Adaptive mixed differential evolution algorithm for bi-objective tooth profile spur gear optimization

Nowadays, the increasing demand for high-strength, efficient, quiet, and high-precision gear design leads to the use of various optimization methods. In this study, a new evolutionary optimization algorithm, named adaptive mixed differential evolution (AMDE), based on a self-adaptive approach is introduced. The proposed method is applied to solve the problem of the optimal spur gear tooth profile, where the objectives are to equalize the maximum bending stresses and the specific sliding coefficients at extremes of contact path. The mathematical model of the maximum bending stresses is developed using a finite element analysis (FEA) calculation. The effectiveness of the proposed method is demonstrated by solving some well-known practical engineering problems. The optimization results for the test problems show that the AMDE algorithm provides very remarkable results compared to those reported recently in the literature. Moreover, for the spur gear used in this work, a significant improvement in balancing specific sliding coefficients and maximum bending stresses are found.

[1]  D. Lowther,et al.  Differential Evolution Strategy for Constrained Global Optimization and Application to Practical Engineering Problems , 2006, IEEE Transactions on Magnetics.

[2]  Miaomiao Wang,et al.  Hybrid particle swarm optimization and differential evolution algorithm for bi-level programming problem and its application to pricing and lot-sizing decisions , 2015, J. Intell. Manuf..

[3]  Cevdet Göloglu,et al.  A genetic approach to automate preliminary design of gear drives , 2009, Comput. Ind. Eng..

[4]  Zoran Milojevic,et al.  A practical approach to the optimization of gear trains with spur gears , 2012 .

[5]  Singiresu S. Rao Engineering Optimization : Theory and Practice , 2010 .

[6]  Aravind Srinivasan,et al.  Innovization: innovating design principles through optimization , 2006, GECCO.

[7]  Hong Li,et al.  A discrete hybrid differential evolution algorithm for solving integer programming problems , 2014 .

[8]  E. Sandgren,et al.  Nonlinear Integer and Discrete Programming in Mechanical Design Optimization , 1990 .

[9]  D. Walton,et al.  Practical approach to optimum gear train design , 1988 .

[10]  Philippe Velex,et al.  A simplified multi-objective analysis of optimum profile modifications in spur and helical gears , 2014 .

[11]  A. Diez-Ibarbia,et al.  Efficiency analysis of spur gears with a shifting profile , 2016 .

[12]  Amit Shukla,et al.  Tradeoff analysis in minimum volume design of multi-stage spur gear reduction units , 2000 .

[13]  R. Rao,et al.  Optimal weight design of a gear train using particle swarm optimization and simulated annealing algorithms , 2010 .

[14]  T. Warren Liao,et al.  Two hybrid differential evolution algorithms for engineering design optimization , 2010, Appl. Soft Comput..

[15]  M. Divandari,et al.  Tooth Profile Modification and its Effect on Spur Gear Pair Vibration in Presence of Localized Tooth Defect , 2012 .

[16]  Michel Gendreau,et al.  An exact epsilon-constraint method for bi-objective combinatorial optimization problems: Application to the Traveling Salesman Problem with Profits , 2009, Eur. J. Oper. Res..

[17]  Ning Wang,et al.  Composite Differential Evolution with Modified Oracle Penalty Method for Constrained Optimization Problems , 2014 .

[18]  Yong Wang,et al.  Hybridizing particle swarm optimization with differential evolution for constrained numerical and engineering optimization , 2010, Appl. Soft Comput..

[19]  Ling Wang,et al.  An effective co-evolutionary differential evolution for constrained optimization , 2007, Appl. Math. Comput..

[20]  Fatih Emre Boran,et al.  Optimization of module, shaft diameter and rolling bearing for spur gear through genetic algorithm , 2010, Expert Syst. Appl..

[21]  Javad Jafari Fesharaki,et al.  Gear train optimization based on minimum volume/weight design , 2014 .

[22]  Dervis Karaboga,et al.  Artificial bee colony algorithm for large-scale problems and engineering design optimization , 2012, J. Intell. Manuf..

[23]  Dexuan Zou,et al.  A novel modified differential evolution algorithm for constrained optimization problems , 2011, Comput. Math. Appl..

[24]  Qingfu Zhang,et al.  Differential Evolution With Composite Trial Vector Generation Strategies and Control Parameters , 2011, IEEE Transactions on Evolutionary Computation.

[25]  P. N. Suganthan,et al.  Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization , 2009, IEEE Transactions on Evolutionary Computation.

[26]  Mitsuo Gen,et al.  A solution method for optimal weight design problem of the gear using genetic algorithms , 1998 .

[27]  Hammoudi Abderazek,et al.  A differential evolution algorithm for tooth profile optimization with respect to balancing specific sliding coefficients of involute cylindrical spur and helical gears , 2015 .

[28]  A. Gandomi,et al.  Mixed variable structural optimization using Firefly Algorithm , 2011 .

[29]  Juan Carlos García-Prada,et al.  Determination of the addendum modification factors for gears with pre-established contact ratio , 1996 .

[30]  Sophie Hallstedt,et al.  A model-based approach for sustainability and value assessment in the aerospace value chain , 2015 .

[31]  Rainer Storn,et al.  Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces , 1997, J. Glob. Optim..

[32]  Peter J. Fleming,et al.  Gearbox design for uncertain load requirements using active robust optimization , 2016 .

[33]  Guilin Wen,et al.  Optimization Design for Spur Gear with Stress-Relieving Holes , 2015 .

[34]  Godfrey C. Onwubolu,et al.  Differential Evolution: A Handbook for Global Permutation-Based Combinatorial Optimization , 2009 .

[35]  R. Storn,et al.  On the usage of differential evolution for function optimization , 1996, Proceedings of North American Fuzzy Information Processing.

[36]  Kalyanmoy Deb,et al.  Multi-Speed Gearbox Design Using Multi-Objective Evolutionary Algorithms , 2003 .

[37]  Radivoje Mitrovic,et al.  Explicit Parametric Method for Optimal Spur Gear Tooth Profile Definition , 2013 .

[38]  Zhong Wan,et al.  Formulation for an optimal design problem of spur gear drive and its global optimization , 2013 .

[39]  Janez Brest,et al.  Self-Adapting Control Parameters in Differential Evolution: A Comparative Study on Numerical Benchmark Problems , 2006, IEEE Transactions on Evolutionary Computation.

[40]  Kanchana Sethanan,et al.  A differential evolution algorithm for the capacitated VRP with flexibility of mixing pickup and delivery services and the maximum duration of a route in poultry industry , 2017, J. Intell. Manuf..

[41]  Ovidiu Buiga,et al.  Optimal mass minimization design of a two-stage coaxial helical speed reducer with Genetic Algorithms , 2014, Adv. Eng. Softw..

[42]  R. Venkata Rao,et al.  Teaching-learning-based optimization: A novel method for constrained mechanical design optimization problems , 2011, Comput. Aided Des..

[43]  Amir Hossein Gandomi,et al.  Cuckoo search algorithm: a metaheuristic approach to solve structural optimization problems , 2011, Engineering with Computers.