Multi-objective global optimization of a butterfly valve using genetic algorithms.

A butterfly valve is a type of valve typically used for isolating or regulating flow where the closing mechanism takes the form of a disc. For a long time, the attention of many researchers has focused on carrying out structural (FEM) and computational fluid dynamics (CFD) analysis in order to increase the performance of this type of flow-control device. This paper proposes a novel multi-objective approach for the design optimization of a butterfly valve using advanced genetic algorithms based on Pareto dominance. Firstly, after defining the need for this study and analyzing previous papers on the subject, the initial butterfly valve is presented and the initial fluid and structural analysis are carried out. Secondly, the optimization problem is defined and the optimization strategy is presented. The design variables are identified and a parameterization model of the valve is made. Thirdly, initial design candidates are generated by DOE and design optimization using genetic algorithms is performed. In this part of the process structural and CFD analysis are calculated for each candidate simultaneously. The optimization process involves various types of software and Python scripts are needed for their interaction and the connection of all steps. Finally, a set of optimal solutions is obtained and the optimum design that provides a 65.4% stress reduction, a 5% mass reduction and a 11.3% flow increase is selected in accordance with manufacturer preferences. Validation of the results is provided by comparing experimental test results with the values obtained for the initial design. The results demonstrate the capability and potential of the proposed methodology.

[1]  Piyush P. Nagpurkar,et al.  Design and Development of Double Offset Butterfly Valve , 2014 .

[2]  Seung-Ho Han,et al.  Structural Safety Analysis Based on Seismic Service Conditions for Butterfly Valves in a Nuclear Power Plant , 2014, TheScientificWorldJournal.

[3]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[4]  Lin Wang,et al.  Multidisciplinary optimization of a butterfly valve. , 2009, ISA transactions.

[5]  Takeyoshi Kimura,et al.  Hydrodynamic characteristics of a butterfly valve — Prediction of pressure loss characteristics , 1995 .

[6]  Takeyoshi Kimura,et al.  Hydrodynamic characteristics of a butterfly valve — Prediction of torque characteristics , 1995 .

[7]  W. Spears,et al.  On the Virtues of Parameterized Uniform Crossover , 1995 .

[8]  Bo-Suk Yang,et al.  Cavitation detection of butterfly valve using support vector machines , 2005 .

[9]  Jun-Oh Kim,et al.  Structural Design Strategy of Double-Eccentric Butterfly Valve using Topology Optimization Techniques , 2012 .

[10]  Theodore J. Heindel,et al.  Cavitation From a Butterfly Valve: Comparing 3D Simulations to 3D X-Ray Computed Tomography Flow Visualization , 2011 .

[11]  J. C. Dutton,et al.  An Experimental Investigation of Butterfly Valve Performance Downstream of an Elbow , 1991 .

[12]  Weerachai Chaiworapuek,et al.  An Investigation of the Water Flow Past the Butterfly Valve , 2010 .

[13]  Kalyanmoy Deb,et al.  A fast and elitist multiobjective genetic algorithm: NSGA-II , 2002, IEEE Trans. Evol. Comput..

[14]  Kalyanmoy Deb,et al.  Multi-objective optimization using evolutionary algorithms , 2001, Wiley-Interscience series in systems and optimization.

[15]  Joon-Yong Yoon,et al.  Optimization of the eccentric check butterfly valve considering the flow characteristics and structural safety , 2008 .

[16]  S. M. Yang,et al.  SHAPE DESIGN FOR DISC OF A DOUBLE-ECCENTRIC BUTTERFLY VALVE USING THE TOPOLOGY OPTIMIZATION TECHNIQUE , 2012 .

[17]  Thomas Bäck,et al.  Optimal Mutation Rates in Genetic Search , 1993, ICGA.

[18]  Rhyn H. Kim,et al.  Three-Dimensional Analysis of Partially Open Butterfly Valve Flows , 1996 .

[19]  Kenneth de Jong,et al.  Adaptive System Design: A Genetic Approach , 1980, IEEE Trans. Syst. Man Cybern..

[20]  Turgut Sarpkaya,et al.  Torque and Cavitation Characteristics of Butterfly Valves , 1961 .

[21]  Manescu Tiberiu Ştefan,et al.  Stresses and displacement FEM analysis on biplane disks of the butterfly valves , 2011 .