“…The range of application of reduced virtual schemes is given by the operating conditions and flame configurations covered by the learning database [22]. The virtual chemistry model is composed of a main scheme, dedicated to capture heat release and temperature, and one or more satellite sub-mechanisms devoted to pollutant prediction such as CO [22], NO x [23] or soot [6]. In the present study, the main mechanism for ethylene-air combustion from [6] is retained:…”