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    DOCTORAL TRAINING CENTRE

    PHOTONIC SYSTEMS DEVELOPMENT

    COURSESHANDBOOK

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    On completion of the module students should:

    Be able to explain basic principles of quantum mechanics;

    Understand how wave phenomena of electrons can be predicted;

    Understand the origin of band structure in solids;Appreciate how nanoscale engineering allows for wave based electronic devices

    to be realised;

    Prepare for design and research in solid state electronic/opto-electronic devices.

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    Module 4G1 - Systems Biology

    Leader: Dr G Vinnicombe

    Timing: Lent Term

    Prerequisites: None

    Structure: 16 lectures (including 2 examples classes and 1 seminar

    Assessment: Material / Format / Timing / MarksLecture Syllabus / Coursework 100 %

    AIMS

    The course covers topics in machine learning and Markov proceses with application

    to examples from biology. No background in biology is assumed.

    The aims of this modules are to:

    Illustrate the approaches which are taken to decipher the genetic information

    encoded in genomes

    Demonstrate how evolutionary origin can be inferred from genome analysis

    Consider the advantages and limitations of the use of aray technology to study gene

    expression

    Illustrate how mathematical approaches can be used to study regulatory networks

    At the end of the course students will:

    Have developed an understanding of methodologies currently used for genome

    sequence analysis

    Understand the application of array techologies to study differential gene expression

    Appreciate how regulatory networks can be analysed mathematically

    Further details and online resources

    TOPICS

    Introduction to genomics (2L, Dr G. Micklem)

    Concepts of genes and genomes

    Organisation of genetic material in cells

    Gene Expression Analysis (4L,Dr N. Barbosa-Morais- Course material for DrBarbosa)

    Introduction to microarray technology

    Exploratory analysis and pre-processing of microarray data

    Experimental design

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    Finding candidate genes for differential expression

    Downstream analysis of gene expression data

    Systems biology: The regulation of gene expression (4L, Dr J. Goncalves andDr I. Lestas)

    Deterministic modelling. Notes for this part

    Notes for this part. Examples paper Regulatory networks will be described

    dynamically using sensitivity analyses and estimates for random fluctuations.

    Processes studied include gene expression, anabolic reactions and replications

    Genome annotation, evolution and analysis (4L, Dr. P. Lio)

    Identification of interesting features in a genome sequence

    Models of genome evolution

    Introduction of algorithms for genome analysis and phylogenetic inference

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    Module Name: Advanced Photonic Devices

    Module Acronym: APD

    Module Manager: Dr David R. Selviah

    Course Summary:

    To provide an indepth understanding of the design, operation and performance of advancedphotonic devices including light emitting diodes, LEDs, a range of semiconductor lasers,

    photodetectors, liquid crystal devices, photovoltaic solar cells for a variety of applications

    including

    optical communications.

    Learning Outcomes:At the end of the course, students should be able to:

    To understand fundamental physical principles of light generation, detection

    and modulation and to use this to understand the operation and evolution of

    advanced phototonic devices.

    To develop design skills including defining a problem and identifying the

    constraints, understanding user needs and cost drivers, understanding how

    creativity can be used to establish innovative solutions and designs for

    components to fulfil new needs ensuring that the device performance meets

    the required specifications.

    To understand the characteristics of particular device materials and device

    fabricatin and to appreciate recent new developments

    To understand the applications in which the advanced photonic devices are

    used, including fibre optic communications and solar energy generation.

    Course Content:Photonic materials and properties

    Glass; Crystals; Rare Earthdoping; Semiconductors; Bulk; Multiple Quantum Wells, MQW;

    Quantum dots; Liquid Crystal

    Photon absorption; Spontaneous emission; Stimulated emission; Nonradiative decay;Birefringence; Energy bands; Temperature Dependence; Density of states; Fermi level;

    QuasiFermi levels; Direct and Indirect Bandgaps

    States in the gap; impurities and defects; Carrier recombination; NonRadiative

    recombination; Radiative recombination; Radiative efficiencies; Lifetimes; Electrooptic

    refractive index modulation: CIE, Plasma effect, QCSE; Nonlinearities

    LEDs, lasers, amplifiers and optical filters

    Gratings; Fabrication techniques (Fibre and Semiconductors); Photonic Band gap

    structures

    The rate equation model; spectral linewidth; LEDs; Amplifiers;

    Lasers; Fabry Perot cavity; Ring cavity; Laser Noise, Laser examples: VCSEL, DFB, DBR

    (including SG, SSG and DSDBR), External; Laser direct modulation;

    Semiconductor laser fabrication (Waveguide, vertical cavity)

    Photodetectors

    PIN photodiode; Solar Cells; Photomultipliers; Fabrication Techniques (Mesa,

    capacitance, waveguide or vertical structure)

    Liquid Crystal Photonic Devices

    Assessment:A 2.5 hour unseen written examination is held under UCL MSc examination regulations at UCL.

    Tutorials/Workshops:An afternoon tutorial is held on the Friday afternoon of the week following the module

    delivery or as specified by the timetable.

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    Module Name: UltraFast Laser and non linear optics

    Module Acronym: UFLNOModule Manager: Dr Angus BainCourse Summary:

    Introduce the theory and operation of short pulse lasers and their implication in non-linear optics phenomenons

    Learning Outcomes:TBCCourse Content:TBC

    Assessment:A 2.5 hour unseen written examination is held under UCL MSc examination regulations at UCL.

