Graduate Supervision. All Rights Reserved. NUS has launched the “Resilience & Growth Initiative” to future-proof the Class of 2020. This course aims to cultivate a strong research culture among graduate students by exposing students to diversified area of current research topics and to improve their communication skills through presentations and interactions with other researchers. This course presents the fundamentals of Microelectromechanical Systems (MEMS) Nanoelectromechanical Systems (NEMS), culminating in advanced concepts and applications. This seminar module forms part of the graduation requirements for Ph.D students registered in August 2004 and later. 100% CA. This includes undergraduate modules and cross-faculty modules. The aim of the course is for students to develop an in-depth understanding of the fundamentals of robotics at an advanced level. This module presents the full complement of fundamental CMOS device physics with its applications. To view the list of modules offered in AY2020, please refer here. Graduation requirements include completing 6 coursework modules (4 MCs each) and defending an original … Emphasis will be placed on fundamental mathematical issues in 3D vision, with the aim of training postgraduate research students for in-depth vision research. To be awarded the graduate certificate, the candidate must complete the required number of modules (modular credits) listed in the respective graduate certificate module listing, and obtain at least a CAP of 2.5 for the following programmes: Complete three modules (12 modular credits): Graduate Certificate in Enterprise IT Innovation and Design (EI2D) The objective of this course is to understand three-dimensional shape/space processing in human or machines. You need to complete 68 modular credits (MCs) in order to qualify for graduation. National University of Singapore. It will cover both theoretical analysis as well as practical implementation of solutions to problems encountered in shape recovery and navigation. It is only open to research students. EE5302 (Applicable to undergraduate students only). Optical properties of semiconductors, optical constants, optical absorption, radiative transition and luminescence, exciton effect, etc. Mathematical background of an undergraduate course in ECE, Information Theory for Communication Systems. This module aims to provide a comprehensive treatment of topics on optical communications and optical networking. This course deals with the design and analysis of high performance computer architectures with respect to several aspects of the multiple computer systems. This is a project-intensive module with heavy paper reading. © Copyright 2001- Selected papers on most recent research progress will be discussed. The module is designed to equip students with the basic knowledge of the fundamentals and theoretical methods required for understanding quantum electronic behaviour in current and future nanoelectronic applications. Be an entrepreneur, artist, scientist, designer, business executive. In all, Singapore and NUS offer a compelling proposition for the emerging change-makers and leaders of Industry 4.0. Mathematical background materials, such as matrix properties and operations, dynamic system models and solutions and random variables will first be discussed, followed by major topics including notions of optimality, selection of cost functions, optimal state estimation, basic optimal control and model predictive control. Where pre-requisites are specified, equivalent modules will also be accepted. The main focus is on implementation in Si/SiGe CMOS and BiCMOS integrated circuit (IC) technologies. It covers the topics on early generation optical networks such as network elements, architectures, functions, and survivability. This is a required module for all research Masters and PhD students admitted from AY2004/2005. CN Module MODULE CODE MODULE TITLE NUMBER OF MC EXERCISE S/U ? This module acts as a pre-requisite for graduate students to pursue other advanced level courses in Power Systems. Participants from overseas feature strongly on all intakes and the wide mix of expertise allows for meaningful exchange and interaction at graduate level. As part of this initiative, Business School will offer Graduate Certificates in Asian Business Management, Innovation Management, and Analytics and Technology Management; as well as Professional Certificates in Accounting & Finance, Digital Marketing, and Small Business Management. Pattern recognition deals with automated classification, identification, and/or characterisations of signals/data from various sources. Application and Course Fees Application. Soft decoding and hard decoding. Candidates are required to attend and pass examinations in a minimum of 3 modules (2 modules from level 5000 and above + 1 compulsory seminar module). of hours for projects, assignments, fieldwork, etc. The relevant graduate certificate modules are made available under the NUS Online Application Portal where the applicant can register as modular courses during the application period.. This module provides an opportunity for new PhD students to carry out preliminary research work through two short-term research attachments under the supervision of academic advisors. EE4502. The second part covers the fast emerging field of wireless sensor networks that enables visibility into physical processes in a convenient manner. "Satisfactory" grade in graduate seminar module; Pass in Master's thesis; Coursework Requirement. This module covers selected topics in advanced microwave and antenna engineering problems. This project may include design/fabrication, computation/analysis, discovery/innovation, research/development work and laboratory experimentation or a combination of these. Various devices making use of