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1 UNIVERSITY OF LAGOS DEPARTMENT OF SYSTEMS ENGINEERING SECTION 2: PHILOSOPHY The general philosophy is to produce graduates with high academic standard and adequate practical background for self employment as well as being of immediate value to industry and the community in general. Our mission and vision are same with that of the larger UNILAG institution. We produce versatile or multi-skilled engineers who are ever-ready and willing to contribute to societal development by optimally harnessing available resources. The Systems Engineer specializes in engineering modeling, analysis and the general deployment of cybernetics and artificial intelligence concepts in the planning, design, operation and management of engineering activities especially in areas such as: • Information and Communication Technologies • Reactor devices and processes • Energy systems • Engineering manufacturing processes • Operations, control and monitoring of electro-mechanical devices and systems • Engineering graphics, simulation and animation • Risk management in engineering systems. It is now generally accepted that effective solutions to problems involving both society and technology must be based on broad systems point of view. Such solutions integrate the technical requirements with other increasingly important factors including social, human and political parameters. In fact, when large-scale problems are under study, few people can be expected to be fully knowledgeable in the complete span of factors and parameters, which must be considered. For such cases, inter-disciplinary teams arrive at solutions, where each member contributes his own special expertise. In order to work effectively on such teams, each member needs to be aware of the fundamental systems and design aspects of the problem. The programme provides students with basic training and skills in analysis, designs, monitoring and control of engineering systems. The programme stresses the importance of humanistic and societal concerns as they shape the designer’s approach to solution of problems confronting the modern society. The Systems Engineer therefore strives to serve the dual needs of the society for the design of reliable and efficient systems, whilst protecting the overall integrity of the host environment. SECTION 3: AIMS/OBJECTIVES AIM : To produce knowledgeable and ethical Systems Engineers with multidisciplinary skills for the evolving society. OBJECTIVES : The objectives of the programme are to: i. Initiate and carry out engineering design and prototyping of various systems as well as serve as conducive learning environment for suitable candidates. ii. Impart cutting-edge analytical, management and computing skills in our students to enable them innovate, maintain and optimally run modern engineering systems.

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UNIVERSITY OF LAGOS DEPARTMENT OF SYSTEMS ENGINEERING

SECTION 2: PHILOSOPHY The general philosophy is to produce graduates with high academic standard and adequate practical background for self employment as well as being of immediate value to industry and the community in general. Our mission and vision are same with that of the larger UNILAG institution. We produce versatile or multi-skilled engineers who are ever-ready and willing to contribute to societal development by optimally harnessing available resources. The Systems Engineer specializes in engineering modeling, analysis and the general deployment of cybernetics and artificial intelligence concepts in the planning, design, operation and management of engineering activities especially in areas such as: • Information and Communication Technologies • Reactor devices and processes • Energy systems • Engineering manufacturing processes • Operations, control and monitoring of electro-mechanical devices and systems • Engineering graphics, simulation and animation • Risk management in engineering systems. It is now generally accepted that effective solutions to problems involving both society and technology must be based on broad systems point of view. Such solutions integrate the technical requirements with other increasingly important factors including social, human and political parameters. In fact, when large-scale problems are under study, few people can be expected to be fully knowledgeable in the complete span of factors and parameters, which must be considered. For such cases, inter-disciplinary teams arrive at solutions, where each member contributes his own special expertise. In order to work effectively on such teams, each member needs to be aware of the fundamental systems and design aspects of the problem. The programme provides students with basic training and skills in analysis, designs, monitoring and control of engineering systems. The programme stresses the importance of humanistic and societal concerns as they shape the designer’s approach to solution of problems confronting the modern society. The Systems Engineer therefore strives to serve the dual needs of the society for the design of reliable and efficient systems, whilst protecting the overall integrity of the host environment. SECTION 3: AIMS/OBJECTIVES AIM: To produce knowledgeable and ethical Systems Engineers with multidisciplinary skills for the evolving society. OBJECTIVES: The objectives of the programme are to:

i. Initiate and carry out engineering design and prototyping of various systems as well as serve as conducive learning environment for suitable candidates.

ii. Impart cutting-edge analytical, management and computing skills in our students to enable them innovate, maintain and optimally run modern engineering systems.

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iii. Inspire and equip students so they would be able to pursue research and development in all areas of Systems Engineering for national development.

iv. Produce graduate Systems Engineers of high standard that would be registrable with national and international professional bodies such as NSE, COREN and INCOSE.

SECTION 4: RATIONALE/JUSTIFICATION The programme aligns with institutional mission of UNILAG and fills a vital national need of training/provision of systems engineers for national development. As the pioneer field of study in the nation we are at a vantage position to meet industrial needs and train others for the academia. Our specific contributions to the national economy are:

i. The training of students and provision of graduates skilled in various aspects of Systems Engineering such as industrial and information engineering, mechatronics/robotics, artificial intelligence, engineering analysis and management.

ii. The provision of personnel skilled in engineering design and research who could serve as consultants in various sectors of the economy.

iii. Our output could man both private and public sector agencies, industries and international organizations.

iv. Our human resource, both staff and graduates could serve as educators/examiners for other institutions of learning.

v. Our graduates could initiate engineering projects and supervise their implementation, manage people, fund, materials and equipment as well as improve on indigenous technology to enhance local problems solving capability.

SECTION 5: ADMISSION REQUIREMENTS All candidates seeking admission into the Bachelors program must possess Five Credits in one sitting/result of Senior Secondary School Examination (SSCE) or its equivalent in Mathematics, English Language, Further Mathematics, Physics and Chemistry.

A. UTME candidates seeking admission into 100Level must offer the following JAMB subjects: Mathematics, English, Physics and Chemistry.

B. Direct Entry candidates seeking admission into 200Level must possess either i. OND (minimum of Upper Credit) in any Engineering discipline ii GCE A/L (Mathematics, Physics, Chemistry) or its equivalent.

C. Direct Entry candidates seeking admission into 300Level must possess HND (minimum Upper Credit) in any Engineering discipline or B.Sc (minimum 2nd Class Lower) in other Engineering Disciplines.