    Tutorials/Workshops:

    TBC

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    Module 4B18-Advanced electronic devicesLeader: Professor M J Kelly (mjk1@eng)

    Timing: ent Term

    Prerequisites: unknown

    Structure: 17 lectures

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    AIMS

    1. Introduce the ideas behind modern electronic devices as used in computing and communications

    (including microwave and radar applications)2. Describe the relevant technologies for device fabrication3. Describe the operation and limitations for the various devices4. Introduce systems considerations leading to choice of devices5. Describe some current ideas and research

    LECTURE SYLLABUS

    1. Introduction and Background Materials2. Homojunctions and Heterojunctions3. Key Fabrication Technologies4. Physics of Heterojunctions5. High-Field, High-Frequency Transport

    6. The Deep Submicron Silicon Transistor and Circuits7. Modern Field Effect Transistors

    (i) Deep Submicron Silicon FETs and GaAs MESFETs8. Modern Field Effect Transistors

    (ii) Heterojunction Field Effect Transistors9. Heterojunction Bipolar Transistors10.Microwave Sources

    (i) Gunn diodes and IMPATT Diodes11.Microwave Sources

    (ii) Tunnel diodes and tunnel transistor circuits12.Microwave Detectors

    (i) Schottky and Planar-doped-barrier diodes

    13.Microwave Detectors (ii) Tunnel detector diodes and others

    14. Optoelectronic Device Analogues15. Choice of Device against requirement16. Current New Device Ideas17. The Future

    OBJECTIVES

    Students should have a sound appreciation of the principles, fabrication, performance and applications of a

    number of modern electronic devices.

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    Module Name: Photonic SubSystems

    Module Acronym: PSS

    Module Manager: Dr Cyril RenaudCourse Summary:

    The course covers the principles of Photonic subsystems including:External optical modulators, optical amplifiers both semiconductor and fibre, Photonics Control

    loops and frequency

    synthesis, Photonic Transmitters and Receivers including circuitry, noise considerations, Clock

    recovery and Automatic Gain

    Control. It will also consider emerging topics such as Coherent systems and Subsystem integration

    as well as using guest

    lecture slots to cover state of the art research topics.

    Learning Outcomes:Through the understanding of key concepts and operator of Photonic subsystems the

    student will be able

    to acquire the necessary skills to build and design complex photonic system. They will also

    learn what would

    be the future development of the field being given on overview of some of the most recent

    progresses.

    Course ContentModulators,

    EAM, AOM MZM

    Amplifiers

    ... SOA, EDFA, MOPA

    Photonics Control loops and frequency synthesis OIL, OPLL, OIPLL, Comb

    generation

    Photonics Transmitters

    Laser Drive Circuits, Forward error correction ,Laser driver examples,

    multiplexer/Demultiplexer

    examples

    Photonics Receivers

    Receivers circuit ,Noise, Clock recovery, Automatic Gain Control

    Coherent Systems

    Master oscillator, Heterodyne/Homodyne, Coherent optical receiver

    Subsystem integration (DS & CR) (1.5 H each)

    Optical interconnect and hybrid integration, monolithic semiconductor integration

    (evanescent

    coupling, QWI, IIIV on silicon substrate)

    Guest Lectures

    Current UCL research example on Photonics subsystems (2 seminars)

    Assessment:A two and half hour unseen written examination will be held under UCL MSc examination

    regulations at

    UCL

    Tutorials/Workshops:Three hour tutorial

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    Module Name: Broadband Technologies and Components

    Module Acronym: BTC

    Module Manager: Dr John Mitchell

    Module Type: Introductory

    Course Summary:This module introduces the technologies involved in the design and construction of transport

    networks (wireless, copper and optical) and the applications areas in which they are used. It

    covers the physical fundamentals of the generation, guided transmission, amplification and

    reception of light, the design consideration and techniques used in radio networks, the

    principles of digital transmission and the role of optics and wireless in both access and core

    networks.

    Learning Outcomes:At the end of the course, students should be able to:

    Describe the operation of optical components such as lasers, receivers, optical amplifiers

    wavelength filters etc.

    Describe the elements required for the construction of optical, wireless and copper linksin technical terms.

    Perform basic system design calculations for both optical (in terms of power and/or

    dispersion budget) and wireless systems (power budget) as well as consider to a first

    approximation the impact of noise.

    Appreciate the role of optical and wireless links in the construction of communications

    networks.

    Course ContentPrinciples of Digital Transmission

    Optical Fibre Principles

    Principles of Photon Generation and Reception

    Optical Amplification and Wavelength Division Multiplexing

    Design of Optical Links

    Optical Networking

    Radio Propagation

    Radio System concepts

    Microwave Transmission systems

    Assessment:A 2 and half hour unseen written examination will be held under UCL MSc examination

    regulations at UCL.

    Tutorials/Workshops:

    A two hour tutorial will be held in the weeks following the course.

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    Module 4B14-Solar Electronic Power:Generation and Distribution

    Leader: (@eng)

    Timing: Michaelmas Term

    Prerequisites: 3B3 and 3B6 useful

    Structure: 12 lectures + examples class + experimental design exercise

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 75 %xperimental work and design exercise / coursework / End of Michaelmas / 25 %

    AIMS

    The aim of the module is to introduce solar electronic power for terrestrial use within a total system context.There are two distinct parts to the module. The first covers the main solar cell types suitable for terrestrialpower generation and the underlying physical mechanisms utilised in photovoltaic solar energy conversion. Thesecond examines the connection of solar cells to the power system.

    LECTURE SYLLABUS (Professor G.A.J. Amaratunga, and Professor W.I. Milne)

    Lecture 1 - The role of solar energy in terrestrial power generation and the photovoltaic effect

    Lectures 2,3 - Underlying physical principles of p-n junction solar cells

    Lecture 4 - Semiconductor materials for solar cells

    Lecture 5 - Solar power design study and cell demonstration

    Lecture 6 - Equivalent circuit representation, efficiency calculation

    Lecture 7 - Design of solar cells to maximise efficiency

    Lectures 8,9 - Interfacing of solar cells to the mains electricity supply

    Lecture 10 - Policy issues related to use of solar energy and current status

    Lectures 11,12 - Seminars given by guest speakers from industry and a policy body.

