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Optimum Design of Pitch Reducer for Wind Turbine Using Genetic Algorithm

유전 알고리즘을 이용한 풍력발전기용 피치감속기의 최적 설계

  • Kim, Jeong Gil (Dept. of System Reliability, Korea Institute of Machinery and Materials) ;
  • Park, Young Jun (Dept. of System Reliability, Korea Institute of Machinery and Materials) ;
  • Lee, Geun Ho (Dept. of System Reliability, Korea Institute of Machinery and Materials) ;
  • Nam, Yong Yun (Dept. of System Reliability, Korea Institute of Machinery and Materials) ;
  • Yang, Woo Yeoul (Gear Solution Technology Development Team, Hyosung)
  • 김정길 (한국기계연구원 시스템신뢰성연구실) ;
  • 박영준 (한국기계연구원 시스템신뢰성연구실) ;
  • 이근호 (한국기계연구원 시스템신뢰성연구실) ;
  • 남용윤 (한국기계연구원 시스템신뢰성연구실) ;
  • 양우열 (효성 기어솔루션기술개발팀)
  • Received : 2013.10.24
  • Accepted : 2013.12.10
  • Published : 2014.02.01

Abstract

Planetary gear design is complex because it involves a combination of discrete variables such as module, integer variables such as the number of teeth, and continuous variables such as face width and aspect ratio. Thus, an optimum design technique is needed. In this study, we applied a genetic algorithm to the design optimization of a planetary gear. In this algorithm, tooth root strength and surface durability are assessed with fundamental variables such as the number of teeth, module, pressure angle, and face width. With the help of this technique, gear designers could reduce trial and error in the initial design stages, thus cutting the time required for planetary gear design.

유성기어의 설계는 모듈 등의 이산변수, 잇수 등의 정수 변수, 치폭, 종횡비 등의 연속 변수가 혼재된 복잡한 문제로 이를 해결하기 위해서는 최적 설계 기법이 적용되어야 한다. 본 연구에서는 유전 알고리즘(Genetic algorithm)을 이용한 최적 설계를 유성기어 설계에 적용하였다. 유성기어 설계시 기본이 되는 기어 잇수, 모듈, 압력각, 치폭 등과 같은 매크로 지오메트리(Macro-geometry)를 이용하여 이뿌리/치면 강도에 대한 강도 평가를 수행하였으며, 상용 프로그램과의 비교를 통해 검증하였다. 유전 알고리즘을 이용하여 기어의 체적을 최소화하기 위한 최적 설계를 수행하였으며, 이를 통하여 설계자는 초기 설계시 시행착오를 줄여 설계 시간을 단축시킬 수 있었다.

Keywords

References

  1. Hwang B. S., 2010, "Understanding of the Latest Wind Turbine," A-Jin, pp. 73-113.
  2. Park, Y. J., Lee, G. H., Kim, J. G., Song, J. S., and Park S. H., 2011, "Analysis of Load Distribution and Sharing on the Planetary Reducer for Wind Turbines," Transactions of the Koean Society of Manufacturing Technology Engineers, Vol. 20, No. 6, pp. 830-836.
  3. Goldberg, 1989, "Genetic Algorithms in Search, Optimization & Machine Learning," Addison Wesley
  4. Bae, I. H. and Chong, T. H., 2002, "New Method to Find the Best Gear Ratio Using the Simulated Annealing Algorithm," Proc. Korean Society of Machine Tool Engineers Spring Conference 2002, pp. 687-692.
  5. Lee, K. H., Lee, G. H., Bae, I. H. and Chong, T. H., 2007, "Optimum Design of Hypoid Gear Considering the Volume," Proc. Korean Society of Machine Tool Engineers Spring Conference 2007, pp. 495-500.
  6. Lee, K. H., Lee, G. H., Bae, I. H. and Chong, T. H., 2007, "An Optimum Design Method of Hypoid Gear by Minimizing Volume," Transactions of the Koean Society of Machine Tool Engineers, Vol. 16, No. 6, pp. 55-61.
  7. ISO Standard 6336, 2006, "Calculation of Load Capacity of Spur and Helical Gears," International Organization for Standardization.
  8. ISO Standard 1328, 1995, "ISO System of Accuracy," International Organization for Standardization.
  9. GL Guideline, 2010, "Guideline for the Certification of Wind Turbines," GL
  10. Chong, T. H., Lee, K. H., Lee, G. H., Bae, I. H., Park, S. H. and Kim, D. S., 2006, "Parameter Analysis of Hypoid Gear Strength and Durability," Proceedings of KSMTE Spring Conference, pp. 409-414.
  11. Jung S. P. and Park T. W., 2009, "A Study on the Development of the Gear Profile Design Program," Journal of the Korean Society for Precision Engineering, Vol. 26, No.8 pp. 104-111
  12. Chong, T. H. and Lee, J. S., 2002, "Optimum Design of Gear Train Systems Using a Genetic Algorithm," Proceedings of KSME Spring Conference, Vol. A, pp. 654-659.
  13. Choi, W. H., Yang, B. S. and Joo, H. J., 1996, "Optimum Field Balancing of Rotating Machinery Using Genetic Algorithm," Trans. Korean Soc. Mech. Eng. A, Vol. 20, No.6 pp. 1819-1826
  14. KISSsoft A. G, 2008, "User Manual," Switzerland

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