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." IMPs for ANNFL 1. What are the different types of Neural network architectures…
These questions have been filtered by reviewing recurring question patterns across recent university examinations. Focus on understanding the fundamental definitions, block diagrams, and mathematical formulations before diving into optional modules.
Always draw clean labelled diagrams to secure 40% of standard question weightage.
Write answers in structured bullet points rather than dense paragraphs for fast evaluation.
Explicitly write given data, formula, and units to maximize partial credit in numericals.
"Don't panic over tough questions — break it down, write what you know, add a diagram, and move on."
IMPs for ANNFL
- What are the different types of Neural network architectures? With a neat diagram, briefly discuss the architecture.
- Discuss linearly separable and linearly non-separable classification functions each with a graph.
- What are the distinct applications and advantages of convolutional, recurrent, and generative neural networks in artificial neural network design?
- With neat flow chart, describe the training algorithm for the Perceptron network.
- Explain cross validation error based stopping criteria used in neural network training.
- How does the generalized delta rule optimize weights in artificial neural networks, and what are its implications for learning efficiency?
- 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.
- Discuss competitive learning with a flow chart.
- How does the Hopfield matrix facilitate associative memory recall in artificial neural networks, and what are its key properties?
- What are Support Vectors in Support Vectors Machines (SVM)? How SVM differs from conventional classifiers?
IMPs for CCN
- Compare star, bus and mesh Topology.
- Write a short note on DSL. Explain in brief DSL, and HFC.
- Analyze different types of ARQ methods. Explain Go-Back-N ARQ and Selective Repeat ARQ.
- Explain in brief working of DHCP. Explain the transmission states of DHCP with a neat diagram.
- Explain HTTP protocol in detail.
- Compare Telnet and SSH.
- Write a short note on Congestion control in transport layer. Explain congestion control techniques used in TCP.
- Explain how a connection is established, data transfer and connection termination happens in TCP using three-way handshaking.
- Write a short note on OSPF routing protocol.
- Write a short note on Internet Control Message Protocol
IMP Topics for CCN:
- Applications of computer networks
- Network types: LAN, MAN, and WAN; Network topologies
- Protocols and standards
IMPs for DIPMV
- What are the essential preprocessing steps in digital image processing for improved machine vision outcomes?
- How do pixel relationships influence feature extraction and pattern recognition in digital image processing and machine vision algorithms?
- State the basic steps in frequency domain filtering.
- Explain the working of sharpening spatial domain filters: The Laplacian, Unsharp Masking, High Boost Filtering.
- Compare Ideal, Butterworth and Gaussian Low Pass Filtering in frequency domain.
- How does hole filling algorithms restore missing or corrupted regions in digital images for improved analysis in machine vision?
- How do thinning and thickening operations modify binary images to enhance shape representation in digital image processing and machine vision?
- State the principle of basic global thresholding
- Explain the working of Canny Edge Detector.
IMPs for EMA
- Derive continuity equation for electric fields. What is the use of this equation in electromagnetics?
- Derive Maxwell's equation in point form and integral form.
- Define the terms near field and far field for antenna. Compare near field and far field radiation of the antenna.
- Derive FRIIS Transmission Equation & Explain its Significance.
- Write short note on parabolic reflector antenna. Describe feeding techniques of parabolic reflector array.
- Describe duct propagation.
- Write a short note on Sky wave propagation
- What are the key design principles for optimizing Yagi antennas in electromagnetics and antenna engineering?
- Explain H-plane sectoral horn antenna and describe various configurations of horn antenna.
- How does the implementation of circular arrays benefit antenna planners in electromagnetics?
Priority Modules for EMA:
- P1 - Module No. 2 | Electromagnetic Field and Maxwell's Equations
- P2 - Module No. 3 | Basic of Antennas
How to Score 9+ Pointer in IMP Topics for CCN:
University evaluators grade hundreds of papers per day. Following this systematic 4-step checklist ensures your answer sheet stands out:
Master High-Frequency Modules First
Analyze which 3 modules carry 60%+ of the total marks in Mumbai University (MU). Solve every previous year question from these modules.
Emphasize Visual Elements
Always allocate space for circuit diagrams, architecture flowcharts, state transition diagrams, or comparison tables. Evaluators award marks quickly for correct visual representations.
Write Clear Comparison Tables
For questions asking to “Differentiate between X and Y”, always construct a table with at least 5 to 6 distinct comparison parameters (e.g. Definition, Speed, Complexity, Applications).
Practice Timed Writing
Allocate 1.5 minutes per mark (e.g. maximum 15 minutes for a 10-mark question). This leaves at least 15 minutes at the end of the examination for final verification and underline key results.
Need complete solved solutions & notes?
Access chapter-wise Bh.Notes, Question Banks, and Solved Papers.
Frequently Asked Questions (FAQ)
Q: Are these important questions (IMPs) enough to prepare for IMP Topics for CCN: MU exams?
Yes, these high-priority IMP questions are curated by analyzing 5+ years of university question papers, marking patterns, and syllabus module weightage. Practicing these questions thoroughly gives you strong conceptual coverage of the highest scoring topics.
Q: How can I score maximum marks in IMP Topics for CCN: theory and numerical questions?
To maximize marks in university examinations: 1) Always begin with a neat, labelled diagram or flowchart where applicable. 2) Structure answers in concise bullet points with clear subheadings. 3) Write standard definitions, assumptions, and formulas. 4) For numerical problems, write given data, state formulas, show step-by-step substitution, and highlight the final answer with proper units.
Q: Where can I get complete solved notes, Bh.Papers, and syllabus question banks?
You can access complete chapter-wise notes, solved university past papers, and comprehensive study materials across all semesters and branches directly on the Brainheaters platform. Check out the Study Materials hub to get started.
Q: How are Brainheaters question banks and study materials curated?
Brainheaters materials are curated and reviewed by university subject matter experts, professors, and top-ranking alumni. Every guide is vetted to align with the latest revised university engineering syllabus.
Brainheaters Academic Verification & Quality Standards
This guide was researched and compiled by Ishita Raikar and reviewed by the Brainheaters Engineering Academic Board. All topics and questions are verified against the official university syllabus patterns for Mumbai University (MU). To report an update or suggest additional subject topics, reach out to our academic team at support@brainheaters.in.
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