成果及论文 - 低碳能源与智能化工技术

典型研究成果选摘：

（1）计算流体力学、计算热质传递学

多相流及多相反应器的计算流体力学模拟（Chem Eng Sci, 2021, 229, 116147; AIChE J, 2023, 69, e18209）

典型文章链接：https://pubs.acs.org/doi/10.1021/acs.iecr.2c01036

气固两相流高精度细网格模拟（Chem Eng Sci, 2019, 204, 228-245）

文章链接：https://doi.org/10.1016/j.ces.2019.04.026

颗粒尺度解析CFD-DEM模拟及介尺度气固相间传热滤波建模（AIChE J, 2020, 67(4), e17121）

文章链接：https://aiche.onlinelibrary.wiley.com/doi/10.1002/aic.17121

颗粒尺度解析CFD-DEM模拟流化床聚合反应器内颗粒间搭桥粘结现象（Chem Eng Sci, 2023, 118437）

文章链接：https://www.sciencedirect.com/science/article/pii/S0009250922010223

（2）AI辅助的多尺度智能建模与优化

多相体系中融合机理和AI的数字孪生平台（Ind Eng Chem Res, 2022, 61, 9901, ESI高被引）

机器学习与计算流体力学集成耦合（Chem Eng Sci, 2022, 248, 117268; AIChE J, 2020, 66, e16973）

典型文章链接：https://aiche.onlinelibrary.wiley.com/doi/10.1002/aic.16973

机器学习辅助气固两相流介尺度颗粒动理学建模（AIChE J, 2021, e17290）

文章链接：https://aiche.onlinelibrary.wiley.com/doi/10.1002/aic.17290

一种基于机器学习和遗传算法的混合方法，辅助固定床反应器多目标性能优化（AIChE J, 2024, e18520）

典型文章链接：https://aiche.onlinelibrary.wiley.com/doi/10.1002/aic.18520

（3）反应器设计与放大、催化剂理性设计、传递与反应过程强化

气固流化床反应器内构件设计及放大效应初步研究（Chem Eng Sci, 2022, 253, 117547）

文章链接：https://www.sciencedirect.com/science/article/pii/S0009250922001312

CFD辅助生物质热裂解提升管反应器设计（Chem Eng J, 2021, 131048）

文章链接：https://www.sciencedirect.com/science/article/pii/S1385894721026309

固定床反应器催化剂颗粒几何结构研究（AIChE J, 2024, e18520）

加入交大之后：

33、Ya-Nan Yang, Jian-Peng Han, Yan-Peng Ma, Li-Tao Zhu*, Yin-Ning Zhou*, Zheng-Hong Luo*. Modeling and analysis of polypropylene copolymer properties and pressure stability for integrated tubular loop reactor and MZCR. Chem. Eng. Sci., 2024, 120657. https://doi.org/10.1016/j.ces.2024.120657

