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Experiments on image data augmentation techniques for geological rock type classification with convolutional neural networks
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作者 Afshin Tatar Manouchehr Haghighi Abbas Zeinijahromi 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第1期106-125,共20页
The integration of image analysis through deep learning(DL)into rock classification represents a significant leap forward in geological research.While traditional methods remain invaluable for their expertise and hist... The integration of image analysis through deep learning(DL)into rock classification represents a significant leap forward in geological research.While traditional methods remain invaluable for their expertise and historical context,DL offers a powerful complement by enhancing the speed,objectivity,and precision of the classification process.This research explores the significance of image data augmentation techniques in optimizing the performance of convolutional neural networks(CNNs)for geological image analysis,particularly in the classification of igneous,metamorphic,and sedimentary rock types from rock thin section(RTS)images.This study primarily focuses on classic image augmentation techniques and evaluates their impact on model accuracy and precision.Results demonstrate that augmentation techniques like Equalize significantly enhance the model's classification capabilities,achieving an F1-Score of 0.9869 for igneous rocks,0.9884 for metamorphic rocks,and 0.9929 for sedimentary rocks,representing improvements compared to the baseline original results.Moreover,the weighted average F1-Score across all classes and techniques is 0.9886,indicating an enhancement.Conversely,methods like Distort lead to decreased accuracy and F1-Score,with an F1-Score of 0.949 for igneous rocks,0.954 for metamorphic rocks,and 0.9416 for sedimentary rocks,exacerbating the performance compared to the baseline.The study underscores the practicality of image data augmentation in geological image classification and advocates for the adoption of DL methods in this domain for automation and improved results.The findings of this study can benefit various fields,including remote sensing,mineral exploration,and environmental monitoring,by enhancing the accuracy of geological image analysis both for scientific research and industrial applications. 展开更多
关键词 Deep learning(DL) Image analysis Image data augmentation Convolutional neural networks(CNNs) Geological image analysis Rock classification Rock thin section(RTS)images
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具有0D/2D界面的InOOH/ZnIn_(2)S_(4)空心球S型异质结用于增强光催化CO_(2)转化性能
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作者 蔡佳星 徐文迪 +6 位作者 迟浩强 刘倩 高娃 史丽 刘敬祥 邹志刚 周勇 《物理化学学报》 SCIE CAS CSCD 北大核心 2024年第11期47-48,共2页
S型异质结光催化剂因其能够同时促进光生载流子的分离,并优化光催化剂的还原和氧化能力,而被广泛应用于光催化CO_(2)转化中。尽管S型异质结具有巨大的潜力,但其光催化CO_(2)转化性能仍然有限,这主要是由于其界面光生载流子迁移缓慢和光... S型异质结光催化剂因其能够同时促进光生载流子的分离,并优化光催化剂的还原和氧化能力,而被广泛应用于光催化CO_(2)转化中。尽管S型异质结具有巨大的潜力,但其光催化CO_(2)转化性能仍然有限,这主要是由于其界面光生载流子迁移缓慢和光利用效率差。本文报道了一种具有0D/2D接触界面的InOOH/ZnIn_(2)S_(4)空心球S型异质结,以提高光催化CO_(2)转化性能。具体来说,空心球结构可以允许入射光在光催化剂内进行多重反射,以增强光利用效率。此外,0D/2D接触界面可以促进光生载流子在InOOH/ZnIn_(2)S_(4)空心球S型异质结上的迁移速率。结合原位光照X射线光电子能谱表征和自由基捕获实验,确认了InOOH和ZnIn_(2)S_(4)上光生空穴和电子的空间分离,有利于高效利用光生载流子进行光催化CO_(2)转化。因此,优化后的InOOH/ZnIn_(2)S_(4)展示了比原始ZnIn_(2)S_(4)高出25.8倍的光催化CO_(2)转化性能。本工作展示了一种简单而有效的策略,用于提高S型异质结的界面光电荷载流子迁移和光利用效率。 展开更多
关键词 光催化CO_(2)转化 S型异质结 ZnIn_(2)S_(4) 空心球 接触界面
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Boost the Utilization of Dense FeN_(4) Sites for High-Performance Proton Exchange Membrane Fuel Cells 被引量:1
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作者 Yanrong Li Shuhu Yin +4 位作者 Long Chen Xiaoyang Cheng Chongtai Wang Yanxia Jiang Shigang Sun 《Energy & Environmental Materials》 SCIE EI CAS CSCD 2024年第3期398-405,共8页
Iron-nitrogen-carbon(Fe-N-C)catalysts for the oxygen reduction reaction(ORR)in proton exchange membrane fuel cells(PEMFCs)have seriously been hindered by their poor ORR performance of Fe-N-C due to the low active site... Iron-nitrogen-carbon(Fe-N-C)catalysts for the oxygen reduction reaction(ORR)in proton exchange membrane fuel cells(PEMFCs)have seriously been hindered by their poor ORR performance of Fe-N-C due to the low active site density(SD)and site utilization.Herein,we reported a melamine-assisted vapor deposition approach to overcome these hindrances.The melamine not only compensates for the loss of nitrogen caused by high-temperature pyrolysis but also effectively etches the carbon substrate,increasing the external surface area and mesoporous porosity of the carbon substrate.These can provide more useful area for subsequent vapor deposition on active sites.The prepared 0.20Mela-FeNC catalyst shows a fourfold higher SD value and site utilization than the FeNC without the treatment of melamine.As a result,0.20Mela-FeNC catalyst exhibits a high ORR activity with a half-wave potential(E_(1/2))of 0.861 V and 12-fold higher ORR mass activity than the FeNC in acidic media.As the cathode in a H_(2)-O_(2)PEMFCs,0.20Mela-FeNC catalyst demonstrates a high peak power density of 1.30 W cm^(-2),outstripping most of the reported Fe-N-C catalysts.The developed melamine-assisted vapor deposition approach for boosting the SD and utilization of Fe-N-C catalysts offers a new insight into high-performance ORR electrocatalysts. 展开更多
