Laajuus: 6
Aikataulu: 05.08.2019 - 23.08.2019
Vastuuopettaja (voimassa 01.08.2018-31.07.2020):
Kalyanmoy Deb
Opetusperiodi (voimassa 01.08.2018-31.07.2020):
2019-2020 V period-summe period, intensive course
Osaamistavoitteet (voimassa 01.08.2018-31.07.2020):
The aim is to get acquainted with different types of nonlinear optimization problems and optimization methodologies including optimality conditions, some well-known nonlinear programming methods. A major emphasis will be given in introducing evolutionary optimization methodologies and their scope in solving practical optimization problems. Issues such as constrained handling, multi-objective optimization and decision-making, customization procedures, hybrid methodologies, uncertainty-based optimization, multi-level optimization, and large-scale optimization will be covered. A number of cases studies from indus-tries will be discussed.
Sisältö (voimassa 01.08.2018-31.07.2020):
Part A: Optimization Fundamentals: Scope of optimization in economics, sci-ence and engineering, optimization basics, Structured optimization, such as integer programming and linear and quadratic programming.
Part B: Evolutionary Optimization: Fundamentals, constrained handling, cus-tomization methodologies, multi-objective optimization and decision-making, uncertainty handling leading to robust and reliability-based optimization, bilevel optimization.
Toteutus, työmuodot ja arvosteluperusteet (voimassa 01.08.2018-31.07.2020):
Assigments and final exam, see more detailes in the course syllabus on MyCourses
Spring 2020 re-take exam replaced by independent project.
Työmäärä toteutustavoittain (voimassa 01.08.2018-31.07.2020):
Lectures
Assignments
Exam
Spring 2020 re-take exam replaced by independent project.
Oppimateriaali (voimassa 01.08.2018-31.07.2020):
Informed in MyCourses
Kurssin kotisivu (voimassa 01.08.2018-31.07.2020):
https://mycourses.aalto.fi/course/search.php?search=30E00150
Esitiedot (voimassa 01.08.2018-31.07.2020):
No major prequisites. An exposure to the use of MATLAB software and derivatives of polynomials will be provided in the class.
Arvosteluasteikko (voimassa 01.08.2018-31.07.2020):
0-5
Spring 2020 pass/fail
Ilmoittautuminen (voimassa 01.08.2018-31.07.2020):
Via WebOodi