Besides, a candidate must meet University requirements which may include additional screening processes for a course of study. SECTION 6: GRADUATION REQUIREMENT The B.Sc. degree in Systems Engineering has three areas of specializations which have same graduation units requirements but varying elective courses.

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The specializations are: Engineering Analysis, Mechanics and Control Industrial and Management Engineering Artificial Intelligence and Mechatronics

A. UTME Students 100Level Entrants: For a UTME student to graduate in B.Sc. (Systems Engineering) programme, that student must take and pass a minimum of 172 units including all compulsory courses.

B. Direct Entry Students (i) 200Level Entrants or DE: For such a student to graduate in B.Sc. (Systems

Engineering) programme, the student must take and pass a total of 143 units including all necessary courses from 200Levelupwards (137 units) with 100Level GST (6 units).

(ii) 300Level Entrants or DE2: For HND in Engineering or B.Sc holders in other Engineering disciplines, the admitted student must take and pass a total of 107 units including all necessary courses from 300Levelupwards (99 units) with 100L and 200L GST (8 units).

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SECTION 7: LIST OF ACADEMIC STAFF FOR THE PROGRAMME

SN Name of Lecturer Rank Qualification Specialization

1 Olunloyo, VOS

Emeritus Professor

B.Sc., Ph.D. (Cornel), FAEng, FAS, FNMC, NNOM, R.Eng

Computational Fluid Mechanics

2 Ibidapo-Obe O Distinguished Professor

B.Sc. (Unilag), M.Maths, Ph.D (Waterloo), ASCE, FAS, FAEng, FAAS, FTWAS, OFR, R.Eng

Stochastic Processes, Artificial Intelligence, Simulation

3 Fakinlede OA Professor B.Sc. (Unilag), Ph.D (Alberta), R.Eng

Computational Mechanics, Software Engineering

4 Asaolu OS Senior Lecturer

B.Sc., M.Sc., Ph.D. (Unilag), R.Eng, FNYA, AGYA, MNSE, MIORMS, MNCS, MIIE.

Artificial Intelligence, Software Engineering, Systems Modelling & Analysis

5 Fashanu TA Senior Lecturer

B.Sc. (Ife), M.Sc., Ph.D. (Unilag), R.Eng

Computational/Environmental Fluid Mechanics

6 Ogunwolu FO Senior Lecturer

B.Sc, M.Sc., Ph.D. (Unilag), FIOR

Discrete Systems Engineering, Modeling & Simulation, Optimization Techniques

7 Osheku CA Senior Lecturer

B.Sc. (Ife), M.Sc., Ph.D. (Unilag), R.Eng

Computational Fluid, Mechanics/ Aerodynamics

8 Ajibola OOE Senior Lecturer

B.Sc. (UI), M.Sc., Ph.D. (Unilag), MMAN

Artificial Intelligence (Biomedical Modeling)

9 Ajofoyinbo AM

Senior Lecturer

B.Sc. (UI), M.Sc., Ph.D. (Unilag), MCPN

Fuzzy Control & Instrumentation, Intelligent Systems Engineering, Systems Modeling & Simulation

10 Popoola OP Senior Lecturer

B.Eng., M.Sc. (UI) Ph.D. (Habin, R.Eng) Artificial Intelligence

11 Adegbola T.

Associate Senior Lecturer

Ph.D. (UI), M.Sc. (Wales UK) PGD, B.Sc. (Unilag)

Artificial Intelligence, Computational Linguistics, Electronics Communications

12 Akano TT Lecturer I B.Eng. (FUTO), M.Sc., Ph.D. (Unilag), R.Eng

Computational Mechanics, Software Engineering

13 Ipinnimo O Lecturer I B.Eng, M.Sc. (UI) Ph.D. (SA), R.Eng Artificial Intelligence

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14 Adeleye OA Lecturer I B.Eng. (FUTA), M.Sc., Ph.D. (Unilag), R.Eng

Computational Mechanics & Engineering Analysis

15 Sosimi AA Lecturer II B.Sc., M.Sc. (Unilag), R.Eng

Artificial Intelligence, Computational Linguistics & Natural language Processing

16 Oghemhe J Lecturer II B.Eng. (UNAD), M.Sc. (Unilag), R.Eng AgricEngr /AI Systems

17 Oluwasuji O Asst Lecturer

B.Sc., (Ladoke) M.Sc. (New Castle upon Tyne), R.Eng Electrical/ Electronics

18 Orolu KO Asst Lecturer B.Sc., M.Sc. Ph.D. (UniIag) , R.Eng

Systems Engr/Comp Mechanics

19 Atojunere E Asst Lecturer B.Sc., M.Sc. (UI) Agric/Environmental Engr

20 Folorunso CO Asst Lecturer B.Sc., M.Sc. (LASU) USA. Electrical/ Electronics/ AI

21 Adeyeye O Graduate Assistant B.Sc. (Unilag) Systems Engineering

22 Okwonko VC Graduate Assistant B.Sc. (Unilag)

Engineering Analysis & Control

List of Administrative and Technical staff SN NAME OF STAFF RANK QUALIFICATION 1 Mr. MusbauOlatunji  Technologist I  B.Sc. (Lagos) 2 Engr. Abubakar Raji Technologist I  B.Sc. (Ilorin) 3 Miss. OgechiOnuha Technologist II  B.Sc. (Lagos) 4 Mrs. Adejoke Wilton-Waddell Senior Confidential Secretary B.Sc. Management, 

HND. Secretarial Studies, (AMNIM, AIORMS). 

