Abstract
The article presents a metaheuristic solution for the problem of shape optimization of a rotating annular disc. Such discs are important structural components of e.g. jet engines, steam turbines or disc brakes. The design goal is to find the disc shape that would ensure its maximal carrying capacity (corresponding to the speed of rotation), which is a variational problem with the objective functional defined by L infty norm. Such a definition makes the problem impossible to solve using analytical methods so utilization of metaheuristics is necessary. We present different algorithms to solve the problem starting with a classic evolutionary one, followed by agent-based and hybrid agent-based memetic algorithms, which are the main focus of this paper. The reason for this is that agent-based computing systems proved to be versatile as an optimization technique being especially efficient for the problems with complex fitness functions. The obtained experimental results encourage further application of such an approach to similar engineering problems.
Keywords
MSC
68U20
Cite this article
@article{cai-2664,
author = {Wojciech Korczynski and Aleksander Byrski and Roman Dębski and Marek Kisiel-Dorohinicki},
title = {Classic and Agent-Based Evolutionary Heuristics for Shape Optimization of Rotating Discs},
journal = {Computing and Informatics},
volume = {36},
number = {2},
pages = {331--352},
year = {2017},
issn = {1335-9150},
doi = {10.4149/cai_2017_2_331}
}
TY - JOUR AU - Wojciech Korczynski AU - Aleksander Byrski AU - Roman Dębski AU - Marek Kisiel-Dorohinicki TI - Classic and Agent-Based Evolutionary Heuristics for Shape Optimization of Rotating Discs JO - Computing and Informatics VL - 36 IS - 2 SP - 331 EP - 352 PY - 2017 SN - 1335-9150 DO - 10.4149/cai_2017_2_331 UR - https://doi.org/10.4149/cai_2017_2_331 KW - Agent-based computing KW - evolutionary computing KW - variational problem KW - metaheuristics KW - global optimisation ER -
Korczynski, W., Byrski, A., Dębski, R., & Kisiel-Dorohinicki, M. (2017). Classic and Agent-Based Evolutionary Heuristics for Shape Optimization of Rotating Discs. Computing and Informatics, 36(2), 331–352. https://doi.org/10.4149/cai_2017_2_331