Chinese Journal of Catalysis最新文献

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Integrated Fischer-Tropsch synthesis and heterogeneous hydroformylation technologies toward high-value commodities from syngas 综合费托合成和多相氢甲酰化技术从合成气中获得高价值商品
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64701-2
Ziang Zhao , Miao Jiang , Cunyao Li , Yihui Li , Hejun Zhu , Ronghe Lin , Shenfeng Yuan , Li Yan , Yunjie Ding
{"title":"Integrated Fischer-Tropsch synthesis and heterogeneous hydroformylation technologies toward high-value commodities from syngas","authors":"Ziang Zhao ,&nbsp;Miao Jiang ,&nbsp;Cunyao Li ,&nbsp;Yihui Li ,&nbsp;Hejun Zhu ,&nbsp;Ronghe Lin ,&nbsp;Shenfeng Yuan ,&nbsp;Li Yan ,&nbsp;Yunjie Ding","doi":"10.1016/S1872-2067(25)64701-2","DOIUrl":"10.1016/S1872-2067(25)64701-2","url":null,"abstract":"<div><div>Fischer-Tropsch synthesis (FTS) and hydroformylation are pivotal chemical processes for converting syngas and olefins into valuable hydrocarbons and chemicals. Recent advancements in catalyst design, reaction mechanisms, and process optimization have significantly improved the efficiency, selectivity, and sustainability of these processes. This Account introduces the relevant research activities in the Research Center for Catalysis in Syngas Conversion and Fine Chemicals (DNL0805) of Dalian Institute of Chemical Physics (DICP), Chinese Academy of Sciences. The reactions of interests include FTS, heterogeneous hydroformylation of olefins, alcohol dehydration and oxidation, and <em>α</em>-olefin polymerization, with the emphasis on developing innovative catalysts and processes to address the challenges of traditional processes. Exemplified by the discovery of robust Co-Co<sub>2</sub>C/AC for FTS and Rh<sub>1</sub>/POPs-PPh<sub>3</sub> for heterogeneous hydroformylation of olefins, it demonstrates how lab-scale fundamental understandings on the active sites of catalysts leads to pilot-plant scale-up and finally commercial technologies. Perspectives on the challenges and directions for future developments in these exciting fields are provided.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 16-38"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced photoelectrocatalytic coupling reactions 先进的光电催化偶联反应
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64697-3
Jianing Pan , Min Li , Yingqi Wang , Wenfu Xie , Tianyu Zhang , Qiang Wang
{"title":"Advanced photoelectrocatalytic coupling reactions","authors":"Jianing Pan ,&nbsp;Min Li ,&nbsp;Yingqi Wang ,&nbsp;Wenfu Xie ,&nbsp;Tianyu Zhang ,&nbsp;Qiang Wang","doi":"10.1016/S1872-2067(25)64697-3","DOIUrl":"10.1016/S1872-2067(25)64697-3","url":null,"abstract":"<div><div>Photoelectrocatalysis (PEC) is extensively applied in diverse redox reactions. However, the traditional oxygen evolution reaction (OER) occurring at the (photo)anode is hindered by high thermodynamic demands and sluggish kinetics, resulting in excessive energy consumption and limited economic value of the O<sub>2</sub> produced, thereby impeding the practical application of PEC reactions. To overcome these limitations, advanced anodic-cathodic coupling systems, as an emerging energy conversion technology, have garnered significant research interest. These systems substitute OER with lower potential, valuable oxidation reactions, significantly enhancing energy conversion efficiency, yielding high-value chemicals, while reducing energy consumption and environmental pollution. More importantly, by designing and optimizing photoelectrodes to generate sufficient photovoltage under illumination, meeting the thermodynamic and kinetic potential requirements of the reactions, and by tuning the voltage to match the current densities of the cathode and anode, coupling reactions can be achieved under bias-free conditions. In this review, we provide an overview of the mechanisms of PEC coupling reactions and summarize photoelectrode catalysts along with their synthesis methods. We further explore advanced catalyst modification strategies and highlight the latest development in advanced PEC coupling systems, including photocathodic CO<sub>2</sub> reduction, nitrate reduction, oxygen reduction, enzyme activation, coupled with photoanodic organic oxidation, biomass oxidation, and pollutant degradation. Additionally, advanced <em>in situ</em> characterization techniques for elucidating reaction mechanisms are discussed. Finally, we propose the challenges in catalyst design, reaction systems, and large-scale applications, while offering future perspectives for PEC coupling system. This work underscores the tremendous potential of PEC coupling systems in energy conversion and environmental remediation, and provides valuable insights for the future design of such coupling systems.