Despite the potential carbon-neutrality of switchgrass bio-oil, its high acidity and diverse chemical composition limit its utilization. The objectives of this research are to investigate pH ...

To address the low efficiency associated with traditional optimization design methods, machine learning was introduced into the research on structural optimization of static mixers in this paper. Flow ...