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- Announcements
- Welcome to the Univariate and Multivariate Calculus webpage. You have to visit this page reguarly for any announcement regarding this course.
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- Syllabus
- Lecture Schedule
- Tutorial Schedule
- Lecture Notes
- Problems
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- Course Outline
- Convex Analysis: convex sets, convex functions, calculus of convex functions.
- Optimality of Convex Programs: 1st order necessary and sufficient conditions, KKT conditions.
- Duality: Lagrange and conic duality.
- Linear and Quadratic Programs.
- Conic Programs: QCQPs, SOCPs, SDPs.
- Smooth Problems: gradient descent, Nesterov's accelerated method, Newton's methods.
- Non-smooth Problems: sub-gradient descent.
- Special topics: active set and cutting planes methods, proximal point method.
- Text Books
- S. Boyd and L.Vandenberghe, Convex Optimization. Cambridge University Press, 2004.
- Reference Books
- R. T. Rockafellar. Convex Analysis. Princeton University Press, 1996.
- G. C. Calafiore and L. El Ghaoui, Optimization Models, Cambridge University Press, 2014.
- Question Papers and Answer Keys
- Marks
(Formula for Total Marks = Q1 + MS + 0.8*Q2 + ES)
- Course Outline
- Laplace Transforms: Definition and properties, Sufficient condition of Existence,
Transforms of derivatives and integrals, Derivatives and integrals of transforms, Inverse
Laplace Transforms, Exponential shifts, Convolutions, Applications: Differential and Integral
Equations.
- Fourier Series: Periodic functions, fundamental period, Trigonometric series, Fourier
series, Bessel's inequality, Orthonormal and orthogonal set, Euler formulas, Functions with
arbitrary periods, Even and odd functions , Half range expansions, Fourier coefficients
without integration, Approximation by trigonometric polynomials, Application to differential
equation.
- Fourier Transforms: Fourier integral theorem, Sine and Cosine Integrals, Inverse
Transforms, Transforms of Elementary Functions, Properties, Convolution, Parsevals relation,
Transform of Dirac Delta Function, Multiple Fourier transform, Finite Fourier transform.
- Z Transforms: Z-transforms, properties, Inverse Z- transforms, relationship with Fourier
transforms.
- Complex Analysis: Complex numbers, Modulus, Argument, Curves and regions in complex
plane, Functions, Limits, Derivatives, Analytic functions, Cauchy-Riemann equations, Complex
exponential logarithms and trigonometric function, General powers, Line integrals, Cauchy's
theorem, Cauchys integral theorem, Cauchys integral formula, Taylor and Laurent series ,
Zeros and singularities, Residues, Residues theorem, Evaluation of real improper
integrals.
- Text Book
- E. Kreyszig, Advanced Engineering Mathematics, Wiley.
- Reference Books
- M. Braun, Differential Equations and Their Applications, Springer-Verlag, New
York.
- W. Trench, Elementary Differential Equations.
- J. Schiff, The Laplace Transform: Theory and Applications, Springer.
- J. Brown and R. Churchill, Complex Variables and Application, McGraw-Hill.
- G. F. Simmons, Differential Equations, Tata Mcgraw Hill.
- R. Jain and S. Iyenger, Advanced Engineering Mathematics, Narosa.
- Questions and Keys