“…Therefore, it is widely used as a heat source and power source, and as a substitute for fossil fuels, it has made a significant contribution to global energy production . The conversion of biomass energy is a multiscale, multiphysical, and complex process, and the yield and performance of different biomass depend on the chemical composition of the molecules, physical parameters of the particles, and operating parameters of the reactor. − Since a fluidized bed has the advantages of high heat and mass transfer efficiency, wide fuel adaptability, high mixing characteristics, and there are many successful cases of biomass fluidized bed energy conversion at both the laboratory and industrial scales, it is widely used in various fields, such as biopreparation, chemical, oil exploitation, and biomass reaction. , However, the particle flow characteristics inside the bubbling fluidized bed are complex and widely used, so it has been a hot spot for research. , …”