TY - GEN
T1 - Rationalizing approaches to multi-objective optimization in systems architecture design
AU - Hammami, Omar
AU - Houllier, Marc
PY - 2014/1/1
Y1 - 2014/1/1
N2 - The decision process is considered very important in many systems engineering methodologies, and multi-objective optimization is known to be an important tool for decision-making support. However, there is still a lack of a theoretical ground to guide its smart use. In a context of conception of naval systems, we present the outline of a process designed to output a set of alternatives for its architecture, optimizing several objectives and subject to constraints. The key point here is to outline the importance of the development of methods to choose smartly our approach to multi-objective optimization, in order to get the desired quality of results along several criteria, under several cost constraints. These choices include the choice of the algorithm and its parameters, but also the choice of the width of the architecture space. We show how complexity measures may be used to this end. We also show how we can take advantage of design with architecture frameworks in our approach.
AB - The decision process is considered very important in many systems engineering methodologies, and multi-objective optimization is known to be an important tool for decision-making support. However, there is still a lack of a theoretical ground to guide its smart use. In a context of conception of naval systems, we present the outline of a process designed to output a set of alternatives for its architecture, optimizing several objectives and subject to constraints. The key point here is to outline the importance of the development of methods to choose smartly our approach to multi-objective optimization, in order to get the desired quality of results along several criteria, under several cost constraints. These choices include the choice of the algorithm and its parameters, but also the choice of the width of the architecture space. We show how complexity measures may be used to this end. We also show how we can take advantage of design with architecture frameworks in our approach.
KW - architecture frameworks
KW - complexity
KW - decision-making
KW - design
KW - multiobjective optimization
UR - https://www.scopus.com/pages/publications/84902436733
U2 - 10.1109/SysCon.2014.6819289
DO - 10.1109/SysCon.2014.6819289
M3 - Conference contribution
AN - SCOPUS:84902436733
SN - 9781479920877
T3 - 8th Annual IEEE International Systems Conference, SysCon 2014 - Proceedings
SP - 407
EP - 410
BT - 8th Annual IEEE International Systems Conference, SysCon 2014 - Proceedings
PB - IEEE Computer Society
T2 - 8th Annual IEEE International Systems Conference, SysCon 2014
Y2 - 31 March 2014 through 3 April 2014
ER -