Technical Report 141, c4e-Preprint Series, Cambridge
Global sensitivity analysis of a model for silicon nanoparticle synthesis
ref: Technical Report 141, c4e-Preprint Series, Cambridge
Associated Theme: Nanoparticles
This paper presents a global sensitivity analysis of the detailed population balance model for silicon nanoparticle synthesis of Menz & Kraft (2013, Combustion & Flame, 160:947--958). The model consists of a gas-phase kinetic model, fully coupled with a particle population balance. The sensitivity of the model to its seven adjusted parameters was analysed in this work using a High Dimensional Model Representation (HDMR). An algorithm is implemented to generate response surface polynomials with automatically selected order based-on their coefficient of determination. A response surface is generated for 19 different experimental cases across a range of process conditions and reactor configurations. This enables the sensitivity of individual experiments to certain parameters to be assessed. The HDMR reveals that particle size was most sensitive to the heterogeneous growth process, while the particle size distribution width is also strongly dependent on the rate of nucleation.
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