5 Mrs Joanne Lukong

Data Entry Officer 

GCE, Advanced Diploma in Computer / Bus Admin, Professional Diploma in Computer (Unilag) 

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Mrs. Sade S.Sanusi.  Chief Clerical Officer 

Grade II Teacher Certificate, Diploma in Corporate Admin. & Registry mgt (Unilag), NECO 

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SECTION 8: List of Courses and No of Units by Levels in tabular form

100L FIRST SEMESTERCourse Code Course Title Status C or E Units

GEG 113 Engineering Applied Mathematics I C 3 GEG 115 Engineering Algebra I C 2 GEG 117 Engineering Calculus I C 2 MEG 111 Workshop Practice I C 1 FSC 112 Introductory Chemistry I C 3 FSC 115 Introductory Physics I C 3 GST 102 Philosophy, Logic and Philosophy

of Science 2

GST 105 Use of English C 2 Total Units of Compulsory Courses 18 Total Units of Elective Courses 0

100L SECOND SEMESTERCourse Code Course Title Status C or E Units

GEG 124 Engineering Applied Mathematics II C 3 GEG 126 Engineering Algebra II C 2 GEG 128 Engineering Calculus II C 2 MEG 121 Workshop Practice II C 1 PHS 121 Introductory Physics II C 2 PHS 122 Introductory Physics III C 3 PHS 123 Physics Practical C 2 GST 103 Nigerian peoples and Cultures I C 2 Total Units of Compulsory Courses 17 Total Units of Elective Courses 0

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200L FIRST SEMESTERCourse Code Course Title Status C or E Units

GEG 217 Engineering Calculus III C 2 GEG 219 Ordinary Differential Equations C 2 SSG 215 Introduction to Engineering

Computing C 2

EEG 213 Signals and Systems theory C 2 EEG 211 Fundamentals of Electrical

Engineering I C 2

EEG 219 Fundamentals of Electrical Engineering I Laboratory

C 1

CEG 211 Mechanics of Materials I C 3 MEG 212 Fundamentals of Thermodynamics C 2 MEG 211 Engineering Drawing C 2 GST 201 General African Studies I C 2 Total Units of Compulsory Courses 20 Total Units of Elective Courses 0

200L SECOND SEMESTERCourse Code Course Title Status C or E Units

GEG 222 Introduction to Engineering Statistics

C 3

GEG 228 Engineers in the Society C 1 SSG 222 Introduction to Systems

Methodology C 1

SSG 226 Introductory Numerical Methods C 2 SSG 227 Engineering Computer Graphics C 2 CEG 221 Mechanics of Materials II C 2 EEG 220 Fundamentals of Electrical

Engineering II Laboratory C 1

EEG 222 Fundamentals of Electrical Engineering II

C 2

EEG 224 Introduction to Switching and Logic Systems

C 2

MEG 222 Fundamentals of Fluid Mechanics C 2 Total Units of Compulsory Courses 18 Total Units of Elective Courses 0

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300L FIRST SEMESTERCourse Code Course Title Status C or E Units

GEG 311 Calculus of Several Variables C 3 SSG 311 Mathematical Modeling for

Artificial Intelligence Systems C 3

SSG 317 Operations Research I C 2 SSG 335 Introductory Robotic Systems C 2 SSG 336 Robotics Laboratory I C 1 EEG 315 Electronics Circuits I Laboratory C 1 EEG 317 Instrumentation and Measurement C 2 EEG 335 Electronics Circuits I C 2 MEG 311 Mechanical Engineering

Technology C 3

GST 307 Entrepreneurship & Corporate Governance I

C 2

Total Units of Compulsory Courses 21 Total Units of Elective Courses 0

300L SECOND SEMESTERCourse Code Course Title Status C or E Units

GEG 322 Operational Methods I C 3 SSG 320 Rigid Body Dynamics C 2 SSG 321 Introduction to Continuum

Mechanics C 2

SSG 322 Control Theory I C 2 SSG 324 Algorithms and Data Structures C 2 SSG 326 Engineering Materials& the

Environment C 2

SSG 328 Operations Research II C 2 SSG 340 Technical Computing Laboratory C 1 SSG 342 Control Laboratory I C 1 SSG 348 Industrial Engineering C 2 Total Units of Compulsory Courses 19 Total Units of Elective Courses 0

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400L FIRST SEMESTERCourse Code Course Title Status C or E Units

GEG 411 Technical Communications C 1 GEG 412 Numerical Methods in Engineering C 3 GEG 413 Engineering Statistics C 3 SSG 411 Stochastic Models C 2 SSG 415 Mechatronics and Robotic Systems E 2 SSG 418 Systems Simulation I C 2 SSG 431 Continuum Mechanics II E 2 SSG 432 Statistical Quality Control E 2 SSG 433 Operational Methods II E 2 SSG 434 Embedded Systems Programming C 2 SSG 435 Control Systems Analysis E 2 SSG 437 Emerging Concepts and

Technologies C 1

SSG 438 Bio-Inspired Computing E 2 SSG 439 Production Planning and Inventory

Control E 2

Total Units of Compulsory Courses 14 Total Required Units of Elective Courses 6

*LAB courses indicated as ‘Electives’ are compulsory for the respective specialization

Specializations

Engineering Analysis, Mechanics and Control: SSG 431, SSG 432, SSG 435

Industrial and Management Engineering: SSG 415, SSG 432, SSG 439

Artificial Intelligence and Mechatronics: SSG 415, SSG 435 SSG 438

400 LEVEL SECOND SEMSTER: SIW 400 (Industrial Training) – 6 Units

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500L FIRST SEMESTERCourse Code Course Title Status C or E Units

ECN 451 Engineering Economics C 2 SSG 511 Computer Graphics C 2 SSG 513 Techniques of Planning and

Scheduling E 2

SSG 515 Mechatronics and Robotic Systems II

E 3

SSG 517 Systems Simulation II C 3 SSG 518 Artificial Intelligence E 2 SSG 530 Final Year Project I C 3 SSG 531 Control Theory II E 2 SSG 532 Engineering Design and Prototyping C 2 SSG 533 Computational Methods I E 3 SSG 535 Introduction to Machine Learning E 2 SSG 537 Human Factors Engineering and

Ergonomics E 3

Total Units of Compulsory Courses 12 Total Units of Required Elective Courses 5

Specializations

Engineering Analysis, Mechanics and Control: SSG 531, SSG 533

Industrial and Management Engineering: SSG 513, SSG 537

Artificial Intelligence and Mechatronics: SSG 515, SSG 518 or SSG 535

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500L SECOND SEMESTERCourse Code Course Title Status C or E Units

