A new skeletal mechanism for simulating MILD combustion optimized using Artificial Neural Network

• Published in: Energy (Oxford) Vol. 237; p. 121603
• Main Authors: Si, Jicang, Wang, Guochang, Li, Pengfei, Mi, Jianchun
• Format: Journal Article
• Language: English
• Published: Oxford Elsevier Ltd 15.12.2021; Elsevier BV
• Subjects: Artificial Neural Network (ANN); Artificial neural networks; Combustion; Computational fluid dynamics; Computer applications; energy; Flame propagation; Jet flow; Mechanism reduction; Methane; MILD combustion; Neural networks; Optimization; Premixed flames; Reduction; Singular perturbation; Skeletal mechanism; Spontaneous combustion; Mechanism reduction; Skeletal mechanism; MILD combustion; Artificial Neural Network (ANN)

This work develops a new skeletal mechanism of methane MILD combustion by a joint method of Directed Relation Graph (DRG), Computational Singular Perturbation (CSP) and Artificial Neural Network (ANN) (abbreviated as DRG-CSP-ANN method), where DRG and CSP are used for mechanism reduction and ANN for...