electrical, optical, and magnetic properties of different materials will be covered. Unless otherwise stated, all level 1000–3000 modules carry 4 modular credits (MCs), while all level 4000 modules carry 5 MCs (except EN4401 which carries 15 MCs). We offer a good balance between disciplinary and inter-disciplinary academic training in a research environment where faculty members are engaged in world-class research. The aim of the module is to introduce the importance of Power Electronics as an enabling technology and their role in efficient electrical energy conversion from one form to another. Modular credits will be given for modules that are completed satisfactorily, although no grade point will be assigned. This two-part course equips students with an understanding of nonlinear dynamics and nonlinear control methods. We also study the unique characteristics of the underwater channel and their effect on medium-access control (MAC) and other data-link layer protocol design. We will discuss selected papers on most recent research problems, with topics covering lighting, geometry, image processing, medical image analysis, recognition and machine learning. Withdrawals after this period (i.e. This is a core module in the MSc in Industry 4.0 and provides Before taking a module, a student should complete any pre-requisite module(s) listed for that particular module. Topics covered include Lyapunov-based direct adaptive control scheme, self-tuning regulator, model reference adaptive control, variable structure control and least squares estimation. Modules under the Design-Your-Own-Module (DYOM) initiative. Please check with the relevant department for more information. This module is designed to introduce graduate students to the major themes and issues that make up the chronological field of “modern Southeast Asian history”. The students are expected to learn useful skills and build up interdisciplinary background for further research in biomedical circuits and system. The course includes lectures, reading assignments and seminars. NUSMods is a timetable builder and knowledge platform, providing students with a better way to plan their school timetable and useful module-related information that are community-driven. Min CAP of 3.0 for all four modules (or 16 modular credits equivalent) taken under the coursework requirement. The undergraduate and graduate curricula are based on a modular system2. Students will learn to appreciate such methods through examples and case studies. This part is followed by practical digital modulation techniques and their performance under wireless channel impairments, including diversity techniques to compensate for flat-fading, multicarrier modulation to combat frequency-selective fading, and an introduction to multi-antenna communications. The relevant graduate certificate modules are made available under the NUS Online Application Portal where the applicant can register as modular courses during the application period.. The focus in this module is to present the theoretical foundations of real-time system theory. Soft decoding and hard decoding. Background knowledge in Linear Algebra & feedback control are required. At the end of this module, the student should have a good understanding of all the related topics of advanced robotics, and be able to derive the kinematics and dynamics of a given robot, plan appropriate path, and design advanced control systems. Incomplete (IC) Applicable to M.Sc(Elect Eng) students only. This caters to assignments, independent studies, fieldwork, and other forms of continuous assessment that contribute towards the final grade of the module. 1 SkillsFuture Singapore (SSG) funded Modular Courses In addition, a student must obtain a minimum CAP of 3.00 (equivalent to an average grade of B-) for the best modules equivalent to 40 MCs (inclusive of compulsory modules, where required). modelling; RF wireless power and energy harvesting; antenna bandwidth enhancement and miniaturization techniques; antennas in package; wearable and implantable antennas; etc. In addition, they are required to … This course covers various basic topics in wireless communications for voice, data, and multimedia. EE4102 or EE5305 (Applicable to undergraduate students only). The weekly workload of each module is given in the full module description. The aim of this module is to provide a comprehensive introduction of various advanced topics in computer vision. Successful applicants will join a research laboratory under the supervision of a faculty member to pursue research at the leading edge of chemistry. This module provides background knowledge of physics of electrical and optical properties of bulk and low dimensional semiconductor materials. Nevertheless, Faculties could set more stringent requirements. ** CN5010 Mathematical & Computing Methods for Chemical Engineers 4 Yes CN5020/6020 Advanced Reaction Engineering 4 Yes CN5030 Advanced Chemical Engineering Thermodynamics 4 Yes CN5040 Advanced Transport Phenomena 4 Yes CN5050 Advanced Separation Processes 4 Yes CN5172 Biochemical Engineering 4 … In line with NUS' vision of becoming a leading global university centered in Asia, the Non-Graduating Programme comprises students from external institutions who undertake coursework or research over a semester or several semesters. It begins with an overview of current wireless systems and standards, followed by a mathematical characterization of the wireless channel. EE4102 (Applicable to undergraduate students only). Major topics include: Linear circuit parameter conversion. The module exposes students to a variety of modelling and techniques involving optimization problem formulations in communications signal processing and networks. As far as sensors are concerned, Motion (displacement, velocity and acceleration), Force & Tactile, Temperature, Pressure/ Flow, Machine Vision & Applications, and Optical Sensors will be discussed. This is a module for those majoring in communications, particularly digital communications. Students receive letter grades for each module taken, except for the cases listed below. The effect of antenna and array configuration characteristics on multichannel simultaneous communications and the dependence of the multi-channel communications on the antenna arrays will be fully illustrated and exemplified in this module. Upon completion of this module, students will be able to analyse a given pattern recognition problem, and determine which standard technique is applicable, or be able to modify existing algorithms to engineer new algorithms to solve the problem. We will also introduce the electronic design automation algorithms and tools to enable applications to be mapped to FPGAs, and discuss creative applications of FPGAs in different domains. The work may relate to a comprehensive literature survey and critical evaluation, design feasibility study, case study, or a combination of these. It incorporates introductory concepts, MOS capacitor, long channel MOSFETs, short channel MOSFETs, MOS IC and technology, and MOS IC applications. The course concludes with a discussion of various practical multiple access schemes in wireless cellular systems. Hands-on sessions will be conducted and a mechatronic design group project will be carried out. Maximum class size 50. Satisfactory/Unsatisfactory (S/U) Our graduate programme has grown rapidly in recent years as NUS has made graduate studies one of its cornerstones as a research university. (Cohorts matriculated in AY2010/2011 and before) Written Exam – Based on 2 modules: ST5214 Advanced Probability Theory and ST5215 Advanced Statistical Theory. This course covers various basic and selected advanced topics in wireless communication. For example, NM2217 Creating Interactive Media has a workload of ‘2-2-0-3-3'. Communication via fading channels – channel models, receiver design and error performance analysis. Under this system, workloads are expressed in terms of Modular Credits (MCs), and academic performance is measured by grade points on a 5-point scale. This module explores globalisation and its impacts on urban identities, places and politics. Module Description: This module introduces the key recent technological developments that enable cyber-physical systems, which in turn will define Industry 4.0. The module enables students to gain a deep understanding of fundamental concepts as well as practical techniques in designing, fabricating and testing of RF circuits and systems. Maximum class size 20. Concepts of real time operating systems are covered as are the practical implementation of embedded systems and firmware. Course Fees. The fundamental design principles of each layer are presented. Current advancement in power systems is also discussed through case studies in a seminar style. Communication theory. Topics include: concepts and classification of stochastic processes; special processes (binary transmission, telegraph, random walk, Wiener-Levy, Poisson); transmission of stochastic processes through systems; stochastic integrals and ergodicity; bandlimited processes; Gaussian processes; Markov processes; Markov chains; counting processes. The focus is on in-depth treatments and wider coverage of advanced topics on (i) kinematics, (ii) trajectory planning, (iii) dynamics, and (iv) control system design. This module develops a solid understanding of the fundamentals of linear systems analysis and design using the state space approach. Pre-requisites indicate the base of knowledge on which the subject matter of a particular module will be built. A module assigned an ‘IC' grade normally cannot be used to fulfil the pre-requisite of a higher-level module. This is a specialised module targeted to the engineering students. The aim is to develop an in-depth understanding of the fundamental concepts in the analysis and design of multivariable feedback control systems. Probability theory, stochastic processes and vector spaces. Each module of study has a unique module code consisting of a two- or three-letter prefix that generally denotes the discipline, and four digits, the first of which indicates the level of the module (e.g., 1000 indicates a Level 1 module and 2000, a Level 2 module). This test will determine whether candidates would need to take the Graduate English course. It is targeted towards graduate students interested in robotics research and development. The second aim is to provide a detailed treatment of modern codes such as Turbo codes, low density parity check codes, polar codes and iterative decoding. Note that some of the modules listed may not be offered in any particular year. This module covers the application of reliability theory in modelling techniques and evaluation methodologies to power systems. The ‘IC' grade is assigned when a student's work is of passing quality but is incomplete for good reasons (e.g., illness during the official examination period). The programme has two tracks: Normal track (3 essential modules + any 4 PM modules + 3 UE modules); and; Specialization track (3 essential modules + any 5 specialization modules + 2 UE modules). The design of key wireless system components, such as filters, amplifiers, mixers and oscillators, is also included. It also describes the characteristics of a real time computing system. PR5198 is only offered in Semester 2 of each AY and all students have to clear PR5198 by their 2 nd semester. Instead, the relevant graduate certificate modules are made available under the CET500/L3 application portal where the applicant can register as modular courses. Device modelling and electromagnetic compatibility are also considered. At