zero elsewhereValue is 1 for t≥0, 0 for t<0
Area under curve = 1Integral gives ramp function
Used to represent instantaneous eventsUsed to represent sudden transitions
Mathematical basis for LTI system analysisUsed for system response analysis
Laplace transform = 1Laplace transform = 1/s

Diagram:

UInmiptulse-1δ(0t)1Artea=1USFntuientpction-u1(t)01t

Properties:

  • Sampling property: ∫f(t)δ(t-t₀)dt = f(t₀)
  • Unit step is integral of impulse: u(t) = ∫δ(τ)dτ from -∞ to t
  • Impulse is derivative of unit step: δ(t) = du(t)/dt

Mnemonic: “SHARP-FLAT” - Impulse is Sharp and momentary; Step is Flat and persistent.

Question 1(c) OR [7 marks]
#

Explain block diagram of digital communication system.

Answer:

Block Diagram of Digital Communication System:

flowchart LR
    A[Source] --> B[Source Encoder]
    B --> C[Channel Encoder]
    C --> D[Digital Modulator]
    D --> E[Channel]
    E --> F[Digital Demodulator]
    F --> G[Channel Decoder]
    G --> H[Source Decoder]
    H --> I[Destination]

Explanation:

BlockFunction
SourceGenerates the message to be transmitted
Source EncoderConverts message to digital form, removes redundancy
Channel EncoderAdds controlled redundancy for error detection/correction
Digital ModulatorMaps digital bits to signals suitable for transmission
ChannelPhysical medium through which signal travels
Digital DemodulatorRecovers digital data from received signal
Channel DecoderDetects/corrects errors using added redundancy
Source DecoderReconstructs original message from received bits
DestinationReceives the transmitted message

Mnemonic: “SECDCSD” - “Seven Engineers Can Design Communication Systems Diligently”

Question 2(a) [3 marks]
#

A signal has a bit rate of 8000 bit/second and a baud rate of 1000 baud. How many data elements are carried by each signal element?

Answer:

Number of data elements (bits) per signal element: = Bit rate ÷ Baud rate = 8000 bits/second ÷ 1000 baud = 8 bits/signal element

Table:

ParameterValueRelation
Bit rate8000 bits/secGiven
Baud rate1000 baudGiven
Bits/signal8 bitsBit rate ÷ Baud rate

Mnemonic: “Bits Divided By Bauds” (BDBB)

Question 2(b) [4 marks]
#

Explain Energy and power signals.

Answer:

Energy SignalsPower Signals
Finite total energyInfinite total energy but finite average power
Zero average powerNon-zero average power
E = ∫|x(t)|²dt (finite)P = lim(T→∞) 1/2T ∫|x(t)|²dt (finite)
Examples: Pulse, Decaying exponentialExamples: Sine wave, Square wave
Localized in timeExist for all time

Diagram:

graph TD
    A[Signals] --> B[Energy Signals]
    A --> C[Power Signals]
    B --> D[Finite Energy]
    B --> E[Zero Average Power]
    C --> F[Infinite Energy]
    C --> G[Finite Average Power]
    D --> H[Example: Pulse]
    G --> I[Example: Sine Wave]

Mnemonic: “FEZIL” - Finite Energy is Zero in Long-term; Power signals are Infinite in Length

Question 2(c) [7 marks]
#

Explain the block diagram of FSK modulator and de-modulator with waveform.

Answer:

FSK Modulator and Demodulator:

flowchart LR
    subgraph Modulator
        A[Digital Input] --> B[Voltage Controlled Oscillator]
        B --> C[FSK Output]
    end
    subgraph Demodulator
        D[FSK Input] --> E[Bandpass Filter 1\nFrequency f1]
        D --> F[Bandpass Filter 2\nFrequency f2]
        E --> G[Envelope Detector 1]
        F --> H[Envelope Detector 2]
        G --> I[Comparator]
        H --> I
        I --> J[Digital Output]
    end

Waveforms:

