Active control of surge in centrifugal compressors using a brain emotional learning-based intelligent controller

作者:Jokar Ali*; Zomorodian Roozbeh; Ghofrani Mohammad Bagher; Khodaparast Pooya
来源:Proceedings of the Institution of Mechanical Engineers - Part C: Journal of Mechanical Engineering Science , 2016, 230(16): 2828-2839.
DOI:10.1177/0954406215602281

摘要

Efforts have been targeted at providing a comprehensive simulation of a centrifugal compressor undergoing surge. In the simulation process, an artificial neural network was utilized to produce an all-inclusive performance map encompassing those speeds not available in the provided curves. Two positive scenarios for the shaft speed, constant, and variable, were undertaken, and effects of load line on the dynamic response of the compressor have been studied. In order to achieve high-fidelity simulation in the variable speed case, an artificial neural network was utilized to produce an all-inclusive performance map encompassing those speeds not available in the provided curves. Moreover, effects of dynamic characteristics of throttle valve were also investigated. A novel controlling scheme, based on neuro-fuzzy control philosophy, was implemented to stabilize the compressor performance in the unstable region. Results indicate that if applied, this scheme could produce practical and satisfactory outcomes, possessing certain virtues compared to available techniques.

  • 出版日期2016-10