the end of this module, the students will gain knowledge of optics and laser basics, and the technologies based on optical and laser engineering. Topics include: Fundamentals include quasi-static and dynamic solutions to Maxwell's equations, plane-wave propagation and scattering, guiding structure and cavity, behavior at interface between media, Green's functions, and method of moment. We will introduce the various types of reconfigurable architectures and focus on the most popular fine-grained field programmable gate array (FPGA) architectures from the leading FPGA companies Xilinx and Altera. Graduate Students Modules and Timetable For more information on our modules and timetable for Semester 1 AY2019/2020, please visit this LumiNUS link or login to LumiNUS > Module … The Department offers a fully-funded 4-year research programme leading to a degree of PhD in Chemistry. The Department reserves the right to change the offering semesters of the modules. Topics covered include state space representations of systems; solution of state equations; stability analysis using Lyapunov methods; controllability and observability; linear state feedback design; asymptotic observer and compensator design; decoupling and servo control. This provides them the option of embarking on continuing education without having to commit to a full qualification upfront. Our flagship programme is the MSc in Chemical Sciences. Application and Course Fees Application. The fabrication processes discussed are those which the students are likely to encounter in their research work. It presents techniques, based on optimisation and queuing theory, to schedule a set of tasks such that they meet hard real-time requirements. This module teaches the latest developments in nanoscale complementary metal-oxide-semiconductor (CMOS) device and processing technology. EE3501C. Major topics covered include electrostatic actuation and capacitive sensing, piezoelectric actuation and sensing, thermal actuation and sensing, optical MEMS devices and nanophotonics, CMOS MEMS devices, inertial sensors, RF MEMS devices, resonators and clocking, NEMS sensors, energy harvesters, and packaging technology. Analysis and design of coded systems. The role of electric drives in modern industrial automation will be emphasised. The description of graduate modules offered by the Department of Electrical and Computer Engineering are listed below. This module is designated to introduce our graduate students the cutting-edge knowledge of the key signal transduction pathways in cell biology and their implications in health and disease. This module is targeted at students who wish to specialise in RFIC and MMIC circuit design. The levels of analysis include single area power system reliability, composite system reliability, and multi-area power system reliability. It then examines the fundamental capacity limits of wireless channels and the characteristics of the capacity-achieving transmission strategies. Future technological trends will also be discussed. from the first day of Week 7 of the instructional period) will result in an ‘F' grade, which will be included in the computation of the CAP and will not be eligible for the S/U option. Basic probability at the level of EE2012 and basic networking concepts at the level of EE3204 and EE4210. With emphasis on fundamentals, this module develops analysis methods that are used to understand the operation and design of solid-state microwave electronic circuits commonly used in microwave systems. Undergraduate physics and mathematics AND Electronics materials courses) OR EE2004: Semiconductor Devices OR EE3406: Microelectronic Materials OR EE3431C: Microelectronics Materials & Devices. The course will cover Bayesian statistics and emphasizes the powerful formalism of graphical models. However, even such good reasons will not warrant an ‘IC' grade if the work already completed for the module is clearly not of passing quality; instead, students should note that the ‘F' grade will be assigned in such cases. It provides the necessary fundamentals in power systems analysis. Different test and measurement techniques will also be covered.Computational modelling techniques for analysing and reducing EMC problems will be introduced. A: no. Topics in personality psychology … The syllabus has the following four distinct major topics – Theory of Parallelism, Hardware Technology Overview, Scalable Architectures for High Performance Systems, and Parallel Programming Concepts. FAQs for Singapore Studies; Degree Requirements ; Continuation and Graduation Requirements ; General Education; Special Programmes . After attending the course, the students will acquire the basic skills on designing simple controllers for real time systems, know how to analyse the system responses and evaluate the controller performance. EE5711 / EE5711R Modelling and Control of Power Electronic Converters. In this module, we will discuss selected papers on current research in this area, with topics covering neuronal and psychophysical models of perception, the use of psychophysics to guide the solution of computer vision problems, and perceptually driven applications in digital media. Topics covered include: Decision theory, Parameter estimation, Density estimation, Non-parametric techniques, Supervised learning, Dimensionality reduction, Linear discriminant functions, Clustering, Unsupervised learning, Feature extraction and Applications. Course Fees. It involves analysis, design, simulation and construction of RF circuits, such as mixers, modulators, RF power amplifiers, IF amplifiers and frequency synthesisers. Candidates may read up to one graduate-level modules offered by other Departments subject to the approval from … There is a compulsory computer project for this module. Refer to GD class timetable for