    COURSEWORK

    Experimental work measuring two types of solar cells, crystalline Si and low-cost amorphous Si, and designexercise for application in a typical domestic consumer environment.

    OBJECTIVES

    On completion of the module, students should:

    Understand clearly the physical operating principles of solid state photovoltaic solar cells.

    Be aware of the main engineering aspects of maximising energy conversion efficiency from solarcells.

    Know how connection of solar cells into power modules is achieved.

    Understand how solar cells are connected to the grid electricity supply using power electronic systems.

    Be up to date on the latest technical developments leading to enhanced photovoltaic energyconversion.

    Appreciate the interaction of environmental, social, economic and political factors which are rapidlychanging to promote the use of photovoltaic power generation.

    Be aware of the benefits of using solar power generation for substantial economic development across

    THe planet

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    Module 4B11-Photonic SystemsLeader: Dr. T D Wilkinson

    Timing: Michaelmas Term

    Prerequisites: 3B6 useful but not essential

    Structure: 16 lectures

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    AIMSThe aim of this module is to examine the advance of optical techniques into electronic systems for computationand communications. Two dimensional and three dimensional transmission, storage and processing ofinformation using free space optics are discussed. Applications such as computer generated holography, opticalcorrelation and optical switching are highlighted through the use of liquid crystal technology.

    LECTURE SYLLABUSFourier Holograms and Correlation (6L, Dr T.D. Wilkinson)

    Fourier Transforms and Holography introduction and motivation;

    Fourier transforms: theoretical and with lenses: resolution of optical systems;

    Correlation and convolution of 2-dimensional signal patterns;

    Dynamic and fixed phase holograms.Electro-Optic Systems (6L, Dr T.D. Wilkinson)

    Free space optical components; wave plates and Jones matrices

    Spatial light modulation and optical systems;

    Shadow routing crossbars and the perfect shuttle interconnect; Holographic crossbars;

    Wavelength filters and routing systems

    Smart pixels and optical processing;

    The BPOMF and 1/f JTC correlators.Optical Waveguide Technology (4L Dr P. Hands)

    What is an optical waveguide - a simple definition

    Simple raytracing of waveguides

    Maxwell and the wave equations - a 'light' introduction

    Single mode and multimode structures

    Slab and fibre waveguides

    Key operational parameters for selected applications

    Principle technologies in use today - glass, e/o crystals, polymers and photonic crystalsDemonstrations in the lectures will include:

    1. 2D Fourier transform and diffraction patterns2. Computer generated hologram for optical fan-out.3. Optical beam steering with dynamic holograms on SLMs.

    OBJECTIVESOn completion of the module students should:

    Appreciate the derivation and application of diffraction and Fourier optics;

    Be able to apply Fourier techniques to simple optical spatial patterns;

    Understand the principles of optical correlation and holography;

    Be able to explain the principles and construction of spatial light modulators (SLMs);

    Appreciate the application of SLMs to parallel processing and the functionality of smart pixel devices;

    To understand the operating principles and theory of optical waveguides

    Explain what an optical mode is

    Describe the applications and desired parameters of waveguides

    Describe the basic technologies available in optical waveguides

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    Module 4B6-Solid State Devices andChemical/Biological Sensors

    Leader: Dr. D. P. Chu (dpc31@eng)

    Timing: ent Term

    Prerequisites: 3B5 and 3B6 useful

    Structure: 14 lectures (including examples classes)

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    4B6 Lecture Notes

    AIMS

    The aim of this module is to introduce the student to the theory, and design of MOS Field-Effect Transistors(MOSFETs), based on both single crystal and thin-film materials. This will be followed by applicationexamples, including chemical/biological sensors in sensor technologies,ferroelectric and magnetic randomaccess memories (FRAM and MRAM) in non-volatile memory technologies, and active matrix liquid crystaldisplays and micromechanical displays in display technologies. Emphasis will be placed on both device physicsand application technology..LECTURE SYLLABUS

    MOS Devices Introduction (4L)Properties of MOS Capacitors, Capacitance - voltage characteristics; MOSFET structures andoperation.

    MOS Devices & Thin Film Transistors (6L)Short channel and hot electron effects; Applications and future trends in miniaturising single crystaldevices; Amorphous and polycrystalline silicon and other thin-film transistors. Organic thin-filmtransistors, Ion-sensitive thin, film trasistors and biosensors.

    Non-Volatile Memory Devices and Displays (5L)Ferroelectrics and ferroelectric random access memories; Giant magneto-resistance (GMR) andmagnetic random access memories. Directly driven liquid crystal displays; Active matrix liquid crystaldisplays and projectors; Micromechanical projectors; Other types of displays and emergingtechnologies.

    OBJECTIVESOn completion of the module the student should:

    Understand MOSFET theory and standard approximations;

    Be able to correlate material properties and conduction mechanisms with the MOSFET electricalcharacteristics, for single crystal, amorphous and polycrystalline devices;

    Understand the basic properties of ferroelectrics and its application for memory devices.

    Understand the concept of giant magneto-resistance and its applications including non-volatilememory devices

    Understand the operation of liquid crystal displays;

    Understand the construction and operation of micromechanical displays, and other emerging displaytechnologies.

    References

    Lecture Notes.

    S M Sze;" Physics of Semiconductor", John Wiley,1981, Chapters 7 and 8.But note that there is rathernore than covered in the lectures.

    J Singh : Semiconductor Devices", John Wiley 2001

    Article "Thin -Film Transistors", by P Migliorato, in Encylopedia of Physical Science andTechnology, (Excluding the mathematical derivations), distributed at the lectures.

    J F Scott: "Ferroelectric Memories", Springer, 2000.

