ENHANCED KGCS FOR ENGINEERING DESIGN
Abstract
This paper presents an optimization algorithm called KGCS suitable to be used for different engineering problems. The efficiency of the algorithm is given by the aggregation between the particularities of the Cuckoo Search algorithm and of the Knowledge Gradient policy. The paper also presents the testing of the KGCS algorithm on benchmark engineering problems, such as the optimal design of welded beams, speed reducers or four bar trusses. The results of the tests are compared to the ones reported in the literature for other evolutionary algorithms to prove the high performance of the KGCS algorithm.
Key words: evolutionary algorithm, optimization, engineering design, welded beam, speed reducer, four bar truss.
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Parkinson, A. R., Balling, R. J., Hedengren, J. D., Optimization methods for engineering design. Applications and Theory, Brigham Young University, 2013
Zhou, A., Qu, B.-Y., Li, H., Zhao, S.-Z., Suganthan, P.N., Zhang, Q., Multiobjective evolutionary algorithms: a survey of the state of the art, Swarm and Evolutionary Computation, Vol. 1, No. 1, pp. 32-49, 2011
Hassan, S., Kumar, K., Raj, C. D., Sridhar, K., Design and Optimisation of Pressure Vessel Using Metaheuristic Approach, Applied Mechanics and Materials, Vols. 465-466, pp. 401-406, 2014
Lin, M.-H., Tsai, J.-F., Hu, N.-Z., Chang, S.-C., Design Optimization of a Speed Reducer Using Deterministic Techniques, Mathematical Problems in Engineering, vol. 2013, 7 pages, 2013
Cagnina, L.C., Esquivel, S.C., Coello, C.A.C., Solving Engineering Optimization Problems with the Simple Constrained Particle Swarm Optimizer, Informatica, Vol. 32, pp. 319–326, 2008
Coello Coello, C., Pulido, G., Multiobjective structural optimization using a microgenetic algorithm, Structural and Multidisciplinary Optimization, Vol. 30, Issue 5, pp. 388-403, 2005
Yang, X.-S., and Deb, S., Engineering Optimisation by Cuckoo Search, Int. J. Mathematical Modelling and Numerical Optimisation, Vol. 1, No. 4, 330–343, 2010
Rusu, M.-F., Optimizations under uncertainty with applications in rolling bearing industry, Faculty of Machine Building, Technical University of Cluj-Napoca, 2014 (PhD. Thesis)
Tudose, L., Rusu, F., Tudose, C., Optimal design under uncertainty of bearing arrangements, Mechanism and Machine Theory, 98, 2016, pp. 164-179
Haftka., R. T., Approximation and Optimization in Engineering, Chapter 5: Constrained Optimization, http://www2.mae.ufl.edu/nkim/eas6939/Con
strainedOpt.pdf
De, K., Optimal design of a welded beam via genetic algorithms, AIAA Journal, Vol. 29, pp. 2013-2015, 1991
Cagnina, L. C., Esquivel, S. C., Solving Engineering Optimization Problems with the Simple Constrained Particle Swarm Optimizer, Informatica, Vol. 32, pp. 319-326, 2008
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