Topological Design via a Rule Based Genetic Optimization Algorithm
- 1 Axalta Coating Systems, Front Royal, USA
- 2 Systems Engineering Department, Donaghey College of Engineering & Information Technology, University of Arkansas at Little Rock, Little Rock, USA
- 3 Systems Engineering Department, Donaghey College of Engineering & Information Technology, University of Arkansas at Little Rock, Little Rock, USA
- 4 Systems Engineering Department, Donaghey College of Engineering & Information Technology, University of Arkansas at Little Rock, Little Rock, USA
Abstract
A topological structural design approach is presented which is based upon the implementation of a two phase evolutionary optimization algorithm in conjunction with a finite element analysis code. The first phase utilizes a conventional genetic approach which performs a global search for the optimal design topology. Dual level material properties are specified within the genetic encoding and are applied to each individual element in the design mesh to represent either design material or a void. The second phase introduces a rule based refinement which allows for user design intent to accelerate the solution process and eliminate obvious design discrepancies resulting from the phase one search. A series of plate design problems are presented where the objective is to minimize the overall volume of the structure under predefined loading and constraint conditions. The constraints include both stress and deflection considerations where stress is calculated through the use of a commercial finite element package. The initial plate example incorporates a coarse mesh, but a gradual decrease in element size was employed for the remaining cases examined. Replacement of the phase one search with a set of randomly generated designs is demonstrated in order to form a greatly reduced design space which drastically increases the efficiency of the solution process. Comparison results are drawn between the conventional genetic algorithm and the two phase procedure.
- Vanderplaats, G.N. (1997) Structural Optimization: Where We’ve Been and Where We’re Going. In: Hernandez, S. and Brebbia, G.A., Eds., Computer Aided Optimum Design of Structures V, Computational Mechanics Publications, Berlin, 45-54.
- Bendsoe, M.P. and Kikuchi, N. (1988) Generating Optimal Topologies in Structural Design Using a Homogenization Method. Computer Methods in Applied Mechanics and Engineering, 71, 197-224. https://doi.org/10.1016/0045-7825(88)90086-2
- Sandgren, E. (1997) Robust Shape Optimal Design with Consideration of Variation. In: Hernandez, S. and Brebbia, G.A., Eds., Computer Aided Optimum Design of Structures V, Computational Mechanics Publications, Berlin, 287-297.
- Alobaidi, W., Sandgren, E. and Alkuam, E. (2017) Decision Support through Intelligent Agent Based Simulation and Multiple Goal Based Evolutionary Optimization. Intelligent Information Management, 9, 97-113. https://doi.org/10.4236/iim.2017.93005
- Alobaidi, W.M., Webb, D.J. and Sandgren, E. (2017) A Rule Based Evolutionary Optimization Approach for the Traveling Salesman Problem. Intelligent Information Management, 9, 115-132. https://doi.org/10.4236/iim.2017.94006
- Sandgren, E. and Jensen, E. (1992) Automotive Structural Design Employing a Genetic Optimization Algorithm. SAE Technical Paper Series, Article ID: 920772.
- Kicinger, R., Arciszewski, T. and DeJong, K. (2005) Evolutionary Computation and Structural Design: A Survey of the State of the Art. Computers and Structures, 83, 1943-1978. https://doi.org/10.1016/j.compstruc.2005.03.002
- Xie, Y.M. and Steven, G.P. (1997) Evolutionary Structural Optimization. Springer-Verlag, Berlin. https://doi.org/10.1007/978-1-4471-0985-3
- Eschenauer, H.A. and Olhoff, N. (2001) Topology Optimization of Continuum Structures: A Review. Applied Mechanics Reviews, 54, 331-389. https://doi.org/10.1115/1.1388075
- Mackerle, J. (2003) Topology and Shape Optimization of Structures Using FEM and BEM—A Bibliography (1999-2001). Finite Elements in Analysis and Design, 39, 243-253. https://doi.org/10.1016/S0168-874X(02)00071-9
- Yang, X.Y., Xie, Y.M., and Steven, G.P. (2005) Evolutionary Methods for Topology Optimization of Continuous Structures with Design Dependent Loads. Computers and Structures, 83, 956-963. https://doi.org/10.1016/j.compstruc.2004.10.011
- Yang, X.Y. and Xie, Y.M. (1999) Bidirectional Evolutionary Method for Stiffness Optimization. AIAA Journal, 37, 1483-1488. https://doi.org/10.2514/2.626