DFRRDiSeeigKccgieeitOiitauvvalteelpddIuOntaaup:tttuptBBu:fPPt1FF:12::00\_MffM21_MM_1MM1MMf_/fM2_\1M__/M__\M__0/__0\__Mff_M21_M_MM_1MM1_MMf__/fM2__\1M__/M_\__0/_0\_f_1_

Key Principles:

  • Bit 0: Transmitted as frequency f₁
  • Bit 1: Transmitted as frequency f₂
  • Demodulation: Uses bandpass filters to separate frequencies
  • Detection: Envelope detectors recover the digital signal

Mnemonic: “FIST” - Frequency Is Shifted for Transmission

Question 2(a) OR [3 marks]
#

A signal carries 4 bit/signal elements. If 1000 signal elements sent per second. Find the bit rate.

Answer:

Bit rate = Number of bits per signal element × Signal elements per second Bit rate = 4 bits/signal element × 1000 signal elements/second Bit rate = 4000 bits/second

Table:

ParameterValueRelation
Bits per symbol4Given
Symbol rate1000 symbols/secGiven
Bit rate4000 bits/secBits/symbol × Symbol rate

Mnemonic: “BBS” - Bit rate equals Bits per symbol times Symbol rate

Question 2(b) OR [4 marks]
#

Explain Even and Odd signals.

Answer:

Even SignalsOdd Signals
Symmetric around y-axisAnti-symmetric around y-axis
x(-t) = x(t)x(-t) = -x(t)
Example: cos(t)Example: sin(t)
Fourier transform is realFourier transform is imaginary
Sum of even signals is evenSum of odd signals is odd

Diagram:

EvenSignalx(t)OddSignalx(t)

Properties:

  • Any signal can be expressed as sum of even and odd components
  • Even component: x₁(t) = [x(t) + x(-t)]/2
  • Odd component: x₂(t) = [x(t) - x(-t)]/2

Mnemonic: “SAME-FLIP” - Even signals are the SAME when flipped; Odd signals FLIP their sign.

Question 2(c) OR [7 marks]
#

Explain the block diagram of QPSK modulator and de-modulator with constellation diagram.

Answer:

QPSK Modulator and Demodulator:

flowchart LR
    subgraph Modulator
        A[Binary Input] --> B[Serial to Parallel\nConverter]
        B --> C[Even Bits]
        B --> D[Odd Bits]
        C --> E[Multiplier]
        D --> F[Multiplier]
        G[cos(2πft)] --> E
        H[sin(2πft)] --> F
        E --> I[Summer]
        F --> I
        I --> J[QPSK Output]
    end

    subgraph Demodulator
        K[QPSK Input] --> L[Multiplier 1]
        K --> M[Multiplier 2]
        N[cos(2πft)] --> L
        O[sin(2πft)] --> M
        L --> P[Integrator 1]
        M --> Q[Integrator 2]
        P --> R[Decision Device 1]
        Q --> S[Decision Device 2]
        R --> T[Parallel to Serial\nConverter]
        S --> T
        T --> U[Binary Output]
    end

Constellation Diagram:

0111Q0100I

Key Characteristics:

  • Input: 2 bits determine each symbol
  • Phases: 4 phases (0°, 90°, 180°, 270°)
  • Bits to phases:
    • 00: 45°
    • 01: 135°
    • 11: 225°
    • 10: 315°
  • Bandwidth efficiency: 2 bits per symbol

Mnemonic: “QUADrature” - 4 phases for 4 possible 2-bit combinations

Question 3(a) [3 marks]
#

Explain the working of ASK modulator with block diagram and output waveforms.

Answer:

ASK Modulator Block Diagram:

flowchart LR
    A[Digital Input] --> B[Multiplier]
    C[Carrier Generator\nsin(2πft)] --> B
    B --> D[ASK Output]

Waveforms:

DCAiaSgrKirtiOaeulrt:pIuntp:ut:00_11_____00_11____00

Working Principle:

  • Digital 1: Carrier signal is transmitted
  • Digital 0: No signal (or low amplitude) is transmitted
  • Output amplitude varies with input digital signal

Mnemonic: “ASKY” - Amplitude Switches the Carrier? Yes!

