1
|
Castro G, Cruz-Borbolla J, Galván M, Guevara-García A, Ireta J, Matus MH, Meneses-Viveros A, Ignacio Perea-Ramírez L, Pescador-Rojas M. Hydrodesulfurization of Dibenzothiophene: A Machine Learning Approach. ChemistryOpen 2024:e202400062. [PMID: 38607955 DOI: 10.1002/open.202400062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 03/18/2024] [Indexed: 04/14/2024] Open
Abstract
The hydrodesulfurization (HDS) process is widely used in the industry to eliminate sulfur compounds from fuels. However, removing dibenzothiophene (DBT) and its derivatives is a challenge. Here, the key aspects that affect the efficiency of catalysts in the HDS of DBT were investigated using machine learning (ML) algorithms. The conversion of DBT and selectivity was estimated by applying Lasso, Ridge, and Random Forest regression techniques. For the estimation of conversion of DBT, Random Forest and Lasso offer adequate predictions. At the same time, regularized regressions have similar outcomes, which are suitable for selectivity estimations. According to the regression coefficient, the structural parameters are essential predictors for selectivity, highlighting the pore size, and slab length. These properties can connect with aspects like the availability of active sites. The insights gained through ML techniques about the HDS catalysts agree with the interpretations of previous experimental reports.
Collapse
Affiliation(s)
- Guadalupe Castro
- Departamento de Química, Universidad Autónoma Metropolitana-Iztapalapa, Av. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, Iztapalapa, C.P. 09310, Ciudad de México, México
| | - Julián Cruz-Borbolla
- Área Académica de Química, Centro de Investigaciones Químicas - Universidad Autónoma del Estado de Hidalgo, Carretera Pachuca-Tulancingo km. 4.5, Ciudad del Conocimiento, C.P. 42184, Mineral de la Reforma, Hidalgo, México
| | - Marcelo Galván
- Departamento de Química, Universidad Autónoma Metropolitana-Iztapalapa, Av. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, Iztapalapa, C.P. 09310, Ciudad de México, México
| | - Alfredo Guevara-García
- Departamento de Química, CONAHCYT-Universidad Autónoma Metropolitana-Iztapalapa, Av. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, Iztapalapa, C.P. 09310, Ciudad de México, México
| | - Joel Ireta
- Departamento de Química, Universidad Autónoma Metropolitana-Iztapalapa, Av. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, Iztapalapa, C.P. 09310, Ciudad de México, México
| | - Myrna H Matus
- Instituto de Química Aplicada, Universidad Veracruzana, Av. Luis Castelazo Ayala s/n, Col. Industrial-Ánimas, A.P. 575, Xalapa, Ver., México
| | - Amilcar Meneses-Viveros
- Departamento de Computación, CINVESTAV-IPN, Av. IPN 2508, Col. San Pedro Zacatenco, C.P. 07360, Ciudad de Mexico, México
| | - Luis Ignacio Perea-Ramírez
- Instituto de Química Aplicada, Universidad Veracruzana, Av. Luis Castelazo Ayala s/n, Col. Industrial-Ánimas, A.P. 575, Xalapa, Ver., México
| | - Miriam Pescador-Rojas
- Escuela Superior de Cómputo, Instituto Politécnico Nacional, Instituto Politécnico Nacional, Av. Juan de Dios Bátiz s/n, esq. Av. Miguel Othón de Mendizabal, Col. Lindavista, Gustavo A. Madero, C. P. 07738, Ciudad de México, México
| |
Collapse
|
2
|
Chen Z, Wang B, Yang H, Jiang T, Yu J, Wu J, Xu C. Diffusivity and hydrogenation of vanadyl porphyrins in the synthesized NiMo/Zr-SBA-15 and industrial NiMo/γ-Al2O3 catalysts. Chem Eng Sci 2022. [DOI: 10.1016/j.ces.2022.117958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
|
3
|
Wang B, Chen Z, Jiang T, Yu J, Yang H, Duan A, Xu C. Restrictive Diffusion and Hydrodesulfurization Reaction of
DBTs
over
NiMo
/
SBA
‐15 Catalysts. AIChE J 2022. [DOI: 10.1002/aic.17577] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Bo Wang
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
- Department of Chemical and Biomolecular Engineering Rice University Houston Texas USA
| | - Zhentao Chen
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
| | - Tao Jiang
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
| | - Jiahuan Yu
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
| | - Haoxuan Yang
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
| | - Aijun Duan
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
| | - Chunming Xu
- State Key Laboratory of Heavy Oil Processing China University of Petroleum Beijing China
| |
Collapse
|
4
|
Tuning physicochemical properties of hierarchically ZSM-5/FDU-12 composite material and its catalytic hydrodesulfurization performance for diesel. Catal Today 2021. [DOI: 10.1016/j.cattod.2020.12.035] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|
