“…Recent advances in catalytic technology can accelerate the conversion of carbohydrate-like materials into furan-based fuels such as DMF (Onlamnao et al, 2020) (Pandey et al, 2022) (Guo et al, 2020) (Buchori et al, 2020). However, the achievements of conversion technology still do not mask the challenges of biomass pretreatment such as reactor selection, catalyst type, optimization of reaction conditions, and recovery solutions for by-product lines (Chiang et al, 2020) (Aghaei et al, 2020)(ZuoHua et al, 2021. Another problem arises from the selection of feedstocks because related factors such as availability, ingredients, and cost determine the effectiveness of the circular economy transition .…”