Question 3(b) [4 marks]
#

Draw the constellation diagram of 8-PSK and 16-QAM.

Answer:

8-PSK Constellation Diagram:

011110110001Q000000110101I

16-QAM Constellation Diagram:

QI

Key Differences:

  • 8-PSK: 8 symbols, equal amplitude, phases at 45° intervals
  • 16-QAM: 16 symbols, varying amplitudes and phases

Mnemonic: “P-Phase Q-Quantity” - PSK varies Phase only; QAM varies both amplitude (Quantity) and phase

Question 3(c) [7 marks]
#

Draw the ASK and FSK modulation waveform for the sequence of 1100101101.

Answer:

Modulation Waveforms:

BCAFiaSSnrKKarriOOyeuurttI:ppnuupttu::t:11M1fM2M11M1fM2M00M0fM1M00M0f_/1_\_11/1f_\2_/00\0f/1M11M1fM2_M_11M1f_/2_\_00/0f\1/11\1f/2MMMMMMMMMM

Key Characteristics:

  • ASK: Carrier present for bit 1, absent for bit 0
  • FSK: Higher frequency (f₂) for bit 1, lower frequency (f₁) for bit 0

Table of Modulation Methods:

ModulationBit 0Bit 1Parameter Varied
ASKZero or low amplitudeHigh amplitudeAmplitude
FSKFrequency f₁Frequency f₂Frequency

Mnemonic: “AFRO” - Amplitude For 1, Remove for 0 (ASK); Frequency Rises for 1, Off-peak for 0 (FSK)

Question 3(a) OR [3 marks]
#

Explain the working of PSK modulator with block diagram and output waveforms.

Answer:

PSK Modulator Block Diagram:

flowchart LR
    A[Digital Input] --> B[Polar Converter\n0→-1, 1→+1]
    B --> C[Multiplier]
    D[Carrier Generator\nsin(2πft)] --> C
    C --> E[PSK Output]

Waveforms:

DCPiaSgrKirtiOaeulrt:pIuntp:ut:01800°_10°1__1_08_0_0°01°_1__1_8_00°0

Working Principle:

  • Digital 1: Carrier signal with 0° phase
  • Digital 0: Carrier signal with 180° phase (inverted)
  • Amplitude remains constant, only phase changes

Mnemonic: “PSKIT” - Phase Shift Keeps Information True

Question 3(b) OR [4 marks]
#

Draw the MSK modulation waveform for the sequence of 1101001101.

Answer:

MSK Modulation Waveform:

BMiSnKarOyutIpnuptu:t:111/1M_M_0M0_M_M_1\1/\0/0MM_0M0_M_M_1\1_/\1/1\/0\0/M1M1MMM

Characteristics of MSK:

  • Continuous phase transitions (no phase jumps)
  • Frequency shifts between f₁ and f₂
  • Minimum frequency separation: Δf = 1/(2T)
  • Smoother transitions than FSK

Table:

FeatureMSK Characteristic
Phase continuityContinuous, no abrupt changes
Frequency deviationMinimum possible (1/2T)
Spectral efficiencyBetter than conventional FSK
Bandwidth1.5 times bit rate

Mnemonic: “MINIMUM SMOOTH” - MSK uses Minimum frequency separation with Smooth transitions

Question 3(c) OR [7 marks]
#

Draw BPSK and QPSK modulation waveform for 1100101011.

