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A multi-objective design optimization strategy as applied to pre-mixed pre-vaporized injection systems for low emission combustors
Authors:M Laraia  M Manna  S Colantuoni  P Di Martino
Institution:1. D.I.M.E., Università degli studi di Napoli ‘Federico II’ , 80125, Naples, Italy;2. Avio, R &3. T.D. Combustion Disciplines , 80038 Pomigliano D'Arco, Naples, Italy
Abstract:This paper presents a multi-objective optimization procedure as applied to the design of the injection system of a Lean Pre-mixed Pre-vaporized combustion chamber. The optimizer drives an Artificial Neural Network in a repeated analysis scheme in order to simultaneously reduce NOX and CO pollutant emissions. The ANN is trained with a few three-dimensional high resolution reactive viscous flow simulations, carried out with a reliable and robust CFD code. Results, obtained in a four-dimensional state space, demonstrate the validity of the overall procedure with truly moderate computational costs.
Keywords:GT combustion chambers  LPP injection systems  design system  expert system  multi-objective design optimization
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