CIL 524 Introduction to Engineering Contract C 1 BUS 430 Management for Engineers C 1 SSG 521 Engineering Project Handling E 1 SSG 522 Systems Analysis and Dynamics C 2 SSG 523 Computational Methods II E 3 SSG 524 Automated Reasoning E 2 SSG 525 Facility Planning E 2 SSG 526 Mechanics of Continua E 2 SSG 527 Control of Robots and Human Arms E 2 SSG 528 Manufacturing Systems Automation E 2 SSG 529 Systems Animation E 3 SSG 542 Image Processing E 3 SSG 549 Systems Reliability and Maintainability C 2 SSG 560 Final Year Project II C 3 Total Units of Compulsory Courses 9 Total Units of Required Elective Courses 7

Specializations

Engineering Analysis, Mechanics and Control: SSG 523, SSG 526, SSG 528

Industrial and Management Engineering: SSG 525, SSG 528, SSG 529

Artificial Intelligence and Mechatronics: SSG 524, SSG 527 or SSG 528, SSG 542

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SECTION 8a: Summary of number of units compulsory and elective courses to be taken/available at each Level for B.Sc. (Hons.)…Systems Engineering………………

First Semester Second Semester Level Units of

Compulsory Courses

Units of Elective courses

Units of Compulsory Courses

Units l of Elective courses

Total of Compulsory Courses

Total of Elective courses

100 18 0 17 0 35 0200 20 0 18 0 38 0300 21 0 19 0 40 0400 14 6 6 0 20 6500 12 5 9 7 21 12Total 154

(89.5%) 18

(10.5%) SECTION 9: COURSE CONTENT List the course content course by course indicating the course code, title, unit and the pre-requisite course code (if any) with the full content of the course. An example is given below GEG 113 – ENGINEERING APPLIED MATHEMATICS I - 3 Units Representation of vectors: Resultant of several vectors. Vectors in Euclidean space: lines, planes and spheres. The dot and cross products. Direction cosines. Differentiation of vector functions. Lami’s theorem. Polygon of forces. Conditions for equilibrium of coplanar forces. Newton’s laws of motion.Analytical treatment of static equilibrium of particles and rigid bodies. Distributed forces. Centroids and centres of gravity. Moments of Inertia. Analysis of structures and trusses. Forces in beams and tables. Friction. GEG 115 – ENGINEERING ALGEBRA I - 2 Units Axiomatic Set theory. Operations on Set. Boolean Algebra. Switching circuits, logic circuits and propositional logic. Transfinite induction and recursion. Sequences. Monotonic sequences and Convergence. Cauchy criteria. Series. Power series. Tests for convergence. Operations on power series. GEG 117 – ENGINEERING CALCULUS I - 2 Units Functions, limits, Continuity and Differentiability. Mean Value theorems. Techniques of differentiation for derivatives of algebraic, trigonometric, exponential and logarithmic functions; Curve sketching. L’Hospital rule. McLaurin’s and Taylor’s series. Applications of differentiation to rates of changes, maximum and minimum problems, application to rectilinear motion. GEG 124 – ENGINEERING APPLIED MATHEMATICS II - 3 Units An introduction to kinematics and kinetics of a particle. Systems of particles and rigid bodies. Energy and momentum methods. Applications. Impulsive motions. Motion of a rigid body (i) about a fixed axis (ii) in a plane. Equations of motion.

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GEG 126 – ENGINEERING ALGEBRA II - 2 Units The real and the complex number systems. Mathematical Induction Matrices and determinants. Complex numbers: representations and algebra. Complex functions. Roots of Unity. De-Moivre’s theorem and applications. Basic matrix theory and algebra. Systems of linear equations: elementary row-reduction, types and methods of solution, Echelon form. Applications of matrices. Introduction to systems of inequalities and linear programming. GEG 128 – ENGINEERING CALCULUS II - 2 Units Integral Calculus: The definite integral. Mean Value Theorems of Integrals. Fundamental theorems of Integral Calculus. Techniques of integration. Improper Integrals. Change of variables and special methods of integration. Reduction Formulae. Numerical techniques for evaluating definite integrals. Applications of Integration to areas, volumes, arc lengths, radius of gyration, moment of inertia. GEG 217 – ENGINEERING CALCULUS III - 2 Units Prerequisite: GEG 128 or GEG 132 Matrices and Linear transformations. Elementary complex Analysis: Logarithmic, Exponential and Circular complex functions. Mapping by elementary complex functions; Conformal mapping. Limit, Continuity and Differentiability of Complex functions; Cauchy-Riemann’s Equations; Complex Line Integrals. Integration of functions of Complex Variables. Cauchy’s Integral Theorem; Cauchy’s Integral Formula; Residue Theorem. Laurent Series. GEG 219 – ORDINARY DIFFERENTIAL EQUATIONS - 2 Units Introduction to Differential Equations; Linear dependence; Classification of Ordinary Differential Equations; Order, Degree and linearity. Types and Techniques of solution of first order ODEs; Picard’s iterative method; physical applications of first order ODE. Theory and solutions of higher order linear equations; physical applications. Ordinary differential equations with constant coefficients: methods of undetermined coefficients, variation of parameters, D-Operator. Linear Differential equations with variable coefficients. Cauchy-Euler’s equations. Systems of linear equations. Properties of linear operations. Series solution. First order non-linear equations: autonomous, equidimensional and scale-invariant. SSG 215 – INTRODUCTION TO ENGINEERING COMPUTING - 2 Units Introduction to Computer systems. Programming structure including data representation in types, classes, variables and constants. Program statements, control structures and memory organization. Topics include Methods, Arrays, Enumerations, Namespaces and introduction software libraries such as Windows Dlls, .NET Framework, etc. Practical based using a modern programming language such as C++ / C Sharp/ VB.NET SSG 222 – INTRODUCTION TO SYSTEMSMETHODOLOGY - 1 Unit Systems thinking and viewpoint, systems in nature: e.g. :solar and biological (circulatory, nervous, etc.), systems modeling, e.g. transportation, education, telecoms, etc. the role of the systems engineer. A case study of an operational system, system dynamics and optimality.

