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Experimental and machine learning investigation of magnetic-induced local turbulence in fuel-rich CH4 micro-jet flames
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DOI：10.1016/j.applthermaleng.2026.132717.png)
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Abstract
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• The fuel-rich CH4 micro-jet flames were studied under magnetic field confinement. • Introduced the concept of MILT to describe magnetically driven micro-mixing. • Magnetic field reduced flame height/area and increased temperature up to 100 °C. • Chemiluminescence of OH*/CH*/C2* enhanced carbon-radical chemistry at high ϕ. • Supervised ML models achieved an accuracy of up to 99%.
Keywords:
Magnetic-induced local turbulence
Methane micro-jet flame
Flame chemiluminescence
Optical spectroscopy
Magnetically confined combustion
Machine learning diagnostics
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