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    Module 4G2-BiosensorsLeader: Dr A Seshia (Engineering) and Prof E A H Hall (Chemical Engineering and

    Biotechnology)

    Timing: ent Term

    Prerequisites: None

    Structure: ectures + coursework

    Assessment: Material / Format / Timing / MarksCoursework / Two coursework assignments / The first assignment is laboratory based withreports due mid-term and the second assignment will involve team-based design projectsassessed by group presentation and reports due end of term / 50% per assignment

    AIMS

    This course covers the principles, technologies, methods and applications of biosensors and bioinstrumentation.The objective of this course is to link engineering principles to understanding of biosystems in sensors andbioelectronics. It will provide the student with detail of methods and procedures used in the design, fabricationand application of biosensors and bioelectronic devices. The fundamentals of measurement science are appliedto optical, electrochemical, mass, and pressure signal transduction. Upon successful completion of this course,students are expected to be able to explain biosensing and transducing techniques, design and constructbiosensors instrumentation.Further details and online resourcesLECTURE SYLLABUSIntroduction

    Overview of Biosensors

    Fundamental elements of biosensor devices

    Engineering sensor proteins

    Electrochemical Biosensors Electrochemical principles

    Amperometric biosensors and charge transfer pathways in enzymes

    Glucose biosensors

    Engineering electrochemical biosensorsOptical Biosensors

    Optics for biosensors

    Attenuated total reflection systemsMass and Acoustic Biosensors

    Saubrey formulation

    Acoustic sensor formats

    Quartz crystal microblalance

    Lab-on-chip technologies Microfluidic interfaces for biosensors

    DNA and protein microarrays

    Microfabricated PCR technologyDiagnostics for the real world

    Communication and tracking in health monitoring

    Detection in resource limited settingsCOURSEWORKThe coursework will be assessed on two marked assignments. The first assignment will involve a laboratorysession illustrating the functional demonstration of glucose sensor technology. This assignment will be markedon individual reports handed in during week 5 of term. The second assignment will involve a team-baseddesign exercise. This design exercise will involve teams of 4-6 students engaged in designing a real-worldbiosensor. Design projects will be discussed during week 2 of term and team assignments completed in week 3.

    The design assignment will be marked on a team presentation in week 7 with written reports due in week 8.OBJECTIVES

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    Module 4F12-Computer Vision andRobotics

    Leader: Professor R Cipolla (cipolla@eng)

    Timing: Michaelmas Term

    Prerequisites: None

    Structure: 16 lectures (including 3 examples classes)

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    AIMSThe module aims to introduce the principles, models and applications of computer vision. The course will cover

    image structure, projection, stereo vision, and the interpretation of visual motion. It will be illustrated with casestudies of industrial (robotic) applications of computer vision, including visual navigation for autonomousrobots, robot hand-eye coordination and novel man-machine interfaces.LECTURE SYLLABUS

    Introduction (1L)Computer vision: what is it, why study it and how ? The eye and the camera, vision as an informationprocessing task. A geometrical framework for vision. 3D interpretation of 2D images. Applications.

    Image structure (2L)Image intensities and structure: edges and corners. Edge detection, the aperture problem. Cornerdetection. Contour extraction using B-spline snakes. Case study: tracking edges and corners for robothand-eye coordination and man-machine interfaces.

    Projection (4L)

    Orthographic projection. Pin-hole camera model. Planar perspective projection. Vanishing points andlines. Projection matrix, homogeneous coordinates. Camera calibration, recovery of world position.Weak perspective, the affine camera. Projective invariants. Case study: 3D models from uncalibratedimages using PhotoBuilder.

    Stereo vision (2L)Epipolar geometry and the essential matrix. Recovery of depth. Uncalibrated cameras and thefundamental matrix. The correspondence problem. Affine stereo. Case study: 3D stereograms.

    Object detection and tracking (4L, Prof A. Blake and Prof R. Cipolla)Basic target tracking; Kalman filter; application to B-spline snake. Active appearance models.Chamfer matching, template trees. Case study: intelligent automotive vision system.

    Example classes (3L, Prof R. Cipolla)Discussion of examples papers and past examination papers.

    OBJECTIVES

    On completion of the module, students should: Be able to design feature detectors to detect, localise and track image features;

    Know how to model perspective image formation and calibrate single and multiple camera systems;

    Be able to recover 3D position and shape information from arbitrary viewpoints;

    Appreciate the problems in finding corresponding features in different viewpoints;

    Analyse visual motion to recover scene structure and viewer motion, and understand how thisinformation can be used for navigation;

    Understand how simple object recognition systems can be designed so that they are independent oflighting and camera viewpoint;

    Appreciate the industrial potential of computer vision but understand the limitations of currentmethods.

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    Module 4F2-Robust and NonlinearSystems and Control

    Leader: Dr JM Goncalves

    Timing: ent Term

    Prerequisites: 3F1 and 3F2 assumed

    Structure: 14 lectures + 2 examples classes

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100%

    AIMS

    The aims of this module are to introduce fundamental concepts from nonlinear dynamic systems and tointroduce techniques for the analysis and control of nonlinear and multivariable systems.

    LECTURE SYLLABUS

    PART 1:MULTIVARIABLE FEEDBACK SYSTEMS (7L + 1 example class, Dr G. Vinnicombe)

    Performance measures for multi-input/multi-output systems.

    Stabilization: stability conditions, all stabilizing controllers, small gain theorem.

    Models for uncertain systems.

    Robust stability and performance. Loop shaping design. Design of multivariable systems.

    PART 2: NONLINEAR SYSTEMS (7L + 1 example class, Prof J.M.Maciejowski)

    Dynamical systems:

    Differential equations and trajectories.

    Equilibria, limit cycles, chaos and other phenomena.

    Examples from biology and mechanics.