Answer:

BPSK and QPSK Modulation Waveforms:

BBQQQiPPPPnSSSSaKKKKryO(((uIQcItonpccmpuhhbutaait:nnn:nneeedll))):::10111°11110°00/0000M01M8M00M_°M_111\1_1800/0_0\_°/0\0/°00M0111M11M_8M_00M_°\_11/1_1011\1°/\11/80°0°0°

Key Differences:

  • BPSK: 1 bit per symbol, 2 phases (0° and 180°)
  • QPSK: 2 bits per symbol, 4 phases (45°, 135°, 225°, 315°)
  • QPSK Pairs: 00, 01, 10, 11 map to different phases

Table:

ModulationBits/SymbolNumber of PhasesBandwidth Efficiency
BPSK121 bit/Hz
QPSK242 bits/Hz

Mnemonic: “ONE-TWO” - ONE bit for BPSK, TWO bits for QPSK

Question 4(a) [3 marks]
#

Encode the data using Huffman code for below probability sequence. P = { 0.4, 0.2, 0.2, 0.1, 0.1}

Answer:

Huffman Coding Process:

SymbolProbabilityHuffman Code
A0.40
B0.210
C0.211
D0.1110
E0.1111

Huffman Tree:

[0.2][[00C..:141]]1[D0[:.016.1]20[[]10[..002.]]1][B0:E.1:401]11A:0

Mnemonic: “Higher Probability Means Shorter Code”

Question 4(b) [4 marks]
#

Define Probability and Entropy.

Answer:

ConceptDefinitionFormulaSignificance
ProbabilityMeasure of likelihood of an event occurringP(A) = Number of favorable outcomes / Total number of possible outcomesUsed to model uncertainty in communication
EntropyMeasure of uncertainty or randomness in a systemH(X) = -∑ P(xi) log₂ P(xi)Indicates average information content

Key Characteristics:

  • Probability Range: 0 ≤ P(A) ≤ 1
  • Entropy Units: Bits (using log₂)
  • Maximum Entropy: When all events are equally likely
  • Minimum Entropy: When outcome is certain (probability = 1)

Mnemonic: “PURE” - Probability Underpins Randomness Estimation

Question 4(c) [7 marks]
#

Explain CDMA technique in detail.

Answer:

CDMA (Code Division Multiple Access):

flowchart LR
    A[User Data] --> B[Spreading\nwith Unique Code]
    B --> C[Modulation]
    C --> D[Transmission]
    D --> E[Reception]
    E --> F[Demodulation]
    F --> G[Despreading with\nMatching Code]
    G --> H[Original User Data]

Table of CDMA Characteristics:

FeatureDescription
Access MethodMultiple users share same frequency and time
SeparationUsers distinguished by unique spreading codes
Spreading CodesOrthogonal or pseudo-orthogonal sequences
Processing GainRatio of spread bandwidth to original bandwidth
Multiple AccessUses code space rather than frequency or time division
Interference RejectionInherent ability to reject narrowband interference

Key Advantages:

  • Capacity: Higher than FDMA/TDMA in many scenarios
  • Security: Inherent encryption through spreading codes
  • Multipath Rejection: Rake receivers can combine multipath components
  • Soft Handoff: Mobile can communicate with multiple base stations

Mnemonic: “CODES” - Capacity Optimized with Direct-sequence Encoding Schemes

Question 4(a) OR [3 marks]
#

Encode the data using Shanon Fano code for below probability sequence. P = { 0.5, 0.25, 0.125, 0.125}

Answer:

Shannon-Fano Coding Process:

SymbolProbabilityShannon-Fano Code
A0.50
B0.2510
C0.125110
D0.125111

Shannon-Fano Tree:

[0.5]A[[01..205[]]0C.o[B1d02e.5:5]1]1C0[0.25][C0o.d1e2:51]11D

Mnemonic: “Split For Optimum” - Shannon-Fano splits groups for optimum coding

Question 4(b) OR [4 marks]
#

Define Information and Channel Capacity.

Answer:

ConceptDefinitionFormulaSignificance
InformationMeasure of reduction in uncertaintyI(x) = -log₂ P(x)Less probable events carry more information
Channel CapacityMaximum rate at which information can be transmitted with arbitrarily small errorC = B log₂(1 + S/N)Fundamental limit of reliable communication

Key Points:

  • Information Units: Bits (using log₂)
  • Channel Capacity Units: Bits per second
  • Factors Affecting Capacity:
    • Bandwidth (B)
    • Signal-to-Noise Ratio (S/N)

Mnemonic: “INCHES” - Information Numerically Calculated, Hopping through Efficient Shannon limit

Question 4(c) OR [7 marks]
#

Explain TDMA technique in detail.