关键词 fuel cells MELAMINE oxygen reduction reaction site density UTILIZATION
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Conventional processes and membrane technology for carbon dioxide removal from natural gas:A review 被引量:19
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作者 Zee Ying Yeo Thiam Leng Chew +1 位作者 Abdul Rahman Mohamed Siang-Piao Chai 《Journal of Natural Gas Chemistry》 EI CAS CSCD 2012年第3期282-298,共17页
Membrane technology is becoming more important for CO,_ separation from natural gas in the new era due to its process simplicity, relative ease of operation and control, compact, and easy to scale up as compared with ... Membrane technology is becoming more important for CO,_ separation from natural gas in the new era due to its process simplicity, relative ease of operation and control, compact, and easy to scale up as compared with conventional processes. Conventional processes such as absorption and adsorption for CO2 separation from natural gas are generally more energy demanding and costly for both operation and maintenance. Polymeric membranes are the current commercial membranes used for CO2 separation from natural gas. However, polymeric membranes possess drawbacks such as low permeability and selectivity, plasticization at high temperatures, as well as insufficient thermal and chemical stability. The shortcomings of commercial polymeric membranes have motivated researchers to opt for other alternatives, especially inorganic membranes due to their higher thermal stability, good chemical resistance to solvents, high mechanical strength and long lifetime. Surface modifications can be utilized in inorganic membranes to further enhance the selectivity, permeability or catalytic activities of the membrane. This paper is to provide a comprehensive review on gas separation, comparing membrane technology with other conventional methods of recovering CO2 from natural gas, challenges of current commercial polymeric membranes and inorganic membranes for CO2 removal and membrane surface modification for improved selectivity. 展开更多
关键词 membrane technology inorganic membrane CO2 separation natural gas: surface modification
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GHG Emissions and Role of Polymeric Materials in Mitigation
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作者 Muhammad Imran Rashid 《Non-Metallic Material Science》 2022年第1期1-2,共2页
GHG emissions of methane(CH4)have double,and CO2 are close to double compared to pre-industrial levels.GHG emission mitigation is possible by avoiding their generation,or by emission mitigation technologies.CO2 can be... GHG emissions of methane(CH4)have double,and CO2 are close to double compared to pre-industrial levels.GHG emission mitigation is possible by avoiding their generation,or by emission mitigation technologies.CO2 can be stored/fixed in minerals,rocks,EOR,underground formations,chemicals,and polymeric materials and many more.Polymeric materials also play role in GHG mitigation,and more focus is required on this aspect. 展开更多
关键词 formations UNDERGROUND MINERALS
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Self-assembly of nitrogen-doped TiO_(2) with exposed {001} facets on a graphene scaffold as photo-active hybrid nanostructures for reduction of carbon dioxide to methane 被引量:16
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作者 Wee-Jun Ong Lling-Lling Tan +2 位作者 Siang-Piao Chai Siek-Ting Yong Abdul Rahman Mohamed 《Nano Research》 SCIE EI CAS CSCD 2014年第10期1528-1547,共20页
Tailored synthesis of well-defined anatase TiO_(2)-based crystals with exposed{001}facets has stimulated incessant research interest worldwide due to their scientific and technological importance.Herein,anatase nitrog... Tailored synthesis of well-defined anatase TiO_(2)-based crystals with exposed{001}facets has stimulated incessant research interest worldwide due to their scientific and technological importance.Herein,anatase nitrogen-doped TiO_(2)(N-TiO_(2))nanoparticles with exposed{001}facets deposited on the graphene(GR)sheets(N-TiO_(2)-001/GR)were synthesized for the first time via a one-step solvothermal synthetic route using NH4F as the morphology-controlling agent.The experimental results exemplified that GR was uniformly covered with anatase N-TiO_(2) nanoparticles(10-17 nm),exposing the{001}facets.The percentage of exposed{001}facets in the N-TiO_(2)-001/GR nanocomposites was calculated to be ca.35%.Also,a red shift in the absorption edge and a strong absorption in the visible light range were observed due to the formation of Ti-O-C bonds,resulting in the successful narrowing of the band gap from 3.23 to 2.9 eV.The photocatalytic activities of the as-prepared photocatalysts were evaluated for CO_(2) reduction to produce CH,in the presence of water vapor under ambient temperature and atmospheric pressure using a low-power 15 W energy-saving daylight lamp as the visible light source--in contrast to the most commonly employed high-power xenon lamps--which rendered the process economically and practically feasible.Among all the studied photocatalysts,the N-TiO_(2)-001/GR nanocomposites exhibited the greatest CH4 yield of 3.70 p-mol'gcatalyst 1,approxi-mately 11-fold higher activity than the TiO_(2)-001.The enhancement of photocatalyfic performance was ascribed to the effective charge anti-recombination of graphene,high absorption of visible light region relative to the{101}facets.and high catalytic activity of{001}facets. 展开更多