5
|
Lim XB, Ong WJ. A current overview of the oxidative desulfurization of fuels utilizing heat and solar light: from materials design to catalysis for clean energy. NANOSCALE HORIZONS 2021; 6:588-633. [PMID: 34018529 DOI: 10.1039/d1nh00127b] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
The ceaseless increase of pollution cases due to the tremendous consumption of fossil fuels has steered the world towards an environmental crisis and necessitated urgency to curtail noxious sulfur oxide emissions. Since the world is moving toward green chemistry, a fuel desulfurization process driven by clean technology is of paramount significance in the field of environmental remediation. Among the novel desulfurization techniques, the oxidative desulfurization (ODS) process has been intensively studied and is highlighted as the rising star to effectuate sulfur-free fuels due to its mild reaction conditions and remarkable desulfurization performances in the past decade. This critical review emphasizes the latest advances in thermal catalytic ODS and photocatalytic ODS related to the design and synthesis routes of myriad materials. This encompasses the engineering of metal oxides, ionic liquids, deep eutectic solvents, polyoxometalates, metal-organic frameworks, metal-free materials and their hybrids in the customization of advantageous properties in terms of morphology, topography, composition and electronic states. The essential connection between catalyst characteristics and performances in ODS will be critically discussed along with corresponding reaction mechanisms to provide thorough insight for shaping future research directions. The impacts of oxidant type, solvent type, temperature and other pivotal factors on the effectiveness of ODS are outlined. Finally, a summary of confronted challenges and future outlooks in the journey to ODS application is presented.
Collapse
Affiliation(s)
- Xian Bin Lim
- School of Energy and Chemical Engineering, Xiamen University Malaysia, Selangor Darul Ehsan 43900, Malaysia. and Center of Excellence for NaNo Energy & Catalysis Technology (CONNECT), Xiamen University Malaysia, Selangor Darul Ehsan 43900, Malaysia
| | - Wee-Jun Ong
- School of Energy and Chemical Engineering, Xiamen University Malaysia, Selangor Darul Ehsan 43900, Malaysia. and Center of Excellence for NaNo Energy & Catalysis Technology (CONNECT), Xiamen University Malaysia, Selangor Darul Ehsan 43900, Malaysia and College of Chemistry and Chemical Engineering, Xiamen University, Xiamen 361005, China
| |
Collapse
|
6
|
Liu Z, Han W, Hu D, Sun S, Hu A, Wang Z, Jia Y, Zhao X, Yang Q. Effects of Ni–Al2O3 interaction on NiMo/Al2O3 hydrodesulfurization catalysts. J Catal 2020. [DOI: 10.1016/j.jcat.2020.04.008] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
|
7
|
Luo B, Li R, Shu R, Wang C, Zhang J, Chen Y. Boric Acid as a Novel Homogeneous Catalyst Coupled with Ru/C for Hydrodeoxygenation of Phenolic Compounds and Raw Lignin Oil. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c00888] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Bowen Luo
- Guangdong Provincial Key Laboratory of Functional Soft Condensed Matter, School of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Rongxuan Li
- Guangdong Provincial Key Laboratory of Functional Soft Condensed Matter, School of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Riyang Shu
- Guangdong Provincial Key Laboratory of Functional Soft Condensed Matter, School of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Chao Wang
- Guangdong Provincial Key Laboratory of Functional Soft Condensed Matter, School of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Jingtao Zhang
- Guangdong Provincial Key Laboratory of Functional Soft Condensed Matter, School of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Ying Chen
- Guangdong Provincial Key Laboratory of Functional Soft Condensed Matter, School of Materials and Energy, Guangdong University of Technology, Guangzhou 510006, PR China
| |
Collapse
|
8
|
Liu Z, Han W, Hu D, Nie H, Wang Z, Sun S, Deng Z, Yang Q. Promoting effects of SO 42− on a NiMo/γ-Al 2O 3 hydrodesulfurization catalyst. Catal Sci Technol 2020. [DOI: 10.1039/d0cy01004a] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
SO42− anchors to a NiMo/γ-Al2O3 catalyst, weakening the metal–support interactions, inhibiting MoS2 aggregation, increasing the number of Ni–Mo–S sites, and thus improving its activity and stability.