Answer:

TDMA (Time Division Multiple Access):

flowchart LR
    A[User 1] --> B[Time Slot 1]
    C[User 2] --> D[Time Slot 2]
    E[User 3] --> F[Time Slot 3]
    G[User 4] --> H[Time Slot 4]
    B --> I[Multiplexer]
    D --> I
    F --> I
    H --> I
    I --> J[Transmission Channel]
    J --> K[Demultiplexer]
    K --> L[Time Slot 1]
    K --> M[Time Slot 2]
    K --> N[Time Slot 3]
    K --> O[Time Slot 4]
    L --> P[User 1]
    M --> Q[User 2]
    N --> R[User 3]
    O --> S[User 4]

Table of TDMA Characteristics:

FeatureDescription
Access MethodMultiple users share same frequency at different time slots
Frame StructureTime divided into frames, frames into slots
Guard TimeShort periods between slots to prevent overlap
SynchronizationPrecise timing required between transmitter and receiver
EfficiencyHigh spectrum utilization
Power ConsumptionTransmitter on only during assigned slots

TDMA Frame Structure:

UTsSe1r1UTsSe2r2UTsSe3r3UTsSeT4rD4MAUTsFSer1ra1meUTsSe2r2UTsSe3r3UTsSe4r4

Mnemonic: “TIME” - Transmission In Measured Epochs

Question 5(a) [3 marks]
#

Explain T1 carrier system.

Answer:

T1 Carrier System:

CharacteristicSpecification
Data Rate1.544 Mbps
Channels24 voice channels
Voice Sampling8000 samples/second
Sample Size8 bits per sample
Frame Size193 bits (24×8 + 1)
Frame Rate8000 frames/second

T1 Frame Structure:

F1Ch81Ch82Ch83T1FrCah8m2e419F13biCth8s1)Ch82

Mnemonic: “T1-24-8-8” - T1 has 24 channels, 8 bits, 8kHz

Question 5(b) [4 marks]
#

Explain Time Division Multiplexing technique (TDM) in detail.

Answer:

Time Division Multiplexing (TDM):

flowchart LR
    A[Signal 1] --> E[Multiplexer]
    B[Signal 2] --> E
    C[Signal 3] --> E
    D[Signal 4] --> E
    E --> F[Transmission Channel]
    F --> G[Demultiplexer]
    G --> H[Signal 1]
    G --> I[Signal 2]
    G --> J[Signal 3]
    G --> K[Signal 4]

Table of TDM Characteristics:

FeatureDescription
PrincipleMultiple signals share a single channel by taking turns
Time AllocationEach signal assigned a fixed time slot
SynchronizationPrecise timing required between multiplexer and demultiplexer
InterleavingSamples from different sources interleaved in time
TypesSynchronous TDM and Asynchronous (Statistical) TDM

TDM Frame Structure:

S1|S2|S3|S4|TSD1M|FrSa2me|S3|S4|

Mnemonic: “TWIST” - Time Windows Interleaving Signals Together

Question 5(c) [7 marks]
#

Explain security components of information security in detail.

Answer:

Information Security Components:

graph TD
    A[Information Security] --> B[Confidentiality]
    A --> C[Integrity]
    A --> D[Availability]
    B --> E[Encryption]
    B --> F[Access Control]
    C --> G[Digital Signatures]
    C --> H[Hashing]
    D --> I[Redundancy]
    D --> J[Backup Systems]

Table of Security Components:

ComponentDescriptionImplementation Methods
ConfidentialityEnsuring information is accessible only to authorized usersEncryption, Access control, Authentication
IntegrityMaintaining accuracy and consistency of dataDigital signatures, Hashing, Checksums
AvailabilityEnsuring information is accessible when neededRedundancy, Backup systems, Disaster recovery
AuthenticationVerifying identity of usersPasswords, Biometrics, Digital certificates
Non-repudiationPreventing denial of sending/receiving informationDigital signatures, Audit trails