    State space stability analysis:

    The theorems of Lyapunov, LaSalle invariance principle.

    Stability of nonlinear circuits and neural networks.

    Stability of predictive control.

    State-space tools for robustness analysis.

    Input/output stability analysis:

    Describing functions

    Small gain theorems, circle and Popov criteria, passivity.

    OBJECTIVES

    On completion of the module, students should:

    Be able to apply standard analysis and design tools to multivariable and nonlinear feedback systems.Appreciate the diversity of phenomena in nonlinear systems.

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    Module 4F6-Signal Detection andEstimation

    Leader: Professor W J Fitzgerald (wjf@eng)

    Timing: Michaelmas Term

    Prerequisites: 3F1 and 3F3 assumed; 4F7 useful

    Structure: 16 lectures (including examples classes)

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    AIMSThe availability of modern digital hardware now allows for many statistical techniques to be implemented,some in real-time, and applied to data and signal processing applications. The aim of this module is to build on

    module I7 and to introduce some statistical modelling to data and signals analysis. These techniques will beapplied to both the detection of signals and the estimation of parameters of models that can account for theobserved data.LECTURE SYLLABUSSignal detection

    Hypothesis testing.

    Likelihood ratios.

    Probability of detection and false alarms.

    Receiver operator characteristics.

    The matched filter.Bayes theorem and maximum a-posteriori methods

    Introduction of prior knowledge.

    Derivation of Bayes theorem. Joint and Marginal estimators.

    Effects of different priors.

    Model selection using evidence and other methods.

    Parameter estimation.

    Kalman Filters and tracking.Maximum entropy

    How to assign probabilities.

    Maximum entropy and Fisher Information.

    Spectral estimation.

    Image recovery and Inverse problems.Non-linear methods

    Examples of non-linear systems.

    Linear in the Parameters models.

    Volterra expansion and NARMAX models.Lectures will be supported by interactive computer demonstrations using MATLAB.OBJECTIVESOn completion of the module students should:

    Have a good understanding of detection and estimation theory and practice;

    Appreciate the shortcomings of some of the various approximations used in the subject;

    Be able to apply the methods described to a host of various problems;

    Be able to run and understand software implementations of the methods.

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    Module 4F7-Digital Filters andSpectrum Estimation

    Leader: Dr S.S. Singh (sss40@eng)

    Timing: Michaelmas Term

    Prerequisites: 3F1 and 3F3 assumed

    Structure: 16 lectures (including examples classes)

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    AIMSThis module continues the study of digital signal processing (DSP) systems, continuing from the basics studied

    in 3F1/3F3. The first aim of the course is to introduce the fundamental concepts and methods of adaptivefiltering, i.e. filters which attempt to adapt their parameters automatically on-line to the data at hand - goodexamples of this are echo cancellation in telephony or background noise cancellation for aircraft pilots. Modernfiltering theory will be introduced for state-space models (i.e. the Kalman filter) and for Hidden MarkovModels. This part of the course is an extension of the basic filter design material combined with the optimalfiltering material from 3F3. In the second part of the course optimal spectrum estimation is studied. The aimsare to develop the basic techniques for estimating the power spectrum of a random signal, i.e. what is theaverage frequency content of a signal, based just on a set of measured signal values. The course introduces bothnon-parametric (Fourier transform-based) and parametric model-based methods for this.LECTURE SYLLABUS

    Adaptive Filters (8L, Dr S.S. Singh)

    Optimal linear Filter: Wiener Filter

    LMS Algorithm and its variants

    Adaptive Filtering without Reference Signal

    RLS Algorithm

    State-space models and the Kalman filter

    Hidden Markov Models

    ApplicationsSpectral estimation (8L, Dr S.S. Singh)

    Non-Parametric Methods: Data Windows; Frequency resolution; Correlogram; Periodogram; Bartlett;Blackman-Tukey; Welch methods

    Parametric Methods; Autogressive Moving Average (ARMA) models; Sinusoidal Models; Yule-Walker Equations; Least Squares; Maximum Likelihood;

    Lectures will be supported by interactive computer demonstrations using MATLAB.OBJECTIVES

    On completion of the module students should: Understand the theory and objectives of optimal (Wiener) filtering in an adaptive setting

    Be able to recognise and describe the classes of problem where adaptive filtering might be applied;

    Be able to describe the implementation of the LMS and RLS adaptation algorithms, and understandthe their convergence properties. Understand the basic principles of Kalman filtering and filtering forHidden Markov Models;

    Understand the principles of spectrum estimation, windowing, resolution;

    Understand and be able to apply non-parametric spectral analysis methods;

    Be able to specify data requirements in order to achieve specified spectral analysis criteria;

    Be able to formulate signal processing tasks in a model-based framework, and to estimate the modelparameters

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    Module 4F8-Image Processing and ImageCoding

    Leader: Dr J Lasenby (jl@eng)

    Timing: Michaelmas Term

    Prerequisites: 3F1, 3F3 assumed; 4F7 useful

    Structure: 16 lectures (including examples classes)

    Assessment: Material / Format / Timing / Marksecture Syllabus / Written exam (1.5 hours) / Start of Easter Term / 100 %

    AIMSSophisticated processing of images by digital hardware is now fairly common, and ranges from special effects

    in video games to satellite image enhancement. Three of the main application areas are video data compression,image enhancement, and scene understanding. This module introduces the key tools for performing these tasks,and shows how these tools can be applied. The module will be split into two courses of 8 lectures each: ImageProcessing, and Image Coding. Lectures are supported by computer demonstrations. There will be oneexamples sheet for each of the two 8-lecture sections.LECTURE SYLLABUS

    Image processing (8L, Dr J Lasenby)This course covers the following topics, relevant to most aspects of image processing:

    1. Two-dimensional linear system theory, as applied to discretely sampled systems:

    The continuous 2D Fourier transform and its properties

    Digitisation, sampling, aliasing and quantisation

    The discrete 2D Fourier transform (DFT)

    2.2D Digital Filters and Filter Design

    Zero phase filters

    Ideal 2D filters: rectangular and bandpass

    Filter design: the window method3. Image Deconvolution

    Deconvolution of noiseless images -- the inverse filter

    The Wiener filter (conventional and Bayesian derivations)

    Maximum Entropy deconvolution4. Image Enhancement

    Contrast enhancement

    Histogram equalisation

    Median filteringImage coding (8L, Dr N.G. Kingsbury)

    This course concentrates on video data compression techniques, and covers the following topics:1. Characteristics of the human visual system which are important for data compression, such as spatial

    and temporal frequency sensitivities and distortion masking phenomena.2. Block transforms (including the discrete cosine transform) and overlapped transforms, to provide good

    energy compaction of typical images.3. Optimal quantisation techniques for coding the transform coefficients to provide maximum data

    compression.OBJECTIVESOn completion of the module, students should:

    Understand the main elements of 2-dimensional linear system theory;

    Be able to design linear spatial filters for a variety of applications (smoothing etc);

    Understand techniques for the restoration and enhancement of degraded images;

    Be familiar with the main characteristics of the human visual system with particular reference tosubjective criteria for image data compression;

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    Understand techniques for image coding using transform methods including the Discrete CosineTransform (as used in the JPEG coding standard) and overlapped transforms;

    Understand methods for coding transform coefficients to provide maximum data compression.

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    Module Name: Optical Transmission Network

    Module Acronym: OTN

    Module Manager: Prof Polina Bayvel

    Course Lecturers:Prof Polina Bayvel, Dr Seb Savory, Dr Phil Watts, Prof TakisHadjifotiou. Guest lecturers: Dr Yannis Benlachtar Principles of OFDMDr SteveDesbruslais Submarine System Design

    1.1.1SummaryThis module provides the student with an advanced understanding of the physical layer of optical

    transmission

    systems and networks from shorthaul (access) to longhaul (core and submarine) system

    applications. It

    includes indepth understanding of optical transmission system design, optical amplifiers and

    amplified

    systems and the operation of wavelength division multiplexed systems. Both linear and nonlinear

    sources oftransmission impairments are analysed. The choice of modulation formats, fibre dispersion and

    electronic

    processing techniques are discussed with the aim of maximising the spectral efficiency, channel

    capacity and

    operating system margins.

    1.1.2 Learning OutcomesAt the end of the course, students should be able to:

    Understand the principles of optically amplified optical transmission systems, power levels, noise

    accumulation and the tradeoff between optical signal to noise ratio and fibre nonlinearity Carry

    out power budget calculations for an optically amplified links

    Understand signal transmission impairments: fibre dispersion, PMD, fibre nonlinearityCarry out calculations quantifying the effects of dispersion and nonlinearity on an optical link

    Understand the concept of spectral efficiency; appreciate the difference between baud rate and

    bit rate and describe different modulation formats that can be used

    Understand and apply the principles of electronic processing (transmitter and receiver based)

    and the basics of coherent detection

    Describe & analyse a variety of optical network architectures: access vs core, static vs dynamic

    Understand the optical components used for signal routing in wavelength routed networks

    Describe current research in optical communications and explain expected future trends in

    optical communications

    1.1.3 SyllabusSingle mode optical fibre propagationHere the physical properties that effect the propagation of optical signals are explained and

    the techniques for modelling these are described.

    Attenuation

    Dispersion

    Polarisation mode dispersion

    Nonlinear effects

    Nonlinear Schroedinger Equation

    Optically amplified systems and compensation

    Optically amplified systems for long distance transmission and the techniques used to

    compensate for the fibre transmission impairments are described.

    Noise accumulationDispersion compensation

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    DCF

    Dispersion maps

    Electronic dispersion compensation

    Advanced Modulation Formats

    Spectral efficiency

    IMDD and Phase Shift Keyed (PSK) formatsOFDM

    Coherent systems

    Dual polarization QPSK

    Digital coherent transceivers

    Digital Signal Processing

    Wavelength division multiplexing

    The principle of WDM for increasing the system capacity, the properties components required and

    the additional propagation impairments that occur are described.

    AWG based Wavelength MUX/DEMUX

    EDFA: gain bandwidth and gain flattening

    Interchannel nonlinear propagation impairments: FWM, XPMOptical Networks

    Here examples of typical optical networks and their particular characteristics are described.

    Why route in the optical domain?

    Wavelength Routed Optical Networks

    Dynamic Optical Networks (packet switching, optical burst switching, load balancing)

    Reading ListThe following are books that you may find useful for this section of the course.

    Core and metro networks, Alexander Stavdas, Wiley Series in Communications, Networking and

    Distributes Systems, 2010 covers both systems and networks

    Fiberoptic Communication Systems,Govind P Agrawal, WileyInterscience; 3rd edition, 2002

    Optical Fiber Telecommunications V B, Fifth Edition: Systems and Networks (Optics andPhotonics), I

    Kaminow, T Li and A E Willner, Academic Press; 5th edition, 2008

    Multiwavelength Optical Networks, T E Stern, G Ellinas and K Bala, Cambridge Univ Press 2009

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    Module Name: Nanotechnology and HealthcareModule Acronym: NTH

    Module Manager: Dr Mick FlannaganCourse Summary:

    This course covers the application of nanotechnology to both devices andinstrumentation for the doctorpatient interface, the pharmaceutical industry, the

    medical research laboratory and, in its more advanced techniques, to the hospital

    environment. The course includes descriptions and discussions of the underpinning

    techniques, the present state of the art, the future potential, the business context and

    the regulatory constraints.