Collapse
Affiliation(s)
- Zhiwei Liu
- National Energy R & D Center for Petroleum Refining Technology
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
- Department of Hydrogenation Catalyst
| | - Wei Han
- National Energy R & D Center for Petroleum Refining Technology
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
| | - Dawei Hu
- Department of Hydrogenation Catalyst
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
| | - Hong Nie
- National Energy R & D Center for Petroleum Refining Technology
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
| | - Zhen Wang
- National Energy R & D Center for Petroleum Refining Technology
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
- Department of Hydrogenation Catalyst
| | - Shuling Sun
- Department of Hydrogenation Catalyst
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
| | - Zhonghuo Deng
- Department of Hydroprocessing
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
| | - Qinghe Yang
- Department of Hydrogenation Catalyst
- Sinopec Research Institute of Petroleum Processing
- 100083 Beijing
- PR China
| |
Collapse
|
9
|
Meng Q, Du P, Duan A, Zhao Z, Liu J, Shang D, Wang B, Jia Y, Liu C, Hu D. Trimetallic Catalyst Supported Zirconium-Modified Three-Dimensional Mesoporous Silica Material and Its Hydrodesulfurization Performance of Dibenzothiophene and 4,6-Dimethydibenzothiophene. Ind Eng Chem Res 2019. [DOI: 10.1021/acs.iecr.9b04647] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Qian Meng
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Peng Du
- Department of Material Science and Engineering, City University of Hong Kong, Kowloon, Hong Kong, P. R. China
| | - Aijun Duan
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Zhen Zhao
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Jian Liu
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Dongjie Shang
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Bo Wang
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Yuanzhen Jia
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Cong Liu
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| | - Di Hu
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum, Beijing 102249, P. R. China
| |
Collapse
|
10
|
Liu J, Xu P, Wang P, Xu Z, Feng X, Ji W, Au CT. Vanadium Phosphorus Oxide/Siliceous Mesostructured Cellular Foams: efficient and selective for sustainable acrylic acid production via condensation route. Sci Rep 2019; 9:16988. [PMID: 31740731 PMCID: PMC6861258 DOI: 10.1038/s41598-019-53180-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2019] [Accepted: 10/14/2019] [Indexed: 11/08/2022] Open
Abstract
A new type of supported vanadium phosphorus oxide (VPO) with self-phase regulation was simply fabricated (organic solvent free) for the first time by depositing the specific VPO precursor NH4(VO2)HPO4 onto the Siliceous Mesostructured Cellular Foams (MCF) with controlled activation. The resulting materials were found to be highly efficient and selective for sustainable acrylic acid (AA) plus methyl acrylate (MA) production via a condensation route between acetic acid (HAc) and formaldehyde (HCHO). A (AA + MA) yield of 83.7% (HCHO input-based) or a (AA + MA) selectivity of 81.7% (converted HAc-based) are achievable at 360 °C. The systematic characterizations and evaluations demonstrate a unique surface regulation occurring between the MCF and the NH4(VO2)HPO4 precursor. NH3 release upon activation of NH4(VO2)HPO4 precursor together with adsorption of NH3 by MCF automatically induces partial reduction of V5+ whose content is fine-tunable by the VPO loading. Such a functionalization simultaneously modifies phase constitution and surface acidity/basicity of catalyst, hence readily controls catalytic performance.
