[HTML][HTML] Assessment of Machine Learning Techniques for Simulating Reacting Flow: From Plasma-Assisted Ignition to Turbulent Flame Propagation

ME Shejan, SMY Bhuiyan, MP Schoen, R Mahamud - Energies, 2024 - mdpi.com
Combustion involves the study of multiphysics phenomena that includes fluid and chemical
kinetics, chemical reactions and complex nonlinear processes across various time and …

Acoustic extintion of partially premixed counterflow flame

MA Akhtardanesh, MJ Hosseinkhani… - The Journal of Engine …, 2023 - engineresearch.ir
In spark ignition engines, local or global flame extinction may occur after the ignition spark
deactivates, posing challenges to engine stability. Identifying and predicting this …

[PDF][PDF] The Journal of Engine Research

MA Akhtardnesh, MJ Hosseinkhani, M Farshchi - The Journal, 2023 - engineresearch.ir
In spark ignition engines, local or global flame extinction may occur after the ignition spark
deactivates, posing challenges to engine stability. Identifying and predicting this …

[PDF][PDF] Deep Learning Prediction and Experimental Valida-tion of Nonlinear Acoustic-Driven Flame Dynamics Using a CNN-Transformer Hybrid Model

MA Akhtardanesh, E Alipoura, M Farshchib - 2024.isav.ir
A hybrid deep learning model combining Convolutional Neural Networks (CNNs) with a
Transformer Encoder was proposed to investigate the nonlinear dynamics of a laminar …

خاموشی آکوستیکی شعلة جریان متقابل در روش‏ اختلاط پیش‌آمیختة ‌جزئی

اختردانش, حسین‌خانی, فرشچی, محمد - تحقیقات موتور, 2023‎ - engineresearch.ir
در موتورهای جرقه‌ای، پس از غیرفعال شدن جرقه‌زن، تحت شرایط خاصی ممکن است خاموشی محلی یا
خاموشی کلی شعله رخ بدهد. شناسایی و پیش‌بینی این پدیده، در رفع ناپایداری احتراق موتورهای …