Common Security Threats:

  • Malware: Viruses, worms, trojans, ransomware
  • Social Engineering: Phishing, pretexting
  • Man-in-the-Middle Attacks: Intercepting communications
  • Denial-of-Service: Preventing legitimate access

Mnemonic: “CIA” - Confidentiality, Integrity, Availability

Question 5(a) OR [3 marks]
#

Explain E1 carrier system.

Answer:

E1 Carrier System:

CharacteristicSpecification
Data Rate2.048 Mbps
Channels32 time slots (30 voice + 2 signaling)
Voice Sampling8000 samples/second
Sample Size8 bits per sample
Frame Size256 bits (32×8)
Frame Rate8000 frames/second

E1 Frame Structure:

TS80TS81TS82ET1S81F5rameTS8(12656bTiS8t1s7)TS831

Special Time Slots:

  • TS0: Frame alignment signal
  • TS16: Signaling channel

Mnemonic: “E1-32-8-8” - E1 has 32 channels, 8 bits, 8kHz

Question 5(b) OR [4 marks]
#

Explain Frequency Division Multiplexing technique (FDM) in detail.

Answer:

Frequency Division Multiplexing (FDM):

flowchart LR
    A[Signal 1] --> B[Modulator 1\nf1]
    C[Signal 2] --> D[Modulator 2\nf2]
    E[Signal 3] --> F[Modulator 3\nf3]
    G[Signal 4] --> H[Modulator 4\nf4]
    B --> I[Combiner/Mixer]
    D --> I
    F --> I
    H --> I
    I --> J[Transmission Channel]
    J --> K[Filters/Separators]
    K --> L[Demodulator 1\nf1]
    K --> M[Demodulator 2\nf2]
    K --> N[Demodulator 3\nf3]
    K --> O[Demodulator 4\nf4]
    L --> P[Signal 1]
    M --> Q[Signal 2]
    N --> R[Signal 3]
    O --> S[Signal 4]

Table of FDM Characteristics:

FeatureDescription
PrincipleMultiple signals share a single channel by using different frequency bands
Guard BandsUnused frequency bands between channels to prevent interference
Channel BandwidthEach signal allocated a specific frequency range
ImplementationUses modulators to shift signals to different frequency bands
ApplicationsRadio broadcasting, television, cable systems

FDM Spectrum:

PowerCh1GBCh2GBCh3GBCh4Frequency

Mnemonic: “FROG” - FRequencies Organized with Gaps

Question 5(c) OR [7 marks]
#

Explain concept and key features of Internet of Things (IoT).

Answer:

Internet of Things (IoT) Concept:

graph TD
    A[Internet of Things] --> B[Connected Devices]
    A --> C[Data Collection]
    A --> D[Data Analytics]
    A --> E[Automation]
    B --> F[Sensors]
    B --> G[Actuators]
    C --> H[Cloud Storage]
    D --> I[AI/Machine Learning]
    E --> J[Smart Applications]

Table of IoT Key Features:

FeatureDescription
ConnectivityDevices connected to internet and each other
IntelligenceSmart processing, decision-making capabilities
SensingGathering data from environment through sensors
ExpressingTaking actions through actuators
Energy EfficiencyLow power consumption for battery-operated devices
SecurityProtection against unauthorized access and attacks
ScalabilityAbility to add more devices to the network

IoT Architecture Layers:

DDDaaaAtttPpaaaeprlAPTcinrrecaoapalcnttyesiitspooisonncirsntg

IoT Applications:

  • Smart homes and buildings
  • Healthcare monitoring
  • Industrial automation
  • Smart cities
  • Agriculture monitoring
  • Supply chain management

Mnemonic: “CASED” - Connected, Automated, Sensing, Expressing, Data-driven

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