Noise Optimization of the Cooling Fan in an Engine Room by using Neural Network

신경망이론을 적용한 엔진룸내의 냉각팬 소음 최적화 연구

  • 정기훈 (한국과학기술원 항공우주공학과 대학원) ;
  • 최한림 (한국과학기술원 항공우주공학과 대학원) ;
  • 김범섭 (한국과학기술원 항공우주공학과 대학원) ;
  • 김재승 ;
  • 이덕주 (한국과학기술원 항공우주공학과)
  • Published : 2002.11.01

Abstract

Axial fans are widely used in heavy machines due to their ability to produce high flow rate for cooling of engines. At the same time, the noise generated by these fans causes one of the most serious problems. This work is concerned with the low noise technique of discrete frequency noise. To calculate the unsteady resultant force over the fan blade in an unsymmetric engine room. Time-Marching Free-Wake Method is used. From the calculations of unsteady force on fan blades, noise signal of an engine cooling fan is calculated by using an acoustic similarity law. Noise optimization is obtained from Neural Network which is constructed based on the calculated flow rate and noise spectrum.

Keywords