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SSG 226 – INTRODUCTORY NUMERICAL METHODS - 2 Units Solution of algebraic and transcendental equations by iteration. Finite differences. Difference equations. Interpolation. Splines. Numerical solutions of systems of linear equations; iteration methods. Ill-conditioning. Matrix analysis: Methods of matrix inversion. Numerical evaluation of eigenvalues. Numerical integration applied to the Error function and Elliptic Integrals. SSG 227 – ENGINEERING COMPUTER GRAPHICS - 2 Units Introduction to Sketching and visualization, Modeling Techniques, CAD and 3D Modeling, Part and Assembly Design. Packages include AUTOCAD, Maya, Solid Edge, etc. GEG 222 – INTRODUCTION TO ENGINEERING STATISTICS - 3 Units Introduction to statistics: Fundamentals of probability theory; random variables and expectations. Discrete and continuous distributions. Probability and relative frequency. Independent trials. The Laplace-DeMoivre’s limit theorem. Poison’s law. Concepts used in statistics: Expectation of a sum, variance, covariance, correlations. Theory of errors. Estimation of variance and correlation. Linear regression. Random events. Frequency analysis. Data reduction techniques. Distribution and density functions. Expectation and other moments. Laboratory: Introduction to R; Exploratory data analysis: methods of visualisation and summary statistics Sampling from standard discrete and continuous distributions (Bernoulli, Geometric, Poisson, Gaussian, Gamma) Generic methods for sampling from univariate distributions; The use of R to illustrate probabilistic notions such as conditioning, convolutions and the law of large numbers; Examples of modelling real data (but without formal statistical inference) and the use of visualizations to assess fit GEG 228 – ENGINEER IN SOCIETY - 1 Unit Philosophy of Science. History of Engineering technology. Safety in Engineering and introduction to risk analysis. The role of Engineers in nation building. Invited lectures from Professionals. GEG 311 – CALCULUS OF SEVERAL VARIABLES - 3 Units Prerequisite: GEG 217 Calculus of several variables: Limits and continuity. Partial derivatives of first and higher orders. Total differential of a function. Jacobians. Higher order partial and total derivatives and gradient of a function. Integration of total differentials with application to mechanics. Introduction to vector fields – divergence and curl. Generalised Taylor’s series; the extremum of a function of several variables. Differentiation under the integral sign. The calculus of variations. Line integral with applications on computation of areas and volumes. Functions of complex variables. Cauchy-Riemann Equations. Analytical functions. Mapping by elementary functions. GEG 322 – OPERATIONAL METHODS I - 3 Units Prerequisite: GEG 219 Fourier series: periodic functions; Dirichlet conditions; odd and even functions; half-range Fourier sine and cosine series. Parseval’s identity. Differentiation and integration of Fourier series. Boundary value problems. The Laplace transform and applications (excluding the use of inversion integral and convolution theorem).Classification and characteristics of partial

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differential equations: Elliptic, parabolic and hyperbolic equations. Methods of solution; Separation of variables, The Laplace equation in rectangular, cylindrical and spherical co-ordinates. The Navier-Stokes equation, Maxwell equations of Electromagnetism. SSG 313 – MATHEMATICAL MODELING FOR ARTIFICIAL INTELLIGENCE SYSTEMS - 3 Units Mathematical Models. Introduction to Artificial Intelligence (AI), Analytical Hierarchy Process, Reasoning under Uncertainty; Fuzzy sets and Certainty Factors, Expert Systems, Introduction to Neural Networks; Introduction to Graph theory. conventional AI search techniques; Heuristic Search Techniques: Tabu Search, Simulated Annealing and Evolutionary Algorithms such as Genetic and Ant-colony algorithms. Games, strategy and saddle points. Minimax theorem. Methods of solving games. Two person, zero-sum games. Utility Theory. Non co-operation two person games. The axioms of Nash. SSG 315 - ENGINEERING MATERIALS & THE ENVIRONMENT - 2 Units Introduction to the science and structure of engineering materials classified into the following major groups - Metals and alloys, Polymers and Rubber, Ceramics and glasses and composites. mechanical (i.e strength, toughness and stiffness), chemical (i.e oxidation resistance and corrosion) and physical (i.e. density, thermal conductivity, electrical conductivity and magnetic) properties. Manufacturing methods, uses and major application of each engineering material. Selection and use of engineering materials - motivation for selection, cost basis for selection and establishment of service requirements and failure analysis. Selection for mechanical properties (i.e static strength, toughness, stiffness, fatigue, creep and temperature resistance), selection for surface durability (i.e. corrosion resistance and resistance to wear). Case studies in materials selection (e.g. materials for gas turbine, bearings, engines and power generation, ship structures, screw driver, hammer, aeroplane design and construction etc. The influence and impact of the environment on engineering materials and its properties. Degradation of engineering materials and their impact on the environment. International Standards relating to the environment (ISO 14000). Waste generation and handling. Environmental safety and engineering materials. Waste management and recycling. Recycling technology and its economy. The role of genetic engineering in the sourcing of new engineering materials. Current developments in engineering materials (Library/research) - Metals & Alloys. Polymers & Rubber, Ceramics & Glasses and Composites. Visit to at least a manufacturing/processing plant involved in any two of the four major groups of engineering materials (submit a report on the plant and its environment) Environmental impact assessment in Nigeria and its effect on the Nigerian environment. Economic relevance of flue gas (e.g. in the production of Carbon dioxide). SSG 317 – OPERATIONS RESEARCH I - 2 Units Introduction to operations research. Linear programming models; primal and dual problems; graphical solutions, simplex method; post optimality analysis; special algorithms; trans-shipment and assignment problems. Maximal flow, shortest route, minimum spanning tree; travelling salesman problems. Inventory problems.