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 99-145"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Photo-enhanced Co single-atom catalyst with a staggered p-n heterojunction: unraveling its high oxygen catalytic performance in zinc-air batteries and fuel cells 具有交错p-n异质结的光增强Co单原子催化剂:在锌空气电池和燃料电池中的高氧催化性能
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64704-8
Zhaodi Wang , Yang Zhang , Junxuan Zhang , Nengneng Xu , Tuo Lu , Biyan Zhuang , Guicheng Liu , Woochul Yang , Hao Lei , Binglun Tian , Jinli Qiao
{"title":"Photo-enhanced Co single-atom catalyst with a staggered p-n heterojunction: unraveling its high oxygen catalytic performance in zinc-air batteries and fuel cells","authors":"Zhaodi Wang ,&nbsp;Yang Zhang ,&nbsp;Junxuan Zhang ,&nbsp;Nengneng Xu ,&nbsp;Tuo Lu ,&nbsp;Biyan Zhuang ,&nbsp;Guicheng Liu ,&nbsp;Woochul Yang ,&nbsp;Hao Lei ,&nbsp;Binglun Tian ,&nbsp;Jinli Qiao","doi":"10.1016/S1872-2067(25)64704-8","DOIUrl":"10.1016/S1872-2067(25)64704-8","url":null,"abstract":"<div><div>The sluggish kinetics of the oxygen reduction reaction (ORR) and high over potential of oxygen evolution reaction (OER) are big challenges in the development of high-performance zinc-air batteries (ZABs) and fuel cells. In this work, we report a rational design and a simple fabrication strategy of a photo-enhanced Co single-atom catalyst (SAC) comprising g-C<sub>3</sub>N<sub>4</sub> coupled with cobalt-nitrogen-doped hierarchical mesoporous carbon (Co-N/MPC), forming a staggered <em>p</em>-<em>n</em> heterojunction that effectively improves charge separation and enhances electrocatalytic activity. The incorporation of Co SACs and g-C<sub>3</sub>N<sub>4</sub> synergistically optimizes the photogenerated electron-hole pair separation, significantly boosting the intrinsic ORR-OER duplex activity. Under illumination, g-C<sub>3</sub>N<sub>4</sub>@Co-N/MPC exhibits an outstanding ORR half-wave potential (<em>E</em><sub>1/2</sub>) of 0.841 V (<em>vs</em>. RHE) in 0.1 mol L<sup>–1</sup> KOH and a low OER overpotential of 497.4 mV (<em>vs</em>. RHE) at 10 mA cm<sup>–2</sup> in 1 mol L<sup>–1</sup> KOH. Notably, the catalyst achieves an exceptional peak power density of 850.7 mW cm<sup>–2</sup> in ZABs and of 411 mW cm<sup>–2</sup> even in H<sub>2</sub>-air fuel cell. In addition, g-C<sub>3</sub>N<sub>4</sub>@Co-N/MPC-based ZABs also show remarkable cycling stability exceeding 250 h. The advanced photo-induced charge separation at the p-n heterojunction facilitates faster electron transfer kinetics, and the mass transport owing to hierarchical mesoporous structure of Co-N-C, thereby reducing the overpotential and enhancing the overall energy conversion efficiency. This work provides a new perspective on designing next-generation of single-atom dispersed oxygen reaction catalysts, paving the way for high-performance photo-enhanced energy storage and conversion systems.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 311-321"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effect of electronic structure matching between building blocks in conjugated porous polymers on photocatalytic hydrogen evolution activity 共轭多孔聚合物结构块间电子结构匹配对光催化析氢活性的影响
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64655-9
Xuelu He, Wenyan Ma, Siteng Zhu, Dan Li, Jia-Xing Jiang
