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; 13:e202400062. [PMID: 38607955 PMCID: PMC11633359 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 QuímicaUniversidad Autónoma Metropolitana-IztapalapaAv. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, IztapalapaC.P. 09310Ciudad de MéxicoMéxico
| | - Julián Cruz‐Borbolla
- Área Académica de QuímicaCentro de Investigaciones Químicas – Universidad Autónoma del Estado de HidalgoCarretera Pachuca-Tulancingo km. 4.5, Ciudad del ConocimientoC.P. 42184Mineral de la Reforma, HidalgoMéxico
| | - Marcelo Galván
- Departamento de QuímicaUniversidad Autónoma Metropolitana-IztapalapaAv. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, IztapalapaC.P. 09310Ciudad de MéxicoMéxico
| | - Alfredo Guevara‐García
- Departamento de QuímicaCONAHCYT-Universidad Autónoma Metropolitana-IztapalapaAv. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, IztapalapaC.P. 09310Ciudad de MéxicoMéxico
| | - Joel Ireta
- Departamento de QuímicaUniversidad Autónoma Metropolitana-IztapalapaAv. Ferrocarril San Rafael Atlixco 186, Col. Leyes de Reforma 1 A Sección, IztapalapaC.P. 09310Ciudad de MéxicoMéxico
| | - Myrna H. Matus
- Instituto de Química AplicadaUniversidad VeracruzanaAv. Luis Castelazo Ayala s/n, Col. Industrial-Ánimas, A.P. 575Xalapa, Ver.México
| | - Amilcar Meneses‐Viveros
- Departamento de ComputaciónCINVESTAV-IPNAv. IPN 2508, Col. San Pedro Zacatenco, C.P. 07360Ciudad de MexicoMéxico
| | - Luis Ignacio Perea‐Ramírez
- Instituto de Química AplicadaUniversidad VeracruzanaAv. Luis Castelazo Ayala s/n, Col. Industrial-Ánimas, A.P. 575Xalapa, Ver.México
| | - Miriam Pescador‐Rojas
- Escuela Superior de Cómputo, Instituto Politécnico NacionalInstituto Politécnico NacionalAv. Juan de Dios Bátiz s/n, esq. Av. Miguel Othón de Mendizabal, Col. Lindavista, Gustavo A. Madero, C. P. 07738Ciudad de MéxicoMéxico
| |
Collapse
|
2
|
Méndez FJ, González‐Mota M, Vargas‐Villagrán H, González‐García G, Bokhimi X, Klimova TE. Sulfided NiMo/(Al)‐MCM‐41 Catalysts for Anisole Hydrodeoxygenation: Impact of Aluminium Incorporation in the Mesostructured Support. ChemistrySelect 2022. [DOI: 10.1002/slct.202203979] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Franklin J. Méndez
- Centro de Investigación en Ciencia Aplicada y Tecnología Avanzada, CICATA Morelos Instituto Politécnico Nacional Boulevard de la Tecnología, 1036 Z-1 P 2/2, Atlacholoaya 62790 Xochitepec México
| | - Manuel González‐Mota
- Departamento de Ingeniería Química, Facultad de Química Universidad Nacional Autónoma de México Ciudad Universitaria Ciudad de México 04510 México
| | - Haydee Vargas‐Villagrán
- Departamento de Ingeniería Química, Facultad de Química Universidad Nacional Autónoma de México Ciudad Universitaria Ciudad de México 04510 México
| | - Gerardo González‐García
- Departamento de Química División de Ciencias Exactas Universidad de Guanajuato Noria Alta S/N Guanajuato 36050 México
| | - Xim Bokhimi
- Departamento de Materia Condensada, Instituto de Física Universidad Nacional Autónoma de México Ciudad Universitaria Ciudad de México 01000 México
| | - Tatiana E. Klimova
- Departamento de Ingeniería Química, Facultad de Química Universidad Nacional Autónoma de México Ciudad Universitaria Ciudad de México 04510 México
| |
Collapse
|
3
|