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SSG 335 – INTRODUCTORY ROBOTIC SYSTEMS - 2 Units The Robot: Definition, Types, Classification and uses. The workspace, coordinates and transformations. Robot Drive systems, Robot sensors, robot-computer interface and programming. Robot Manufacturers and assembly kits. SSG 328 – OPERATIONS RESEARCH II - 2 Units Integer programming; dynamic programming; non-linear programming algorithms: direct search, gradient method, separable programming, complex optimisation method. Sequential unconstrained maximisation algorithm (SUMT). SSG 320 – RIGID BODY DYNAMICS - 2 Units Review of particles dynamics – the three dimensional projectile (as an illustration of moving axes). Motion in general electromagnetic field. Rigid body dynamics. Key theorems. Moments and products of inertia. The inertial tensor. Angular velocity and angular momentum. Systems of particles and rigid bodies. Rate of change of angular momentum and moment of the rate of change of momentum. Rolling. Motion under no forces. Motion of spins and gyrostats. Leguerre’s equation and applications. SSG 322 – CONTROL THEORY I - 2 Units Dynamic systems. Time domain and frequency domain analysis. The exponential matrix. Transfer functions. Discrete time system. Linear control systems. Feedback. Determination of stability and response of linear systems. Lyapunov methods for the investigation of non-linear systems stability. The Pontryagin maximum principle for optimal control. SSG 324 - ALGORITHMS AND DATA STRUCTURES - - 2 Units Prerequisite: SSG 215 Review of elementary algorithm and flow chart;OOP implementation of various data structures (ordered list, sparse matrices, stack, queues and deques, trees and graph). Algorithms and Methods e.g. for Sorting, File I/O. Polymorphism and late binding. Parametrized types such as generics or templates, Iterators and enumerators. Applications to AI, databases, record formats, record blocking and deblocking, etc. Emphasis will be on code reuse and standard libraries in program development. SSG 336 – ROBOTICS LABORATORY I - 1 Unit Introduction to lab. equipment and safety, designated robotics experiments. SSG 340 – TECHNICAL COMPUTING LABORATORY - 1 Unit Introduction to MATLAB IDE, m-files, programming, visualizations, toolboxes. Integration with external applications. systems. Using Mathematical, symbolic, etc.An introduction to software applications e.g. Open Office, Open source operating systems; Linux fundamentals and commands, HTML and Javascript SSG 342 – CONTROL LABORATORY I - 1 Unit Introduction to lab. equipment and safety, designated control systems experiments.

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SSG 348 - INDUSTRIAL ENGINEERING - 2 Units Basis concepts of economic analysis. Cost concepts interest equations and time value of money. Salvage value, Capitalized cost equation, present worth, amortization, depreciation, discounted cash flow analysis and measures of profitability. Methods for evaluation of alternatives. Annual cost comparisons. Internal rate of return, present worth and premium work comparison, etc. Human Factors and Ergonomics, Productions Systems e.g. Design for Manufacturing, Lean Manufacturing Cell. Introduction to Project Management, Maintenance Management, Information Systems e.g. Decision Support Systems. Conclude with Industrial visit / Excursion. SSG 321 – INTRODUCTION TO CONTINUUM MECHANICS - 2 Units Mathematical Preliminaries: Vectors and Tensors, Kinematics – mathematical description of motion and deformation, internal forces: External loading – surface tractions, body forces, Cauchy Stress, Principal stresses, stress invariants, Stresses near a surface, Piola-Kirchhoff stresses (Nominal and material stress), Field Equations and Conservation Laws: Mass Conservation, Linear and angular momentum; static equilibrium, Work done by stresses, The principle of virtual work, The first and second laws of thermodynamics for continua, Conservation laws for a control volume, Transformation of field quantities under changes of reference frame. GEG 411 – TECHNICAL COMMUNICATIONS - 1 Unit Library Search, Using Web Search Engines such Wikis, Google Scholar, Answers.com, etc. Publication Types; essays, reports, books, etc. Technical Report Writing, Referencing Styles and Ethical Issues, Use of Modern Authoring Tools such as Open Office / MS Office, Adobe Suite (Acrobat, Illustrator & Macromedia), etc. Article Review, Feasibility Studies. GEG 412 – NUMERICAL METHODS IN ENGINEERING - 3 Units Numerical Analysis: Multi-variable Newton-Raphson method for solving Simultaneous Non-linear transcendental equations. Finite Difference Operators,Advanced Interpolation –Newtons Divided Diffrence Interpolation Formula, Lagrange Interpolation, etc., Numerical analysis with applications to the solution of ordinary and partial differential equations: Finite difference and Finite elements methods: applications to solution of non-linear equations. GEG 413 – ENGINEERING STATISTICS - 3 Units Some aspects of probability theory: Random events, Frequency analysis, Data Reduction techniques, Random variables, Distribution and density functions, Expectation and other moments. Discrete distributions. Binomial, Poisson, Multinomial Distributions. Continuous Distributions: Normal, Chi-Square, t-, F-, and Gamma Distributions. Sampling theory, Estimation of population parameters and Statistical Test. Regression analysis and Analysis of Variance. SSG 411 – STOCHASTIC MODELS - 2 Units Markov chains; The Poisson Process; Memoryless random variables. Replacement models, Continuos-time stochastic processes. General Queuing Systems. Renewal processes.

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SSG 415 - MECHATRONICS AND ROBOTICS SYSTEMS - 2 Units Introduction to mechatronics, robotics and measurement systems; An overview of industrial robots and mobile robotics; Analogue signal processing using amplifiers, operational amplifiers and their applications in mechatronics, robotics and measurement systems; Design and development of simple mechatronic/robotic systems; Using Labview for typical mechatronic systems prototyping; Case study applications of measurement and control systems; Data acquisition: quantization theory, Analogue to Digital Conversion, Digital to Analogue Conversion, sampling rate and aliasing, counter operations; Sensors: position and speed measurement, stress and strain measurement, temperature measurement, vibration and acceleration measurement, pressure and flow measurement; Analysis and design of a typical sensor system; Actuators: Solenoids, relays, motors, hydraulics, pneumatics and smart actuators, Analysis and design of a typical actuator system; Computer control architecture: open loop and close loop control, supervisory and sequential control; Mechatronic systems: computer/microprocessor/microcontrollers and their applications in system control; Case studies (examples of mechatronic, robotic and measurement systems) SSG 418 – SYSTEMS SIMULATION I - 2 Units Basics of simulation: Scope, Random number generation, building simulation models. Models and simulation. Computer languages for Simulation. Mechanics of constructing and executing Simulation Models. Design of simulation experiments. Monte Carlo simulations: examples from discrete and continuous systems. Simulation of queue systems. Simulation of continuous event systems. Introduction to continuous system simulation languages. SSG 431 – CONTINUUM MECHANICS II - 2 Units Constitutive models – general considerations: Thermodynamics – the dissipation inequality, Frame indifference. Mechanics of elastic and compressible, viscous fluids: Constitutive models for fluids, Solutions to simple problems; Mechanics of elastic solids: Constitutive models for hyperelastic materials, Solutions to simple boundary value problems for hyperelastic materials Linearized field equations, and examples of linear elastic solutions. Advanced techniques. SSG 432 - STATISTICAL QUALITY CONTROL - 2 Units A comprehensive coverage of modern quality control techniques to include the design of statistical process control systems, acceptance sampling, and process improvement. Including statistical quality control in manufacturing; modeling, process quality, control charts, process capability, Six Sigma. SSG 433 – OPERATIONAL METHODS II - 2 Units Pre-requisite: GEG 311, GEG 322 Complex function theory: Elementary functions, complex integration. Cauchy’s theorem. Cauchy’s integral formula. Taylor and Laurent series. Residual Calculus and applications. Convolution theorem and Bromwich integral; Multiplication theorem. Inverse transforms. Properties and applications. Multiple Fourier transforms.