{"title":"The effect of electronic structure matching between building blocks in conjugated porous polymers on photocatalytic hydrogen evolution activity","authors":"Xuelu He,&nbsp;Wenyan Ma,&nbsp;Siteng Zhu,&nbsp;Dan Li,&nbsp;Jia-Xing Jiang","doi":"10.1016/S1872-2067(25)64655-9","DOIUrl":"10.1016/S1872-2067(25)64655-9","url":null,"abstract":"<div><div>Conjugated porous polymers have been extensively studied as photocatalysts for hydrogen generation. However, the photocatalytic efficiency is often hindered by the inefficient charge separation and rapid recombination of photo-induced charge carriers, both are strongly affected by the electronic structure of the co-monomers in polymer photocatalysts. In this study, we design three conjugated porous polymers with distinct electronic architectures by combining dibenzo[g,p]chrysene (DBC) and benzene with different substituted groups. The results demonstrate that the combination of DBC and the unsubstituted benzene forms a donor-donor (D-D) structure due to their similar energy levels, while the introduction of methoxy enhances the electron-donating ability of benzene ring, leading to a reinforced D-D structure between DBC and the methoxy-substituted benzene unit, which suppresses the charges separation. In contrast, the introduction of electron-withdrawing cyano group significantly enhances the electron receptivity of the benzene unit, leading to the formation of donor-acceptor (D-A) structure between DBC and the cyano-substituted benzene unit, promoting charges transfer and separation of light-induced electrons and holes. As a result, the D-A polymer DBC-BCN achieves an impressive hydrogen evolution rate (HER) of 20.67 mmol h<sup>–1</sup> g<sup>–1</sup> under UV-Vis light irradiation, outperforming the D-D polymers of DBC-BMO (2.13 mmol h<sup>–1</sup> g<sup>–1</sup>) and DBC-B (13.10 mmol h<sup>–1</sup> g<sup>–1</sup>). This study underscores the importance of the electronic structure matching of building blocks in polymer photocatalysts to enhance the photocatalytic activity.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 279-288"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An S-scheme heterojunction engineered with spatially separated dual active groups for simultaneously photocatalytic CO2 reduction and ciprofloxacin oxidation 空间分离双活性基团设计的s型异质结同时光催化CO2还原和环丙沙星氧化
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(24)60281-0
Xinyue Li, Haili Lin, Xuemei Jia, Shifu Chen, Jing Cao
{"title":"An S-scheme heterojunction engineered with spatially separated dual active groups for simultaneously photocatalytic CO2 reduction and ciprofloxacin oxidation","authors":"Xinyue Li,&nbsp;Haili Lin,&nbsp;Xuemei Jia,&nbsp;Shifu Chen,&nbsp;Jing Cao","doi":"10.1016/S1872-2067(24)60281-0","DOIUrl":"10.1016/S1872-2067(24)60281-0","url":null,"abstract":"<div><div>Solar-driven CO<sub>2</sub> conversion and pollutant removal with an S-scheme heterojunction provides promising approach to alleviate energy shortage and environmental crisis, yet the comprehensive regulation of the charge separation and the activation sites of reactant molecules remains challenging. Herein, a dual-active groups regulated S-scheme heterojunction for hydroxy-regulated BiOBr modified amino-functionalized g-C<sub>3</sub>N<sub>4</sub> (labeled as HBOB/ACN) was designed by spatially separated dual sites with hydroxyl group (OH) and amino group (NH<sub>2</sub>) toward simultaneously photocatalytic CO<sub>2</sub> reduction and ciprofloxacin (CIP) oxidation. The optimized HBOB/ACN delivers around 2.74-fold CO yield rate and 1.61-times CIP removal rate in comparison to BiOBr/g-C<sub>3</sub>N<sub>4</sub> (BOB/CN) without surface groups, which chiefly ascribed the synergistic effect of OH and NH<sub>2</sub> group. A series of experiments and theoretical calculation unveiled that the OH and NH<sub>2</sub> group trapped holes and electrons to participate in CIP oxidation and CO<sub>2</sub> reduction, respectively. Besides, dual-functional coupled reaction system realized the complete utilization of carriers. This work affords deep insights for dual-group modified S-scheme heterojunctions with redox active sites toward dual-functional coupled reaction system for environment purification and solar fuel production.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 205-221"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
First-principles microkinetic simulations revealing the driving effect of zeolite in bifunctional catalysts for the conversion of syngas to olefins 第一性原理微动力学模拟揭示了沸石在合成气制烯烃双功能催化剂中的驱动作用
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64682-1
Wende Hu, Jun Ke, Yangdong Wang, Chuanming Wang
