Undergraduate Teaching 2019-20

Engineering Tripos Part IIA Project, GF3: Audio Modem, 2019-20

Engineering Tripos Part IIA Project, GF3: Audio Modem, 2019-20

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Leader

Dr J Sayir

Timing and Structure

Daily standardisation meetings (one delegate per group), online support via slack / zoom

Prerequisites

IB Paper 6 assumed (DFT!), 3F7 and/or 3F4 useful but not assumed

Aims

The aims of the course are to:

  • design a software modem that transmits files from one computer to another over the audio system (loudspeaker, microphone)
  • gain a practical understanding of modulation and coding by implementing them on real-world channels and data
  • gain a comprehensive view of all elements involved in communication systems, including several not taught in our lectures, e.g., synchronisation and channel estimation
  • deepen your understanding of the discrete Fourier transform (DFT) through the implementation of a Baseband-OFDM / DMT modulation system
  • learn to design software using a combination of Python and C, where the latter is only used for time-critical functions that are slow in Python

Content

Communications engineering can be a pain to convey to the general public because the border between abstract concepts and concrete products is hard to bridge: you design methods using math, sometimes test them in simulations, but they cannot become concrete without specialised hardware. Once the product is made, it's hard to point your finger and tell your friends "Here: I made this part of the product!". This project is different: you are to design a full modem for data transmission over audio, where files will be transmitted from one computer over its loudspeaker and received by another through its microphone. In a way, we are going back to the good old days of telephone modems where users could hear a painful string of beeps and squeaks when they transfered files, except that we will use state-of-the art modulation and coding techniques that did not exist back then, and achieve data rates and reliability no one has ever achieved before. 

The end product should be a working piece of software with the suggested name "Cambridge Audio Transfer" (cat logos and cat "meeows" to announce the start of transmission would be a nice finishing touch!) The software should use a variant of Orthogonal Frequency Division Multiplexing (OFDM) as its modulation, and possibly Low-Density Parity-Check (LDPC) codes as part of its coding. Groups will be organised into a "standardisation" body that will decide about the exact technical framework for the implementations, to ensure inter-operability between modems. 

Note that this is a real "project" in the sense that it is an open-ended undertaking whose outcomes differ from year to year and from group to group depending on who's participating, what technical decisions each group takes and on what framework the groups agree during standardisation meetings. If you are looking for a scritped exercise where the whole project is determined in advance and everyone does exactly the same, then this project may not be for you. The project will appeal to engineers who want the freedom to be creative and to find original solutions to problems. Those who approached the project with this mindset in past years have loved the project.

FORMAT

You will work in groups of 3. Initially, you will be guided as a group through multiple levels, from simple operations to more complex composite operations. Later it will be part of your assignment to find an appropriate task distribution that mixes parallel integratiion (you work on this part, I work on that part of the system) with vertical integration (how to dimension the overall system).

Week 1:      Quick & Dirty implementation phase

Complete the missing parts in a framework software. Students will be guided step by step through the process of implementing a DMT modulator and demodulator, and a LDPC encoder and decoder (with existing matrices) to work with provided basic channel estimation, equalisation, synchronisation to produce a first working modem. Aim to achieve successful transmission of a JPEG at low data rates with offline (recorded) transmission/reception

Week 2:      Optimisation phase

Perform channel measurements and capacity computations. Learn about unequal loading of constellations in OFDM, waterfilling optimisation, LDPC code design using density evolution and/or EXIT charts, irregular Repeat-Accumulate IRA codes, and/or Turbo codes.

Week 3:      Advanced implementation

Refine the DMT implementation, adapt channel equalisation, implement techniques to optimise the loading and power profiles. Design an LDPC weight polynomial and generate corresponding encoder and parity-check matrices. Implement an IRA encoder / decoder. Implement a Turbo encoder / decoder using convolutional codes. Start planning report.

Week 4:      Final refinements

Improve synchronisation, implement real-time channel estimation using pilot symbols, test transmission under various conditions (simulated channel, anechoic quiet outdoor scenario, indoor with echo, indoor with echo and interference.) Measure capacity, data rate and error rates achieved. Test transmission in restricted frequency ranges to emulate the regulatory masks that dictate the design of wireless systems. Write report.

 

Coursework

Coursework Due Date Marks
Standardisation contributions throughout project

20
(group)

Interim report (2 pages) Tuesday, 19 May, 4 pm 20
(individual)
Draft Final Report Friday, 29 May, end of day 0
Final demo and presentation Monday, 1 June, 9:15 am 10
(group)
Final report Thursday, 4 June, 4 pm 30
(indvidual)

 

Examination Guidelines

Please refer to Form & conduct of the examinations.

 
Last modified: 27/08/2020 15:10