Chatterjee S, Shaymal S, Mukherjee M, Halder D, Chongdar S, Paul A, Bhaumik A. Metal-Thiolate Framework for Electrochemical and Photoelectrochemical Hydrogen Generation. CHEMSUSCHEM 2022; 15:e202200114. [PMID: 35293679 DOI: 10.1002/cssc.202200114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 03/09/2022] [Indexed: 06/14/2023]
Abstract
Hydrogen has evolved as the cleanest and most sustainable fuel, produced directly from naturally abundant water resources. Generation of hydrogen by electrochemical or photoelectrochemical splitting of water has been conceived as the most effective method for hydrogen production. Herein, a robust solid metal-thiolate framework (MTF-1) was obtained by hydrothermal crystallization of the reaction mixture consisting of 1,3,5-triazine-2,4,6-trithioltrisodium salt and CuII under mild synthesis conditions. The material was thoroughly characterized and explored as efficient catalyst for electrochemical and photoelectrochemical hydrogen evolution reaction (HER) via water splitting reactions. MTF-1 showed onset potential 0.045 VRHE and overpotential η(@10 mA cm-2 ) at 0.096 VRHE . The electrochemical surface area of MTF-1 was found to be 509 m2 g-1 . The photo current density at pH 5.0 was found to be 0.487 mA cm-2 at 0.6 VRHE . The feasibility of the reaction pathway was correlated from the density function theory study, which suggested the complete downhill energetics indicating spontaneous electrochemical hydrogen generation in the acidic medium.
Collapse
Affiliation(s)
- Sauvik Chatterjee
- School of Materials Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| | - Sanjib Shaymal
- School of Materials Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| | - Manjistha Mukherjee
- School of Chemical Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| | - Debabrata Halder
- School of Chemical Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| | - Sayantan Chongdar
- School of Materials Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| | - Ankan Paul
- School of Chemical Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| | - Asim Bhaumik
- School of Materials Sciences Indian Association for the Cultivation of Science, 2A & 2B Raja S. C. Mallick Road, Jadavpur, Kolkata, 700032, India
| |
Collapse
|
4
|
Lu X, Guo H, Chen J, Wang D, Lee AF, Gu X. Selective Catalytic Transfer Hydrogenation of Lignin to Alkyl Guaiacols Over NiMo/Al-MCM-41. CHEMSUSCHEM 2022; 15:e202200099. [PMID: 35192235 DOI: 10.1002/cssc.202200099] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 02/21/2022] [Indexed: 06/14/2023]
Abstract
Efficient deoxygenation of lignin-derived bio-oils is central to their adoption as precursors to sustainable liquid fuels in place of current fossil resources. In-situ catalytic transfer hydrogenation (CTH), using isopropanol and formic acid as solvent and in-situ hydrogen sources, was demonstrated over metal-doped and promoted MCM-41 for the depolymerization of oxygen-rich (35.85 wt%) lignin from Chinese fir sawdust (termed O-lignin). A NiMo/Al-MCM-41 catalyst conferred an optimal lignin-derived oil yield of 61.6 wt% with a comparatively low molecular weight (Mw =542 g mol-1 , Mn =290 g mol-1 ) and H/C ratio of 1.39. High selectivity to alkyl guaiacols was attributed to efficient in-situ hydrogen transfer from isopropanol/formic acid donors, and a synergy between surface acid sites in the Al-doped MCM-41 support and reducible Ni/Mo species, which improved the chemical stability and quality of the resulting lignin-derived bio-oils.