{"title":"First-principles microkinetic simulations revealing the driving effect of zeolite in bifunctional catalysts for the conversion of syngas to olefins","authors":"Wende Hu,&nbsp;Jun Ke,&nbsp;Yangdong Wang,&nbsp;Chuanming Wang","doi":"10.1016/S1872-2067(25)64682-1","DOIUrl":"10.1016/S1872-2067(25)64682-1","url":null,"abstract":"<div><div>Direct conversion of syngas to light olefins (STO) on bifunctional catalysts has garnered significant attention, yet a comprehensive understanding of the reaction pathway and reaction kinetics remains elusive. Herein, we theoretically addressed the kinetics of the direct STO reaction on typical ZnAl<sub>2</sub>O<sub>4</sub>/zeolite catalysts by establishing a complete reaction network, consisting of methanol synthesis and conversion, water gas shift (WGS) reaction, olefin hydrogenation, and other relevant steps. The WGS reaction occurs very readily on ZnAl<sub>2</sub>O<sub>4</sub> surface whereas which is less active towards alkane formation <em>via</em> olefin hydrogenation, and the latter can be attributed to the characteristics of the H<sub>2</sub> heterolytic activation and the weak polarity of olefins. The driving effect of zeolite component towards CO conversion was demonstrated by microkinetic simulations, which is sensitive to reaction conditions like space velocity and reaction temperature. Under a fixed ratio of active sites between oxide and zeolite components, the concept of the “impossible trinity” of high CO conversion, high olefin selectivity, and high space velocity can thus be manifested. This work thus provides a comprehensive kinetic picture on the direct STO conversion, offering valuable insights for the design of each component of bifunctional catalysts and the optimization of reaction conditions.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 222-233"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Shape-selective synthesis of para-xylene through tandem CO2 hydrogenation and toluene methylation over ZnCeZrOx/MCM-22 catalyst ZnCeZrOx/MCM-22催化剂上CO2加氢和甲苯甲基化串联合成对二甲苯
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64668-7
Jie Tuo , Zhenteng Sheng , Xianchen Gong , Qi Yang , Peng Wu , Hao Xu
{"title":"Shape-selective synthesis of para-xylene through tandem CO2 hydrogenation and toluene methylation over ZnCeZrOx/MCM-22 catalyst","authors":"Jie Tuo ,&nbsp;Zhenteng Sheng ,&nbsp;Xianchen Gong ,&nbsp;Qi Yang ,&nbsp;Peng Wu ,&nbsp;Hao Xu","doi":"10.1016/S1872-2067(25)64668-7","DOIUrl":"10.1016/S1872-2067(25)64668-7","url":null,"abstract":"<div><div>Selective synthesis of value-added xylenes and <em>para</em>-xylene (PX) by CO<sub>2</sub> hydrogenation reduces the dependence on fossil resource and relieves the environment burden derived from the greenhouse gas CO<sub>2</sub>. Herein, modified MCM-22 zeolite combined with ZnCeZrO<sub><em>x</em></sub> solid solution is reported to catalyze the tandem CO<sub>2</sub> hydrogenation and toluene methylation reaction at a relatively low temperature (&lt; 603 K), showing xylene selectivity of 92.4% and PX selectivity of 62% (PX/X, 67%) in total aromatics at a CO<sub>2</sub> conversion of 7.7%, toluene conversion of 23.6% and low CO selectivity of 11.6%, as well as giving high STY of xylene (302.0 mg·h<sup>–1</sup>·g<sub>cat</sub><sup>–1</sup>) and PX (201.6 mg·h<sup>–1</sup>·g<sub>cat</sub><sup>–1</sup>). The outstanding catalytic performances are closely related to decreased pore sizes and eliminated external surface acid sites in modified MCM-22, which promoted zeolite shape-selectivity and suppressed secondary reactions.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 174-185"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Confining Molecular rhodium phosphine catalysts within liquid-solid hybrid microreactor for olefin hydroformylation 液体-固体杂化微反应器中烯烃氢甲酰化分子膦铑催化剂的限制
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64696-1
Xiaoting Hao , Qi Liu , Yuwei Wang , Xiaoming Zhang , Hengquan Yang