Collapse
Affiliation(s)
- Jun Liu
- Key Laboratory of Mesoscopic Chemistry, MOE, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China
| | - Peiwen Xu
- Key Laboratory of Mesoscopic Chemistry, MOE, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China
| | - Pengcheng Wang
- Key Laboratory of Mesoscopic Chemistry, MOE, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China
| | - Zhijia Xu
- Key Laboratory of Mesoscopic Chemistry, MOE, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China
| | - Xinzhen Feng
- Key Laboratory of Mesoscopic Chemistry, MOE, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China.
| | - Weijie Ji
- Key Laboratory of Mesoscopic Chemistry, MOE, School of Chemistry and Chemical Engineering, Nanjing University, Nanjing, 210023, China.
| | - Chak-Tong Au
- Department of Chemistry, Hong Kong Baptist University, Kowloon Tong, Hong Kong
| |
Collapse
|
11
|
Xu Y, Li P, Yuan S, Sui B, Lai W, Yi X, Fang W. Sacrificial carbonaceous coating over alumina supported Ni–MoS2 catalyst for hydrodesulfurization. RSC Adv 2019; 9:11951-11959. [PMID: 35517022 PMCID: PMC9063471 DOI: 10.1039/c9ra00884e] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 03/29/2019] [Indexed: 11/21/2022] Open
Abstract
Recent results have evidenced that carbon plays an important role in stabilizing the structure of the active phase in catalysts. In this work, carbon-coated alumina was prepared by applying polydopamine (PDA) as a sacrificial carbon source to modify the surface properties of γ-alumina, which then was used as a support to prepare supported NiMo catalysts for hydrodesulfurization (HDS) of dibenzothiophene (DBT). NiMo/Al2O3 catalysts exhibited limited hydrodesulfurization performances due to their strong metal-support interaction. Herein, we report an unexpected phenomenon that sacrificial carbon layers can be constructed on the surface of the Al2O3 support from the carbonization of polydopamine (PDA) and mediated the interaction between the active site and support. Through the removal of carbon layers and sulfidation, the resulting NiMo catalysts exhibit excellent performance for HDS reaction of dibenzothiophene (DBT), which is associated with adequate loading of residual carbon species, leading to an enhanced amount of active species under sulfidation conditions. Moreover, the facile synthetic strategy can be extended to the stabilization of the active phase on a broad range of supports, providing a general approach for improving the metal-support interaction supported nanocatalysts. Sacrificial carbon coating over NiMo/Al2O3 catalyst effectively tailor the interaction between the active phase and support, which result in more easily reducible active components and enhanced HDS performance.![]()
Collapse
Affiliation(s)
- Yingrui Xu
- National Engineering Laboratory for Green Chemical Productions of Alcohols-Ethers-Esters
- College of Chemistry and Chemical Engineering
- Xiamen University
- Xiamen 361005
- China
| | - Pengyun Li
- National Engineering Laboratory for Green Chemical Productions of Alcohols-Ethers-Esters
- College of Chemistry and Chemical Engineering
- Xiamen University
- Xiamen 361005
- China
| | - Shenghua Yuan
- SINOPEC Dallian Research Institute of Petroleum and Petrochemicals
- Dalian 116045
- China
| | - Baokuan Sui
- SINOPEC Dallian Research Institute of Petroleum and Petrochemicals
- Dalian 116045
- China
| | - Weikun Lai
- National Engineering Laboratory for Green Chemical Productions of Alcohols-Ethers-Esters
- College of Chemistry and Chemical Engineering
- Xiamen University
- Xiamen 361005
- China
| | - Xiaodong Yi
- National Engineering Laboratory for Green Chemical Productions of Alcohols-Ethers-Esters
- College of Chemistry and Chemical Engineering
- Xiamen University
- Xiamen 361005
- China
| | - Weiping Fang
- National Engineering Laboratory for Green Chemical Productions of Alcohols-Ethers-Esters
- College of Chemistry and Chemical Engineering
- Xiamen University
- Xiamen 361005
- China
| |
Collapse
|