MU Question Banks for EXTC Semester 6 - ANNFL , CCN, DIPMV and EMA. Summer exams 2025

Don’t panic over tough questions — break it down, write what you know, add a diagram, and move on.

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IMPs for ANNFL

1. What are the different types of Neural network architectures? OR What are the various types of neural network architectures? With a neat diagram, briefly discuss. the architecture.

2. Discuss linearly separable and linearly non-separable classification functions each with a graph.

3. What are the distinct applications and advantages of convolutional, recurrent, and generative neural networks in artificial neural network design?

4. With neat flow chart, describe the training algorithm for the Perceptron network.

5. Explain cross validation error based stopping criteria used in neural network training.

6. How does the generalized delta rule optimize weights in artificial neural networks, and what are its implications for learning efficiency?

7. Draw Hopfield network with four output nodes. List the steps involved in its testing algorithm. For an input vector ( 1 1 0 1 ),calculate the weight matrix. 

8. Discuss competitive learning with a flow chart. 

9. How does the Hopfield matrix facilitate associative memory recall in artificial neural networks, and what are its key properties?

10. What are Support Vectors in Support Vectors Machines (SVM)? How SVM differs from conventional classifiers?

    10,11,12 ......

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IMPS FOR CCN :

1. Compare star, bus and mesh Topology. OR Give comparison between Star, Mesh and Bus Topology. OR Differentiate between Bus Topology and Ring Topology.

2. Write a short note on DSL OR  Explain in brief DSL, and HFC. OR Explain in detail Digital Subscriber Line (DSL)

3. Analyze different types of ARQ methods OR  Explain Go-Back-N ARQ and Selective Repeat ARQ  OR Explain Selective Repeat ARQ. 

4. Explain in brief working of DHCP.  OR  Explain the transmission states of DHCP with a neat diagram. 

5. Explain HTTP protocol in detail.  OR  Explain in brief working of HTTP application layer protocol

6. Compare Telnet and SSH. OR Compare TELNET and SSH application layer protocol.

7. Write a short note on Congestion control in transport layer  OR  Explain congestion control techniques used in TCP. 

8. Explain how a connection is established, data transfer and connection termination happens in TCP using three-way handshaking

9. Write a short note on OSPF routing protocol OR  Explain in detail the Routing protocols OSPF.

10. Write a short note on Internet Control Message Protocol

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Heres a list of IMP topics for CCN :-

1. Applications of computer networks

2. networks. Network types: LAN, MAN, and WAN,Network topologies

3. Protocols and standards

   
   

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IMPS FOR DIPMV :

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2. What are the essential preprocessing steps in digital image processing for improved machine vision outcomes?

3. How do pixel relationships influence feature extraction and pattern recognition in digital image processing and machine vision algorithms?

4. State the basic steps in frequency domain filtering.

5. Explain the working of the following sharpening  spatial domain filters

   • The Laplacian

   • Unsharp Masking

   • High Boost Filtering

6. Compare Ideal, Butterworth and Gaussian Low Pass Filtering in frequency domain. OR Compare Ideal, Butterworth and Gaussian filtering. 

7. How does hole filling algorithms restore missing or corrupted regions in digital images for improved analysis in machine vision?

8. How do thinning and thickening operations modify binary images to enhance shape representation in digital image processing and machine vision?

9. State the principle of basic global thresholding

10. Explain the working of Canny Edge Detector. 

    
    
    
    

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IMPS FOR EMA

1. Derive continuity equation for electric fields. OR Derive the continuity equation. What is the use of this equation in electromagnetics?

2. Derive Maxwell’s equation in point form and integral form.

3. Define the terms near field and far field for antenna. OR Compare near field and far field radiation of the antenna.

4. Derive FRIIS Transmission Equation & Explain its Significance.

5. Write short note on parabolic reflector antenna. Describe feeding techniques of parabolic reflector array. 

6. Describe duct propagation.

7. Write a short note on Sky wave propagation

8. What are the key design principles for optimizing Yagi antennas in electromagnetics and antenna engineering?

9. Explain H-plane sectoral horn an antenna and describe various configurations of horn antenna.

10. How does the implementation of circular arrays benefit antenna planners in electromagnetics?

    
    

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PRIORITY MODULES FOR OS:-

P1 - Module No.2 | Electromagnetic Field and Maxwell’s Equations

P2 - Module No.3 | Basic of Antennas

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