{"title":"Confining Molecular rhodium phosphine catalysts within liquid-solid hybrid microreactor for olefin hydroformylation","authors":"Xiaoting Hao ,&nbsp;Qi Liu ,&nbsp;Yuwei Wang ,&nbsp;Xiaoming Zhang ,&nbsp;Hengquan Yang","doi":"10.1016/S1872-2067(25)64696-1","DOIUrl":"10.1016/S1872-2067(25)64696-1","url":null,"abstract":"<div><div>The concept of liquid-solid hybrid catalyst that featuring a truly homogeneous liquid microenvironment together with insoluble solid characteristics has been established recently by our group, which enables us to conveniently bridge the gap between homo- and heterogeneous catalysis. In this study, we extend this general concept to the confinement of molecular rhodium phosphine complexes, including Rh-TPPTS, Rh-TPPMS and Rh-SXP, for olefin hydroformylation reactions. A series of hybrid catalyst materials consisting a modulated liquid interior ([BMIM]NTf<sub>2</sub>, [BMIM]PF<sub>6</sub>, [BMIM]BF<sub>4</sub> or H<sub>2</sub>O) and a permeable silica crust were fabricated through our developed Pickering emulsion-based method, showing 9.4–24.2-fold activity enhancement and significantly improved aldehyde selectivity (from 72.2%, 61.8% to 86.6%) compared to their biphasic counterparts or traditional supported liquid phase system in the hydroformylation of 1-dodecene. Interestingly, the catalytic efficiency was demonstrated to be tunable by rationally engineering the thickness of porous crust and dimensions of the liquid pool. The thus-attained hybrid catalyst could also successfully catalyze the hydroformylation of a variety of olefin substrates and be recycled without a significant loss of activity for at least seven times.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 261-270"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572944","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From lab to fab: A large language model for chemical engineering 从实验室到工厂:用于化学工程的大型语言模型
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64725-5
Jibin Zhou , Feiyang Xu , Zhijun Chang , Duiping Liu , Lulu Li , Jian Cui , Yi Li , Xin Li , Li Qian , Zhixiong Zhang , Guoping Hu , Mao Ye , Zhongmin Liu
{"title":"From lab to fab: A large language model for chemical engineering","authors":"Jibin Zhou ,&nbsp;Feiyang Xu ,&nbsp;Zhijun Chang ,&nbsp;Duiping Liu ,&nbsp;Lulu Li ,&nbsp;Jian Cui ,&nbsp;Yi Li ,&nbsp;Xin Li ,&nbsp;Li Qian ,&nbsp;Zhixiong Zhang ,&nbsp;Guoping Hu ,&nbsp;Mao Ye ,&nbsp;Zhongmin Liu","doi":"10.1016/S1872-2067(25)64725-5","DOIUrl":"10.1016/S1872-2067(25)64725-5","url":null,"abstract":"<div><div>The development of chemical technologies, which involves a multistage process covering laboratory research, scale-up to industrial deployment, and necessitates interdisciplinary collaboration, is often accompanied by substantial time and economic costs. To address these challenges, in this work, we report ChemELLM, a domain-specific large language model (LLM) with 70 billion parameters for chemical engineering. ChemELLM demonstrates state-of-the-art performance across critical tasks ranging from foundational understanding to professional problem-solving. It outperforms mainstream LLMs (e.g., O1-Preview, GPT-4o, and DeepSeek-R1) on ChemEBench, the first multidimensional benchmark for chemical engineering, which encompasses 15 dimensions across 101 distinct essential tasks. To support robust model development, we curated ChemEData, a purpose-built dataset containing 19 billion tokens for pre-training and 1 billion tokens for fine-tuning. This work establishes a new paradigm for artificial intelligence-driven innovation, bridging the gap between laboratory‐scale innovation and industrial‐scale implementation, thus accelerating technological advancement in chemical engineering. ChemELLM is publicly available at <span><span>https://chemindustry.iflytek.com/chat</span><svg><path></path></svg></span>.</div></div>","PeriodicalId":9832,"journal":{"name":"Chinese Journal of Catalysis","volume":"73 ","pages":"Pages 159-173"},"PeriodicalIF":15.7,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144572875","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Highly selective CO2 electroreduction to ethylene on long alkyl chains-functionalized copper nanowires 高选择性CO2电还原成乙烯在长烷基链功能化铜纳米线
IF 15.7 1区 化学
Chinese Journal of Catalysis Pub Date : 2025-06-01 DOI: 10.1016/S1872-2067(25)64711-5
Xiao-Han Li , Bo-Wen Zhang , Wan-Feng Xiong , Ze Li , Xiao-Yu Xiang , Si-Ying Zhang , Duan-Hui Si , Hong-Fang Li , Rong Cao
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