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SSG 434 - EMBEDDED SYSTEMS PROGRAMMING - 2 Units Concepts and uses of macro-assemblers and conditional assembly. Use of access methods control for 1/0 device. Job control languages and file structures, File and storage management. Use of linkers and loaders in load modules creation, Programming various Microcontrollers. SSG 435 - CONTROL SYSTEMS ANALYSIS - 2 Units Modeling of physical systems, Dynamic equation of mechanical, electrical, thermal and fluid flow systems. Transfer functions of mechanical, electrical and electromechanical control components. Block diagrams Signals flow graphs. Characteristic equations, s-plane roots, and stability, Performance criteria. Roots locus, polar and Bode plats and N-diagrams. Inverse Nyquist plots. State space description of control systems, analogue computer simulation of control systems. SSG 437 – EMERGING CONCEPTS AND TECHNOLOGIES - 1 Unit History of Technology, Founding concepts of Lean manufacturing, Space Technology fundamentals, Nanotechnology fundamentals, etc. SSG 438 - BIO-INSPIRED COMPUTING - 2 Units Examples of cooperative phenomena in nature, Concepts such as emergence, self-organization and embodiment, Genetic algorithms, Algorithms for swarm intelligence., Biological neural networks, Various artificial neural networks and their application (eg, clustering, dimensionality reduction), Models in computational and cognitive neuroscience., Models of biological computation in computational/cognitive neuroscience and/or bioinformatics. SSG 439 - PRODUCTION PLANNING AND INVENTORY CONTROL - 2 Units Introduction to inventory concepts as applied in manufacturing and distribution environments and the inter-relationships between them. It covers objectives, planning levels, demand types, forecasting, order point systems, MRP, different costing types, ABC analysis, order quantities, purchasing, capacity, DRP and warehouse control. SSG 511 – COMPUTER GRAPHICS - 2 Units The study of fundamental mathematical algorithmic and representational issues in graphics: Graphics process, projective geometry; homogenous coordinates; projective transformation, line drawing; surface modeling and object modeling; reflectance models and rendering, texture mapping; polyhedral representations. Procedural modeling. 3D Solid Modeling and Design, Numerical simulation in Engineering Design, visualization and simulation of engineering systems. Packages include AutoDesk& Adobe Products, NASTRAN, ComsolMultiphysics, etc. SSG 513 – TECHNIQUES OF PLANNING AND SCHEDULING - 2 Units Pre-requisite: SSG 317 Project definition and work breakdown structure, scheduling and control models and techniques such as AOA, AON, Bar charting, line of balance and time & location. Allocation of resources. Optimal schedules. Documentation and reporting services. Time and cost control. Progress monitoring evaluation. Computer applications.

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SSG 515 MECHANICS AND ROBOTIC SYSTEMS II - 3 Units Pre-requisite: SSG 437 Numerical methods for the kinematics inversion of several manipulators. The handling of redundancies and singularities. Kinematics and dynamics of parallel manipulators. Manipulator performance evaluation and optimization; multi-fingered hand grasping and manipulation; robot compliant and constrained motion. Obstacle avoidance. SSG 517 SYSTEMS SIMULATION II - 3 Units Pre-requisite: SSG 437 Discrete event simulation. Examples in different production and service systems. Principles and computer languages e.g. GPSS/H, SLX, ARENA, PROMODEL, EXTEND. Model Validation. Analysis of Simulation data. SSG 518ARTIFICIAL INTELLIGENCE II - 2 Units Pre-requisite: SSG 311 Introduction to search methods in AI problems. Self organising systems, information theory, rational decision making, pattern recognition, parametric and non-parametric training for developing pattern classifiers; problem solving. The Minimax and alpha-beta algorithms and heuristic approaches to state space search problems. SSG 531 – CONTROL THEORY II - 2 Units The phase plane portrait. Determination of the qualitative behaviour of non-linear second order systems by Linearisation (Lyapunov’s first method). Envelop methods; the Popov and circle criteria. Limit cycles and relaxation oscillations. Liennard’s equation. Gradient system decomposition. SSG 532 - ENGINEERING DESIGN AND PROTOTYPING - 2 Units This course develops a holistic view of and initial competency in engineering design by conceiving, designing, manufacturing and testing a system component such as a complex structural part using rapid prototyping methods and computer-aid tools. Activities include hand sketching, CAD modeling, CAE analysis, CAM programming and operation of CNC machining equipment. Requirements compliance is verified in the laboratory via structural testing. Initial designs are improved by means of multiobjective design optimization. The focus is on the design process itself as well as the complementary roles of human creativity and computational methods and tools. To be carried out in teams of 2-3. The first of two phases challenges each student team to meet a set of design requirements and constraints for a structural component. A course of iteration, fabrication, and validation completes this manual design cycle. During the second phase, each team conducts design optimization using structural analysis software, with their phase one prototype as a baseline. SSG 533 - COMPUTATIONAL METHODS I - 2 Units Finite element methods for beam and truss elements. Systems of ordinary differential equations in a finite element formulation. Static and dynamic analysis of complex structures. Rigid elements in an elastic environment.