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    Module Name: RF Circuits SubSystems & Devices

    Module Acronym: RFCD

    Module Manager: Dr Edward Romans

    Course Summary:

    To give students an understanding of RF devices, circuits and system architectures, includingRF

    device construction and their properties.

    Learning Outcomes:At the end of the course, students should be able to:

    Understand the basic science and physical mechanisms underlying the operation of

    semiconductor RF devices;

    Understand the design, fabrication, packaging, operation and characteristics of a wide

    range of two and three terminal RF devices;

    Compare and contrast established and emerging rf device technologies for different

    applications, including understanding economic and manufacturing constraints.

    Analyse device performance and understand figuresof merit, limitations, design criteria

    and implications for circuits;

    Understand the design of RF circuits, key applications and integration technology;

    Understand the tools and analysis techniques used for RF circuit design and

    optimisation.

    Course Content:Review of carrier dynamics: effective mass, scattering, mobility; drift and diffusion

    currents; negative differential resistance.

    Twoterminal devices (Schottky and tunnel barriers, detector and mixer diodes,

    varactors, PIN switches, transferred electron devices and avalanche sources).

    Radio frequency CMOS technology. Comparison with other semiconductor technologies.

    Threeterminal devices (bipolar devices including SiGe and IIIV HBTs, GaAs MESFETs,

    IIIV HEMTs, and SiGe heterostructure MOSFETs).Microwave transmission line theory and scattering parameters.

    RF circuit design techniques in MIC and MMIC form.

    Amplifier gain, noise and stability analysis using scattering parameters.

    Applications: RF transmitters and receivers, amplifier linearisation, mixers, modulators.

    Integration technology and the design of monolithic RF circuits. Critical comparison of

    different rf technologies and manufacturing processes.

    Assessment:A 2.5 hour unseen written examination will be held under UCL MSc examination regulations at

    UCL.

    Tutorials/Workshops:An afternoon tutorial is offered on the Friday afternoon of the week following the moduledelivery.

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    Module Name: Software for Network Services and Design

    Module Acronym: SNS

    Module Manager: Dr Miguel Rio

    Course Summary:

    This course will provide an introduction to Object Oriented Programming and the Javaprogramming language. It will have a big emphasis on Network programming using the socket

    paradigm. Finally there will be an introduction to Software Engineering techniques and to UML

    Learning Outcomes:At the end of the course, students should be able to:

    Code simple programs in Java

    Build a client/server applications using TCP sockets

    Build UDP based socket programs

    Know the basic Software Engineering methods

    Know how to specify a distributed application in UML

    Know how to build an application for the Android platform

    Course ContentIntroduction to JavaIntroduction to the Java Class Library

    Socket Network Programming

    Advanced Network Programming

    Software Engineering Techniques

    UML Unified Modelling Language

    Assessment:Examination will by assignmentTutorials/Workshops:

    About half of the course will take place in the Laboratory doing practical exercisesTutorial will consist of a two hour session

    Guest Speakers:Dr Andrea Savigni, an IT consultant in the area of Software Engineering will deliver the last day of

    Lectures.

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    Module Name: Physics and optics of Nanostructures

    Module Acronym: PON

    Module Manager: Dr Oleg Mitrofanov

    Course Summary:

    Research on nanostructures has revolutionized the field of optics and optical devices.This course will focus on unique optical properties of structures with dimensions

    smaller than the optical wavelength. From the fundamental principles to the latest

    advances in research, the course will explore lightmatter interactions on the

    nanometer scale, size effects in small objects and the use of nanostructures in modern

    optical devices. The aim of the course is to provide an introduction the diverse field of

    nanooptics.

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    Module 4E4-Management of TechnologyLeader: Dr T H W Minshall (thwm100@eng)

    Timing: Michaelmas Term

    Prerequisites: None

    Structure: ight 2-hour sessions incorporating industry speakers.

    Assessment: Material / Format / Timing / MarksCoursework / Report / Start of Lent Term / 100 %

    AIMSThe aim of this course is to provide students with an understanding of the ways in which technology is broughtto market. It does this by focusing on key technology management topics from the standpoint of an establishedbusiness as well as new entrepreneurial ventures. Strong emphasis is placed on frameworks and methods that

    are both theoretically sound and practically useful. It will provide students with both an understanding of theissues and the practical means of dealing with them in an engineering context.LECTURE SYLLABUS

    1. Introduction: Technology in the business context

    Technology origins and evolution.

    How technology generates value.

    What are technology management processes and how are they used?2. Developing new technologies: Managing research and development (R&D) and intellectual

    property rights (IPR)

    How do you manage a portfolio of R&D projects?

    What are the key aspects of IPR, and how are they managed?

    How do you put a value on R&D projects and IPR?3. Making money from new technologies: How to choose the right business model

    What are the different ways in which an idea can be brought to market?

    Why do most innovations reach the market through new firms rather than established firms?

    How do new and established firms work together?4. Resources to bring ideas to market: 'Make versus Buy' (MvB) and strategic alliances

    Strategic context for MvB and partnering decisions.

    Tools and techniques to support MvB decisions.

    Working in partnership with other organisations.5. New product introduction (NPI) 1: Why is it so hard?

    Challenges in NPI.

    Balancing technology and market issues.

    People issues.6. New product introduction (NPI) 2: How to manage the process

    Structuring the NPI process New product life cycles, time-to-market and metrics

    Completing an NPI project on time and within budget7. Planning for the future: Technology strategy and planning

    Strategic technology management.

    Planning for the future by linking technology, product and market considerations -Technology Roadmapping (TRM).

    Scenario planning tools to help manage the uncertainties of the future.8. Technology management in application

    Company case studies of technology management one start-up, one large corporation delivered by senior managers from the companies.

    Review of module and guidelines for coursework.