Collapse
Affiliation(s)
- Xinyu Lu
- Co-Innovation Center for Efficient Processing and Utilization of Forest Products, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, No. 159 Longpan Road, Nanjing, 210037, P. R. China
| | - Haoquan Guo
- Co-Innovation Center for Efficient Processing and Utilization of Forest Products, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, No. 159 Longpan Road, Nanjing, 210037, P. R. China
| | - Jiajia Chen
- Co-Innovation Center for Efficient Processing and Utilization of Forest Products, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, No. 159 Longpan Road, Nanjing, 210037, P. R. China
| | - Duoying Wang
- Co-Innovation Center for Efficient Processing and Utilization of Forest Products, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, No. 159 Longpan Road, Nanjing, 210037, P. R. China
| | - Adam F Lee
- Centre for Advanced Materials & Industrial Chemistry (CAMIC), School of Science, RMIT University, Melbourne, VIC3000, Australia
| | - Xiaoli Gu
- Co-Innovation Center for Efficient Processing and Utilization of Forest Products, International Innovation Center for Forest Chemicals and Materials, College of Chemical Engineering, Nanjing Forestry University, No. 159 Longpan Road, Nanjing, 210037, P. R. China
| |
Collapse
|
5
|
Hydrodesulfurization of 4,6-Dimethyldibenzothiophene and the Diesel Oil Fraction on NiMo Catalysts Supported over Proton-Exchanged AlMCM-41 and TiMCM-41 Extrudates. Catalysts 2021. [DOI: 10.3390/catal11091086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
NiMo catalysts supported on mesoporous MCM-41 type materials shaped with binder were tested for activity in the hydrodesulfurization of 4,6-dimethyldibenzothiophene (4,6-DMDBT) and the diesel fuel fraction (0.92 wt% of sulfur). The aim of the investigation was to evaluate the effect of ion exchange with protons of Al- or Ti-substituted MCM-41 mesoporous supports. The subjected catalytic systems were NiMo/HAlMCM-41 and NiMo/HTiMCM-41, and for comparison purposes NiMo/AlMCM-41 and NiMo/TiMCM-41. The samples were characterized by N2 sorption (at 77 K), XRD, TEM, XPS, SEM and Py–IR. It was found that the functionalization of AlMCM-41 and TiMCM-41 with protons increased the conversion of 4,6-DMDBT and the pseudo-first-order rate constant. Correspondingly, 4,6-DMDBT HDS reactions over the NiMo/HTiMCM-41 catalyst proceeded to a similar extent via hydrogenation and direct desulfurization, whereas over the NiMo/HAlMCM-41 they proceeded mainly via direct desulfurization. Furthermore, the ion-exchanged catalysts displayed two-fold higher efficiency in direct desulfurization than their non-modified counterparts. The NiMo/HTiMCM-41 catalyst exhibited the highest catalytic efficiency in the HDS of 4,6-DMDBT and the diesel oil fraction. The high activity of the NiMo/HTiMCM-41 catalyst is mainly attributed to its appropriate acidity, as well as the metal–support interaction providing both the high dispersion of the active phase and the desirable multilayered stacking morphology of the active phase slabs.
Collapse
|
6
|
Effect of Different Catalyst Supports on the Quality, Yield and Morphology of Carbon Nanotubes Produced from Waste Polypropylene Plastics. Catalysts 2021. [DOI: 10.3390/catal11060692] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
The role of the effect of the support on the reactivity of heterogeneous catalysts cannot be over-emphasized. Therefore, the study documented in this article investigated the effect of different metal oxide supports (MgO, CaO and TiO2) and mixed oxide supports (CaTiO3) on the performance of a bimetallic NiMo catalyst prepared via the sol–gel method during the catalytic growth of carbon nanotubes (CNTs) from waste polypropylene (PP). Waste PP was pyrolyzed at 700 °C in a single-stage chemical vapor deposition reactor and off-gas was utilized in-situ as a cheap carbon feedstock for the growth of CNTs under similar conditions for all the prepared NiMo catalysts (supported and unsupported). The structures of the prepared catalysts and deposited carbon were extensively characterized using X-ray diffraction (XRD), temperature-programmed reduction (TPR), transmission electron microscopy (TEM), thermogravimetric analysis (TGA), etc. The catalytic performance of NiMo supported and unsupported catalysts was evaluated in terms of the yield, purity, and morphology of synthesized CNTs. The results revealed that the stabilizing role of supports is fundamental in preventing nanoparticle agglomeration and aggregation, thereby resulting in improved yield and quality of CNTs. Supported NiMo catalysts produced better aligned graphitic and high-quality CNTs. The NiMo/CaTiO3 catalyst produced the highest carbon of 40.0%, while unsupported NiMo produced low-quality CNTs with the lowest carbon yield of 18.4%. Therefore, the type of catalyst support and overall stability of catalytic materials play significant roles in the yield and quality of CNTs produced from waste PP.
