Title
Optimization of Adaptation - A Multi-objective Approach for Optimizing Changes to Design Parameters.
Abstract
Dynamic optimization problems require constant tracking of the optimum. A solution for such a problem has to be adjustable in order to remain optimal as the optimum changes. The manner of changing design parameters to predefined values is dealt with in the field of control. Common control approaches do not consider the optimality of the design, in terms of the objective function, while adjusting to the new solution. This study highlights the issue of the optimality of adaptation, and defines a new optimization problem - "Optimization of Adaptation". It is a multiobjective problem that considers the cost of the adaptation and the optimality while the adaptation takes place. An evolutionary algorithm is proposed in order to solve this problem, and it is demonstrated, first, with an academic example, and then with a real life application of a robotic arm control.
Year
DOI
Venue
2013
10.1007/978-3-642-37140-0_6
Lecture Notes in Computer Science
Keywords
Field
DocType
dynamic optimization,adaptation,optimal control
Objective approach,Robotic arm,Mathematical optimization,Optimal control,Evolutionary algorithm,Computer science,Optimization problem
Conference
Volume
ISSN
Citations 
7811
0302-9743
2
PageRank 
References 
Authors
0.40
3
4
Name
Order
Citations
PageRank
Shaul Salomon1204.44
Gideon Avigad28712.74
Peter J. Fleming33023475.23
Robin C. Purshouse462830.00