    OBJECTIVESOn completion of the course, students should:

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    Have a thorough appreciation of how technology is brought to address market opportunities, and howtechnology management supports that process.

    Be able to assess and utilise appropriate technology management methods in different contexts.

    Understand the core issues of technology management and the practical means of dealing with them inan engineering context.

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    Module 4E1 -Technological InnovationLeader: Dr THW Minshall (thwn100@eng)

    Timing: Michaelmas Term

    Prerequisites: None

    Structure: our 3.5-hour sessions (total 14 hours) + one 2-hour guide to coursework session

    Assessment: Material / Format / Timing / MarksCoursework / Report / Start of Lent Term / 100 %

    AIMSThis course addresses technological innovation and the ways industries emerge and change as they mature. Itexamines these issues from a research and an application standpoint. Key issues include the commercialisationof technical projects, the transfer of technologies from the lab to the market, the diffusion of innovation, the

    management of technological innovation on an international scale.LECTURE SYLLABUSSession One: Emergence and evolution of new industries

    Introduction to the module

    Identification of typical changes as a new industry emerges and matures

    Identification of the key drivers of these developments

    Understanding the role of technology standards

    Case study: the PC industrySession Two: Types of innovation

    Types of innovation; product, process, business models, et al.

    Technological combination and speciation

    Examples of key process innovations

    Case study: materials and process innovationsSession Three: Knowledge, investment and new industries

    New firms versus incumbents

    Alliances and partnerships

    Technology transfer

    Investment

    Case study: BiotechnologySession Four: Evolving markets for innovation

    Markets for innovations

    Adoption of innovations by users/consumers

    Consumer networks and tipping points

    Investment and instability

    Case study: The Internet

    Session Five: Getting the most out of your coursework

    Review of module

    Options for coursework

    Report structure

    Sources of evidenceOBJECTIVES

    Have an appreciation of how technologies create and are shaped by industries and markets.

    Be able to select and apply the appropriate means to analyse industry trends and technologicaldevelopments

    Understand several important emerging industries and the interaction of technological innovationswith their development.

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    Module Name: Telecommunications Business Environment

    Module Acronym: TBE

    Module Manager: Prof Andy Valdar

    Course Summary:

    The objectives of the TBE module are for students to gain an appreciation of the externalenvironment within which a telecommunications business operates and how a company can

    successfully conduct business in this environment. Two perspectives are therefore taken:

    scene setting descriptions of the macroeconomic and regulatory environment of today

    (focusing on the UK, but with a global view also); coupled with an introduction to the

    management of a telecommunications business.

    Learning Outcomes:At the end of the course, students should be able to understand:

    Value Chain analysis, the detailed ICT Value Chain and the position of telecommunications

    operators within it;

    The Macroeconomic environment including regulation, global trends and changing

    customer needs/expectations;

    How to develop winning strategies in this environment

    The Key elements of successful trading, including strategy development, customer

    service, technology developments and exploitation and portfolio and product

    development

    The key elements of successful product and portfolio management and how to apply

    them in a changing world

    How to use systems and technological developments to meet customer needs and

    improve customer service

    Risk evaluation and mitigating strategies

    Module Content1) Introduction to Telecommunications & ICT Business

    Scene setting for todays business: covering the types of network operator and the range of

    competitors. The concept of ICT is defined, together with the convergence issues. This set of

    lectures will position the interaction of all the factors affecting an operator: macroeconomic,

    the market place, government policy, regulation, competition, legacy aspects and technology

    changes, customer expectation and globalisation. The dotcom bubble burst will be examined

    for lessons for todays business environment.

    2) Business Strategic Drivers.

    The concept of strategy is introduced and applied to a network operator (fixed, mobile, voice &

    data). The various strategy analysis tools (PEST, PUV, Porters 5 Forces, and SWOT) are

    introduced and example strategies are discussed.

    3) The Regulatory and Legal SceneThe UK, and European legal and regulatory framework is presented, showing the constraints

    and opportunities offered to incumbent and other operators and service providers. Apart from

    interconnect issues, the Telecommunications Strategic Review is described, as is the role of

    OFCOM in regulating in a converged world.

    4) Review of the Industry

    This section presents a quantified view of the industry from a Worldwide perspective. The

    major cost, revenue, demand, service and technology trends are analysed.

    5) Infrastructure Economics

    Description of the cost dynamics of a telecommunications infrastructure, covering access and

    core fundamental to all networks (including railways, airlines, electricity supply, etc), fixed

    and variable cost, effect of volume on unit cost, cost and revenue apportionment, and longrun

    costs.6) Product Management & Marketing

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    An overview of the principles of marketing and product management is presented, together

    with recent practical examples. The scope includes: market segmentation, pricing, promotion,

    sales strategies, customerrelationship management, billing issues and product/service

    development. In particular, the product life cycle is used as a structure to consider all aspects

    of product/service management. Although these principles are generic, the examples given will

    relate specifically to the telecommunications industry.7) Business Cases

    The key aspects of a business case are introduced, covering its role in corporate governance,

    the essential content, the financial case and supporting evidence.

    8) Financial Management

    The role of financial management in any business is described, with detailed application to the

    telecommunications network operators functions. Students will gain an understanding of

    financial statements and how to read them, as well as the principles of amortisation and

    depreciation, ebitda, profit, cash flow, cost of capital, share price dynamics and dividend policy.

    Assessment:At the end of the module students will be set an examined assignment designed to assess their

    understanding of the drivers and forces affecting a network operator and how it can

    successfully compete in todays market place.

    Tutorials/Workshops:Two hour tutorial to address the main learning points of the module and to prepare the

    students for their assignment

    Guest Speakers:Several guestspeakers will be invited to give the students the benefit of their experience on the

    practical aspects of the telecommunications business.