Collapse
|
7
|
Titanium-modified MCM-41 molecular sieves as efficient supports to increase the hydrogenation abilities of NiMoS and CoMoS catalysts. J IND ENG CHEM 2021. [DOI: 10.1016/j.jiec.2021.01.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
|
8
|
Chen J, Xia B, Zheng M, Zhang Y, Cao L, Dong L, Zhao L, Gao J, Xu C. Hydrotreatment of FCC Gasoline Catalyzed by CoMo Bifunctional Catalysts: The Effects of Acidity on Catalytic Performance. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c04437] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Jingye Chen
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Butian Xia
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Meng Zheng
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Yuhao Zhang
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Liyuan Cao
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Lixia Dong
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Liang Zhao
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Jinsen Gao
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| | - Chunming Xu
- State Key Laboratory of Heavy Oil Processing, China University of Petroleum (Beijing), 18 Fuxue Road, Beijing 102249, P. R. China
| |
Collapse
|
9
|
Jiang N, Jiang B, Wang J, Song H. Preparation of the Ni2P/Al-MCM-41 catalyst and its dibenzothiophene HDS performance. NEW J CHEM 2020. [DOI: 10.1039/d0nj01106a] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Ni2P/Al-MCM-41 catalysts were prepared. The incorporation of Al could promote the formation of small sized crystalline Ni2P and modificate its surface, which will finally results in the increase in catalytic performance.
Collapse
Affiliation(s)
- Nan Jiang
- College of Chemistry & Chemical Engineering
- Northeast Petroleum University
- Daqing 163318
- China
| | - Bolong Jiang
- Binhai Residential Environment Academic Innovation Center
- Qingdao University of Technology
- Qingdao 266000
- China
| | - Jian Wang
- Tianjin University
- Tianjin 361005
- China
| | - Hua Song
- College of Chemistry & Chemical Engineering
- Northeast Petroleum University
- Daqing 163318
- China
| |
Collapse
|
10
|
Vosoughi MS, Fallah-Darrehchi M, Zahedi P. Expanded graphene oxide-supported molecularly imprinted polymer nanoparticles based on polystyrene for dibenzothiophene removal. J Sulphur Chem 2019. [DOI: 10.1080/17415993.2019.1629439] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Mohammad Saleh Vosoughi
- Department of Polymer, School of Chemical Engineering, College of Engineering, University of Tehran, Tehran, Iran
| | - Mahshid Fallah-Darrehchi
- Department of Polymer, School of Chemical Engineering, College of Engineering, University of Tehran, Tehran, Iran
| | - Payam Zahedi
- Department of Polymer, School of Chemical Engineering, College of Engineering, University of Tehran, Tehran, Iran
| |
Collapse
|
11
|
Tanimu A, Ganiyu SA, Adamu S, Alhooshani K. Synthesis, application and kinetic modeling of CeOx–Si–CoMo catalysts for the hydrodesulfurization of dibenzothiophene. REACT CHEM ENG 2019. [DOI: 10.1039/c8re00330k] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
CeOx–Si–CoMo catalysts for efficient hydrodesulfurization (HDS) activity of dibenzothiophene: role of ceria in catalyst activity and product selectivity.
Collapse
Affiliation(s)
- Abdulkadir Tanimu
- Department of Chemistry
- King Fahd University of Petroleum and Minerals
- Dhahran 31261
- Saudi Arabia
| | - Saheed A. Ganiyu
- Department of Chemistry
- King Fahd University of Petroleum and Minerals
- Dhahran 31261
- Saudi Arabia
- Center of Excellence in Nanotechnology
| | - Sagir Adamu
- Department of Chemical Engineering
- King Fahd University of Petroleum and Minerals
- Dhahran 31261
- Saudi Arabia
| | - Khalid Alhooshani
- Department of Chemistry
- King Fahd University of Petroleum and Minerals
- Dhahran 31261
- Saudi Arabia
| |
Collapse
|