Throughput Optimization of Molybdenum Carbide Nanoparticle Catalysts in a Continuous Flow Reactor Using Design of Experiments

被引:10
|
作者
Karadaghi, Lanja R. [1 ]
Madani, Majed S. [2 ]
Williamson, Emily M. [1 ]
To, Anh T. [3 ]
Habas, Susan E. [3 ]
Baddour, Frederick G. [3 ]
Schaidle, Joshua A. [3 ]
Ruddy, Daniel A. [3 ]
Brutchey, Richard L. [1 ]
Malmstadt, Noah [2 ,4 ]
机构
[1] Univ Southern Calif, Dept Chem, Los Angeles, CA 90089 USA
[2] Univ Southern Calif, Mork Family Dept Chem Engn & Mat Sci, Los Angeles, CA 90089 USA
[3] Natl Renewable Energy Lab, Catalyt Carbon Transformat & Scale Ctr, Golden, CO 80401 USA
[4] Univ Southern Calif, Dept Biomed Engn, Los Angeles, CA 90089 USA
基金
美国国家科学基金会;
关键词
molybdenum carbide; nanoparticle; catalysis; flow chemistry; design of experiments; TUNGSTEN CARBIDES; CO HYDROGENATION; SURFACE OXYGEN; NITRIDES; ALKANES; SYSTEM; SPACE; TOOL;
D O I
10.1021/acsanm.1c02916
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Transition metal carbides (TMCs) have attracted significant attention because of their applications toward a wide range of catalytic transformations. However, the practicality of their synthesis is still limited because of the harsh conditions in which most TMCs are prepared. Recently, a solutionphase synthesis of phase-pure alpha-MoC1-x nanoparticles was presented. While this synthetic route yielded nanoparticles with exceptional catalytic performance, the reaction parameter space was not explored, and catalyst throughput was not optimized for scale-up. Continuous flow platforms coupled with statistical design of experiments (DoE) can provide a powerful method for understanding the reaction parameter space for optimizations. Here, we demonstrate the use of statistical DoE in tandem with response surface methodology for a parametric screening analysis to optimize the throughput of a MoC1-x nanoparticle synthesis utilizing a millifluidic flow reactor. A full factorial design was implemented to evaluate four input variables (reaction temperature, flow rate, solvent fraction of oleylamine, and precursor concentration) that carry statistically significant effects on three responses (throughput, residence time, and isolated yield). A Doehlert matrix was implemented to investigate each significant variable at a higher number of levels to optimize throughput. Our results give a nonintuitive set of experimental conditions that resulted in an optimized throughput of 2.2 g h-1. This translates to a 50-fold increase in throughput compared to the previously reported batch method. The catalytic performance of the MoC1-x nanoparticles produced under optimized throughput was demonstrated in the CO2 hydrogenation reaction. This DoE screening analysis and throughput optimization of MoC1-x synthesis open the door to an increased feasibility for scale-up.
引用
收藏
页码:1966 / 1975
页数:10
相关论文
共 50 条
  • [31] FLOW VISUALIZATION STUDIES FOR OPTIMIZATION OF OMVPE REACTOR DESIGN
    WANG, CA
    WEYBURNE, DW
    BROWN, RA
    GROVES, SH
    PALMATEER, SC
    JOURNAL OF ELECTRONIC MATERIALS, 1986, 15 (05) : 293 - 293
  • [32] Design and optimization of a microwave irradiated and resonant continuous biochemical reactor
    Fanti, A.
    Casu, S.
    Desogus, F.
    Djuric, N.
    Mazzarella, G.
    RADIO SCIENCE, 2016, 51 (07) : 1199 - 1212
  • [33] FLOW VISUALIZATION STUDIES FOR OPTIMIZATION OF OMVPE REACTOR DESIGN
    WANG, CA
    GROVES, SH
    PALMATEER, SC
    WEYBURNE, DW
    BROWN, RA
    JOURNAL OF CRYSTAL GROWTH, 1986, 77 (1-3) : 136 - 143
  • [34] Discovery and optimization of catalysts using high-throughput approaches
    Lauterbach, Jochen
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2016, 251
  • [35] A continuous adjoint approach to design optimization in cavitating flow using a barotropic model
    Boger, David A.
    Paterson, Eric G.
    COMPUTERS & FLUIDS, 2014, 101 : 155 - 169
  • [36] Design of experiments in the optimization of nanoparticle-based drug delivery systems
    Rampado, Riccardo
    Peer, Dan
    JOURNAL OF CONTROLLED RELEASE, 2023, 358 : 398 - 419
  • [37] ANALYSIS OF SOME FAST-REACTOR PERTURBATION EXPERIMENTS USING MOLYBDENUM SAMPLES
    BEYNON, TD
    WIJEYSUN.NE
    ATOMKERNENERGIE, 1974, 22 (04): : 251 - 256
  • [38] ANALYSIS OF SOME FAST REACTOR PERTURBATION EXPERIMENTS USING MOLYBDENUM SAMPLES.
    Beynon, T.D.
    Wijeysundera, N.E.
    Atomkernenergie, 1973, 22 (04): : 251 - 256
  • [39] Direct Amide Synthesis over Composite Magnetic Catalysts in a Continuous Flow Reactor
    Liu, Yawen
    Rebrov, Evgeny V.
    CATALYSTS, 2021, 11 (02) : 1 - 11
  • [40] An approach for building design optimization using design of experiments
    Dhariwal, Jay
    Banerjee, Rangan
    BUILDING SIMULATION, 2017, 10 (03) : 323 - 336