组合反应器（集成环管和多区循环反应器）内聚丙烯共聚物性能和压力稳定性的建模与分析

加入交大之前：

学术论文 (Academic link: Google Scholar; Scopus; Orcid)
32	Zhu L.T., Kenig E., A study of methanol-to-olefins packed bed reactor performance using particle-resolved CFD and machine learning. AIChE J*., 2024.
31	Zhu L.T., Kenig E., Multi-objective optimization of fixed bed reactor performance for hydrogen production via water-gas shift reaction. To be submitted to* Chem. Eng. Sci.
30	Li G., Guan S., Gao Y., Liu W., Zheng Y., Pan H., Zhu L.T.* , Ling, H., Evaluation of multi-objective optimization methods applied to ternary dividing-wall columns. Chem. Eng. Res. Des., 2024, 203, 573-582.
29	Zhu L.T., Wachs A., Interpolation of probability-driven model to predict hydrodynamic forces and torques in particle-laden flows. AIChE J., 2023*, 69(11), e18209.
28	Zhu L.T., Lei H., Ouyang B., Wen Z.Q., Yang Y.Y., Luo Z.H., Optimizing injection modes and reactor shapes in gas-particle fluidized beds using a mesoscale CFD model. Powder Technol., 2023*, 118941.
27	Zhu L.T., Lei H., Ouyang B., Luo Z.H., Using mesoscale drag model-augmented coarse-grid simulation to design fluidized bed reactor: Effect of bed internals and sizes. Chem. Eng. Sci., 2022*, 253, 117547.
26	Zhu L.T., Chen X.Z., Ouyang B., Yan W.C., Lei H., Chen Z., Luo Z.H., Review of machine learning for hydrodynamics, transport and reactions in multiphase flows and reactors. Ind. Eng. Chem. Res., 2022, 61(28), 9901-9949. (ESI高被引论文*)
25	Zhu L.T., Ouyang B., Lei H., Luo Z.H., Conventional and data-driven modeling of mesoscale drag, heat transfer and reaction rate in gas-particle flows. AIChE J., 2021, e17299. (AIChE J.* 2021-2022高被引论文)
24	Zhu L.T., Tang J.X., Luo Z.H., Machine learning to assist filtered two-fluid model development for dense gas-particle flows. AIChE J., 2020*, 66(6), e16973.
23	Zhu L.T., Chen, X.Z., Luo, Z.H., Analysis and development of homogeneous drag closure for filtered mesoscale modeling of fluidized gas-particle flows. Chem. Eng. Sci., 2021*, 229, 116147.
22	Zhu L.T., Yang, Y.N., Pan, D.T., Luo, Z.H., Capability assessment of coarse-grid simulation of gas-particle riser flow using sub-grid drag closures. Chem. Eng. Sci., 2020, 213, 115410.
21	Zhu L.T., Liu Y.X., Tang J.X., Luo Z.H., A material-property-dependent sub-grid drag model for coarse-grained simulation of 3D large-scale CFB risers. Chem. Eng. Sci., 2019*, 204, 228.
20	Zhu L.T., Rashid T.A.B., Luo Z.H., Comprehensive validation analysis of sub-grid drag and wall corrections for coarse-grid two-fluid modeling. Chem. Eng. Sci., 2019*, 196, 478-492.
19	Zhu L.T., Y.X. Liu, Luo Z.H., An enhanced correlation for gas-particle heat and mass transfer in packed and fluidized bed reactors. Chem. Eng. J., 2019*, 374, 531-544.
18	Zhu L.T., Liu Y.X., Luo Z.H., An effective three-marker drag model via sub-grid modeling for turbulent fluidization. Chem. Eng. Sci., 2018*, 192, 759-773.
17	Zhu L.T., Ma W.Y., Luo Z.H., Influence of distributed pore size and porosity on MTO catalyst particle performance: Modeling and simulation. Chem. Eng. Res. Des., 2018*,137, 141-153.
16	Zhu L.T., Pan H., Su Y.H., Luo Z.H., Effect of particle polydispersity on flow and reaction behaviors of methanol to olefins fluidized bed reactors. Ind. Eng. Chem. Res., 2017*, 56, 1090-1102.
15	Zhu L.T., Xie L., Xiao J., Luo Z.H., Filtered model for the cold-model gas-solid flow in a large-scale MTO fluidized bed reactor. Chem. Eng. Sci., 2016*, 143, 369-383.
14	Zhu L.T., Ye M., Luo Z.H., Application of filtered model for reacting gas-solid flows and optimization in a large-scale methanol-to-olefin fluidized-bed reactor. Ind. Eng. Chem. Res., 2016*, 55, 11887-11899.
13	Zhu L.T., F. Xu, H. Jin, Q. Xiong. Multiphase flow in energy studies and applications—A special issue for MTCUE-2022. Phys. Fluid., 2023*, 35(7), 070401.
12	Ouyang B., Zhu L.T., Luo Z.H., Data-driven modeling of mesoscale solids stress closures for filtered two-fluid model in gas-particle flows. AIChE J., 2021, e17290.
11	Lei, H., Zhu L.T., Luo Z.H., Study of filtered interphase heat transfer using highly resolved CFD–DEM simulations. AIChE J., 2021, 67(4), e17121.
10	Lei H., Zhu L.T., Luo Z.H., CFD-DEM study of reactive gas-solid flows with cohesive particles in a high temperature polymerization fluidized bed. Chem. Eng. Sci., 2023, 268, 118437.
9	Chen Z., Zhu L.T., Luo Z.H., Characterizing flow and transport in biological vascular systems: A review from physiological and chemical engineering perspectives. Ind. Eng. Chem. Res., 2023, 63(1), 4-36.
8	Li J.S., Zhu L.T., Luo Z.H., Effect of geometric configuration on hydrodynamics, heat transfer and RTD in a pilot-scale biomass pyrolysis vapor-phase upgrading reactor. Chem. Eng. J., 2022, 428, 131048.
7	Ouyang B., Zhu L.T., Luo Z.H., Machine learning for full spatiotemporal acceleration of gas-particle flow simulations. Powder Technol., 2022, 408, 117701.
6	Li, J.S., Zhu L.T., Yan, W.C., Rashid, T.A.B., Xu, Q.J., Luo Z.H., Coarse-grid simulations of full-loop gas-solid flows using a hybrid drag model: Investigations on turbulence models. Powder Technol., 2021, 379, 108-126.
5	Rashid T.A.B., Zhu L.T., Luo Z.H., Effect of granular properties on hydrodynamics in coarse-grid riser flow simulation of Geldart A and B particles. Powder Technol., 2020, 359: 126-144.
4	Rashid T.A.B., Zhu L.T., Luo Z.H., Comparative analysis of numerically derived drag models for development of bed expansion ratio correlation in a bubbling fluidized bed. Adv. Powder Technol., 2020, 31, 2723-2732.
3	Liu Y.X., Zhu L.T., Luo Z.H., Tang J.X., Effect of spatial radiation distribution on photocatalytic oxidation of methylene blue in gas-liquid-solid mini-fluidized beds. Chem. Eng. J., 2019, 370, 1154-1168.
2	朱礼涛+, 欧阳博+, 张希宝, 罗正鸿. 机器学习在多相反应器中的应用进展. 化工进展, 2021*, 40(4), 1699-1714.
1	朱礼涛, 罗正鸿. 磁共振成像应用于多相流体动力学研究进展. 化工学报, 2018*, 69(9), 3765-3773.
发明专利
5	罗正鸿，朱礼涛，魏慧龙，欧阳博，雷赫，闻昭权，张希宝. 分支型内构件及流化床反应器，ZL202110481299.7
4	邵枫, 朱礼涛, 苏言杰, 罗正鸿, 张亚非. 流道结构性能优化模型的训练方法及装置、优化方法、介质及终端. CN202311314449.0
3	罗正鸿, 张希宝, 阮诗想, 朱礼涛. 一种生产聚烯烃的溶液聚合方法. ZL202210945593.3
2	王齐, 罗正鸿, 张宇, 雷赫, 宋美丽, 朱礼涛, 王林, 袁炜, 胡琳, 王居兰. 聚烯烃生产装置及调控方法. CN202311076191.5.
1	罗正鸿, 阮诗想, 张希宝, 朱礼涛, 魏慧龙, 潘德韬. 一种生产聚烯烃弹性体的聚合装置和方法. CN115894747A