Efficient Optimization of Complex Products
A Simulation and Surrogate Model Based Approach
Johan Persson
Linköping Studies in Science and Technology.
Dissertations No. 1655
Division of Machine Design Department of Management and Engineering
Linköping University SE-58183 Linköping, Sweden
Linköping 2015
This thesis presents methods that can be used to develop complex products via modelling, simulation and optimization.
The aim is to present and investigate how to utilize surrogate models efficiently to reduce the computational effort of performing optimizations of complex models.
Methods for probabilistic optimization are also included to take variations and uncertainties into account to present solutions that are both optimal and robust.
The performances of the presented methods are demonstrated for both analytical and industrial problems.
Efficient Optimization of Complex Products Johan Persson 2015
Efficient Optimization of Complex Products
A Simulation and Surrogate Model Based Approach
Johan Persson
Linköping Studies in Science and Technology.
Dissertations No. 1655
Division of Machine Design Department of Management and Engineering
Linköping University SE-58183 Linköping, Sweden
Linköping 2015
This thesis presents methods that can be used to develop complex products via modelling, simulation and optimization.
The aim is to present and investigate how to utilize surrogate models efficiently to reduce the computational effort of performing optimizations of complex models.
Methods for probabilistic optimization are also included to take variations and uncertainties into account to present solutions that are both optimal and robust.
The performances of the presented methods are demonstrated for both analytical and industrial problems.
Efficient Optimization of Complex Products Johan Persson 2015