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SSG 535 - INTRODUCTION TO MACHINE LEARNING - 2 Units Decision trees, Bayesian networks, instance-based learning, kernel machines, clustering, inductive logic programming, evaluation. Examples will be drawn from simple problems that arise in studies of machine language understanding and vision. SSG 537 – HUMAN FACTORS ENGINEERING AND ERGONOMICS - 2 Units Ergonomics: definition, history and benefits; scientific foundation and principles; application of principles in the design of human-work and human-technology systems; work method analysis and development of time standards. Specifically, manual work, workstation, equipment, tool and control design; work environment design: noise, illumination, climate, ventilation, vibration, radiation and chemical substances; occupational health and safety; cognitive work design: information coding, display design, human-computer interaction, and user experience; time and motion studies; shiftwork and working hours; problem solving tools, consumer product design for a global market, incorporating human factors principles and user desires in a multicultural perspective, emphasizing visual inspection and other industrial applications. SSG 521 - ENGINEERING PROJECT HANDLING - 1 Unit Introduction and organization strategy, Project selection, The PMT tool and MS project tutorial, Project management organization, Project definition, Project time/cost estimation, Developing a project plan, Risk management, Resource scheduling, Reducing project lead time, Leadership and project management, Managing project teams, Partnering, Monitoring progress, Project closure SSG 522 – SYSTEMS ANALYSIS AND DYNAMICS - 2 Units Fundamental concepts: Dynamic system variables. Fundamental postulates of systems analysis. The concept of information, signal and feedback. System model representation. Relationship between model system variables. Formulation of equations for dynamical model networks. Analytical solution of system equations. Solution of free and forced response of linear systems. Parameter variation and systems changes. SSG 523 - COMPUTATIONAL METHODS II - 2 Units Solid modeling and FEA for 1D, 2D, 3D structures, fluids, heat transfer using FEA software. SSG 524 – AUTOMATED REASONING - 2 Units Representing and reasoning with knowledge. The case for logics. Introduction to logic- programming. PROLOG, LISP. Introduction to some AI applications of logic programming. Expert systems and their implementation. Planning. Natural language processing. Machine learning. SSG 525 – FACILITY PLANNING - 2 Units Basic theory of facility location. Facility layout and material handling systems design with emphasis on applications in a wide variety of industries. Design principles and analytical solution procedures presented with emphasis on modern practice including computerised approaches.

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SSG 526 – MECHANICS OF THE CONTINUA - 2 Units Mechanics of the Continuous media: tensors in various coordinate systems. Analysis of stress in a continuum. Analysis of deformation in a continuum. Eulerian and other forms of the basic physical laws governing the motion of a continuous medium. SSG 527– CONTROL OF ROBOTS AND HUMAN ARMS - 2 Units Robot actuation and arm design. Identification of actuator and joint dynamics. Kinetics calibration and inertial parameter estimation. Model-based control for position and force. Human operator dynamics and teleoperation. SSG 528 – MANUFACTURING SYSTEMS AUTOMATION - 2 Units Computer assisted manufacturing systems: NC, CNC, DNC,; robotics, materials handling, group technology, flexible manufacturing systems, process planning and control. Computer Integral Manufacturing (CIM). SSG 529 – SYSTEMS ANIMATION - 3 Units Procedural modeling and animation. The use of animation software; the Proof Animation and others. Problems drawn from different systems models. SSG 512 – IMAGE PROCESSING - 3 Units Psychophysics of vision. Properties of images sampling, digitizing and displaying images; geometric and algebraic processing, spatial filtering; image coding and transmission, binary image analysis, segmentation; description of lines and shapes. Representation. Software and hardware systems. Applications. Scene analysis. SSG 530– FINAL YEAR PRIJECT I - 3 Units Students shall preferably in groups of 2 to five max. embark on a project worthy of demonstrating principles from various courses taken across the undergraduate level. SSG 549 – SYSTEMS RELIABILITY AND MAINTAINABILITY - 2 Units Deterministic reliability. Archenius’ model. Failure mechanisms. Screening. Statistical reliability: Operational reliability, quantities, derived quantities. Failure distributions: Negative exponential, Normal, Lognormal, Wiebull and Gamma distributions. Life distribution measurements. Reliability models. Non-maintained systems. Maintained systems. Evaluation methods. SSG 560 – FINAL YEAR PRIJECT II - 3 Units Students shall preferably in groups of 2 to five max. embark on a project worthy of demonstrating principles from various courses taken across the undergraduate level.

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NOTE: SSG 132 and SSG 141 (2 units each) are designed upon request, for non-Engineering students such as Building Dept, Quantity Surveying Dept., Science and Technology Education Dept. from Environmental and Education faculties.

SSG 132: ENGINEERING MATHEMATICS FOR NON-ENGINEERS 1 - 2 Units Representation of Vectors; Resultant of several Vectors Direction cosines. Differentiation of vector functions. Lami’stheorem.Polygon of forces.Conditions of equilibrium of coplanar forces.Distributedforces.Centroids and centres of gravity.Axiomatic set theory operations on set. Functions, limits, continuity and differentiability. Mean value theorems. Techniques of Differentiation for derivatives of algebraic, trigonometric and logarithmic functions; curve sketching.L’Hospital rule.McLaunin’s and Taylor’s series.Applications of differentiations of rate of changes.maximum and minimum problems, application to rectilinear motion. SSG 141 - ENGINEERING MATHEMATICS FOR NON-ENGINEERS 1I - 2 Units Mathematical Inductions, Matrices and Determinants, Systems of linear equations, Application of Matrices, Introduction to systems of inequalities and linear programming. Integral calculus: The definite integral. Mean Value theorems of integrals. Fundamental theorems of integrals calculus.Techniques of integration.Improper integrals. Change of variables and special methods of integration. Reduction formulae.Numerical techniques for evaluating definite integrals.Applications of integration to areas, volumes, arc lengths, radius of gyration, moment of inertia.