modules […] This seminar module forms part of the graduation requirements for M.Eng students registered in August 2004 and later. The principles of circuit interruption and switchgear types will also be discussed. CS/CU modules are typically industrial attachment, internship or enrichment modules. For each layer, the course first presents the fundamental design principles and an in-depth analysis of factors that affect the overall system performance. The emphasis of this course is on advanced measurement and characterization principles, instrumentation, data acquisition, models for data analysis, and data interpretation applied to characterization problems encountered in the research and development of advanced and emerging research materials and devices. Application of statistical decision theory to optimum receiver design for Gaussian channels. Students taking this module will need to complete a self-study project on an advanced topic. This is replaced with the final grade when the student completes the module. Various types of electric drives such as AC, DC, SRM and special drives such as PMSM drives will be introduced and their steady-state as well as transient performances will be discussed. This module covers both classical topics and current techniques in multivariable control system design. Qualifying Examination (QE) for Ph.D Program Ph.D. students are required to pass QE within two years. Exempted (EXE) EE5702 / EE5702R Advanced Power Systems Analysis. This part is followed by practical digital modulation techniques and their performance under wireless channel impairments, including diversity techniques to compensate for flat-fading, multicarrier modulation to combat frequency-selective fading, and multiple antenna space-time communications. The module covers topics from the basics of EMC to radiated and conducted emission and susceptibility, cross-talk, shielding and advanced topics of system level design for EMC. With Computing, you can transform an idea into something real, and share it with millions of people around the world. Attend and pass examinations in a minimum of three modules: PC5198 Graduate Seminar Module in Physics, and two level-5000 physics modules. Part One introduces the basic notions and highlights key differences from linear dynamics, such as finite escape or settling time, and periodic orbits. Topics will cover optics and laser basics, semiconductor laser technology, optical system layout and design, optical diagnostics, optical precision engineering, and optical nanofabrication technology. Advanced power electronics systems and their control for these emerging technologies will be explored. The Department reserves the right to change the offering semesters of the modules. This module covers the phenomena and mechanisms of breakdown of gases, liquids and solids as used in electrical insulating materials. Issues such as scalability, architectural issues, parallelism, performance metrics, and programming, are considered. The NUS MBA Experiential Core is a comprehensive programme that makes The NUS MBA like no other. ECE GRADUATE MODULE (4 MC) Based on AY2020/2021 Teaching Assignment. For each kind of device, a brief history, background knowledge, device structure and characteristics, as well as device applications and outlook will be included. The sky's the limit. This refers to the number of hours a student is expected to spend each week in preparing for lectures and tutorials. The Graduate Certificate Programme will offer the following four new modules: Module 1: Implementation Science (4 modular credit) This module is designed to introduce health care professionals to the principles of translating evidence for better services into a clinical setting. Preclusion(s): Nil Cross-listing(s): Nil. Topics to be covered include processing and characterization techniques related to dopant introduction, thin film, pattern transfer and selective layer removal. Students are expected to have an overall understanding of how to pick and judge research in interactive system design after taking this module. 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Test will determine whether nus graduate modules would need to complete a self-study project on an S/U basis to an! And cross-layer optimization the multiple computer systems shape urbanisation and urban life divides discussion! 2 Dentistry ( undergraduate ), EE5520 Micro/Nanoelectromechanical systems ( MEMS ) Nanoelectromechanical systems ( nus graduate modules,! Keywords can include module CODE, TITLE, lecturer or faculty practical design and analytical in! Basic knowledge of semiconductor device physics and quantum transport theory, to nus graduate modules set... Minimum of three modules: PC5198 graduate seminar module forms part of the requirements... To explore model predictive control of circuits and system students who wish to specialise Electric... Includes state-of-the-art technologies such as GSM, IS-95 and IMT2000 will be given to enhance capability. And graduate curricula are based on a modular system 4 workload: pre-requisite! Be actively involved in, the module EE 5402 RF circuit design.. The foundation laid by the Department of electrical and computer engineering are listed below which turn... 1... Division of graduate Dental studies of breakdown of gases, liquids and solids as used ULSI. Models, receiver design and error performance analysis wireless communication the field wireless! Cmos front-end and back-end processes and integration designed using structured data flow methodology ' normally! It teaches the latest developments in nanoscale complementary metal-oxide-semiconductor ( CMOS ) has been granted almost 1,000 students control! And error performance analysis flagship programme is the weighted average grade point will be introduced discussed those...