Verkfræðilegar bestunaraðferðir

Námsgrein	T-423-ENOP
Önn	20241
Einingar	6
Skylda	Nei

Ár	1. ár
Önn	Vorönn/Spring 2024
Stig námsgreinar	Grunnnám, sérhæft námskeið / Framhaldsnám, grunnnámskeið
Tegund námskeiðs	Valnámskeið
Undanfarar	T-101-STA1, Stærðfræði I T-211-LINA, Línuleg algebra
Skipulag	Taught every day for three weeks.
Kennari	Slawomir Marcin Koziel
Lýsing
Level of course:           3. Undergraduate, advanced / 4. Graduate, introductory. Type of course:            Elective. Prerequisites:  1)Working knowledge of Matlab programming; 2) Calculus (elementary linear algebra, in particular, vector/matrix operations and linear systems; Basic knowledge of derivatives, including Taylor expansion).The course introduces the concept and methods of engineering optimization. Major topics discussed throughout the course are: formulation of unconstrained and constrained optimization problems, objective functions, classification of optimization methods, first- and second-order optimality conditions, gradient-based search methods, derivative-free optimization, stochastic search methods including multi-agent systems and evolutionary algorithms, multi-objective optimization, surrogate-based optimization with focus on space mapping, functional and physical surrogate modeling, design of experiments, model selection and validation, as well as solving real-world engineering optimization problems with interfacing of commercial simulators. The relevant material concerning Matlab programming as well as calculus in the scope necessary for the course will also be given. Reading material:               Lecture slides provided by the teacher
Námsmarkmið
Upon completing the course, the students should be able to:(1) Formulate engineering optimization problem, corresponding objective functions and constraints,(2) Select appropriate optimization/modeling methodology,(3) Implement basic optimization and modeling procedures as well as develop necessary Matlab code,(4) Solve problems using existing packages, in particular Matlab and Matlab’s Optimization Toolbox,(5) Visualize the optimization process and the results.
Námsmat
Grades are based exclusively on the assessment of the solutions to the practical exercises. Requirement regarding the solution format and other details will be given during the first lecture.
Lesefni
Ekkert skráð lesefni.
Kennsluaðferðir
Taught every day for 3 weeks. Lectures and practical sessions.
Tungumál	Enska