Title :
Study of a topology optimization tool associating a hybrid algorithm with a Voronoï-based formalism for the design of electromagnetic devices
Author :
Denies, J. ; Ben Ahmed, H. ; Glineur, F. ; Dehez, B.
Author_Institution :
CEREM, Univ. Catholique de Louvain, Louvain-la-Neuve, Belgium
Abstract :
This paper presents and compares three topology optimization tools differing from the optimization algorithms they implement. The first two are respectively based on a local optimization algorithm, i.e. a Nelder-Mead method, and a global one, i.e. a genetic algorithm. The third uses a hybrid algorithm associating the local and the global algorithms used in the first two. Each of them implements the same material distribution formalism, i.e. a dynamic formalism based on Voronoi cells. The results obtained on a practical study case, the design of an electromagnet, show the better performance of the hybrid algorithm as well in terms of speed of the convergence as in terms of quality of the final solution and therefore the interest of coupling the exploration ability of the global search with the intensification ability of the local search.
Keywords :
computational geometry; electromagnetic devices; genetic algorithms; graph theory; Nelder-Mead method; Voronoi based formalism; Voronoi cell; electromagnet design; electromagnetic device design; genetic algorithm; hybrid algorithm; optimization algorithm; topology optimization tool; Algorithm design and analysis; Force; Iron; Magnetic cores; Materials; Optimization; Saturation magnetization; Nelder-Mead method; Topology optimization; design; electromagnet; genetic algorithm; hybrid algorithm;
Conference_Titel :
Electrical Machines (ICEM), 2010 XIX International Conference on
Conference_Location :
Rome
Print_ISBN :
978-1-4244-4174-7
Electronic_ISBN :
978-1-4244-4175-4
DOI :
10.1109/ICELMACH.2010.5607889