关键词 photocatalysis nitrogen-doped TiO_(2) {001}facet acid treated solvent exfoliated graphene carbon dioxide reduction visible light
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Harnessing Vis-NIR broad spectrum for photocatalytic CO2 reduction over carbon quantum dots-decorated ultrathin Bi2WO6 nanosheets 被引量:8
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作者 Xin Ying Kong Wen Liang Tan +2 位作者 Boon-Junn Ng Siang-Piao Chai Abdul Rahman Mohamed 《Nano Research》 SCIE EI CAS CSCD 2017年第5期1720-1731,共12页
The photocatalytic reduction of CO2 to energy-rich hydrocarbon fuels is a promising and sustainable method of addressing global warming and the imminent energy crisis concomitantly. However, a vast majority of the exi... The photocatalytic reduction of CO2 to energy-rich hydrocarbon fuels is a promising and sustainable method of addressing global warming and the imminent energy crisis concomitantly. However, a vast majority of the existing photocatalysts are only capable of harnessing ultraviolet (UV) or/and visible light (Vis), whereas the near-infrared (NIR) region still remains unexplored. In this study, carbon quantum dots (CQDs)-decorated ultrathin BizWO6 nanosheets (UBW) were demonstrated to be an efficient photocatalyst for CO2 photoreduction over the Vis-NIR broad spectrum. It is noteworthy that the synthesis procedure of the CQDs/UBW hybrid nanocomposites was highly facile, involving a one-pot hexadecyltrimethylammonium bromide (CTAB)-assisted hydrothermal process. Under visible light irradiation, the optimized 1CQDsAJBW (1 wt.% CQD content) exhibited a remarkable 9.5-fold and 3.1-fold enhancement of CH4 production over pristine Bi2WO6 nanoplatelets (PBW) and bare UBW, respectively. More importantly, the photocatalytic responsiveness of CQDs/UBW was successfully extended to the NIR region, which was achieved without involving any rare earth or noble metals. The realization of NIR-driven CO2 reduction could be attributed to the synergistic effects of (i) the ultrathin nanostructures and highly exposed {001} active facets of UBW, (ii) the excellent spectral coupling of UBW and CQDs, where UBW could be excited by the up-converted photoluminescence of CQDs, and (iii) the electron-withdrawing nature of the CQDs to trap the photogenerated electrons and retard the recombination of charge carriers. 展开更多
关键词 photocatalysis CO2 reduction near-infrared (NIR) light carbon quantum dots bismuth tungstate ultrathin nanosheets
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Unravelling charge carrier dynamics in protonated g-C3N4 interfaced with carbon nanodots as co-catalysts toward enhanced photocatalytic CO2 reduction: A combined experimental and first-principles DFT study 被引量:16
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作者 Wee-Jun Ong Lutfi Kurnianditia Putri +5 位作者 Yoong-Chuen Tan Lling-Lling Tan Neng Li Yun Hau Ng Xiaoming Wen Siang-Piao Chai 《Nano Research》 SCIE EI CAS CSCD 2017年第5期1673-1696,共24页
In this work, we demonstrated the successful construction of metal-free zero- dimensional/two-dimensional carbon nanodot (CND)-hybridized protonatedg=C3N4 (pCN) (CND/pCN) heterojunction photocatalysts b; means o... In this work, we demonstrated the successful construction of metal-free zero- dimensional/two-dimensional carbon nanodot (CND)-hybridized protonatedg=C3N4 (pCN) (CND/pCN) heterojunction photocatalysts b; means of electrostatic attraction. We experimentally found that CNDs with an average diameter of 4.4 nm were uniformly distributed on the surface of pCN using electron microscopy analysis. The CND/pCN-3 sample with a CND content of 3 wt.% showed thehighest catalytic activity in the CO2 photoreduction process under visible and simulated solar light. This process results in the evolution of CH4 and CO. Thetotal amounts of CH4 and CO generated by the CND/pCN-3 photocatalyst after 10 h of visible-light activity were found to be 29.23 and 58.82 molgcatalyst-1, respectively. These values were 3.6 and 2.28 times higher, respectively, than thearn*ounts generated when using pCN alone. The corresponding apparent quantum efficiency (AQE) was calculated to be 0.076%. Furthermore, the CND/pCN-3 sample demonstrated high stability and durability after four consecutive photoreaction cycles, with no significant decrease in the catalytic activity. 展开更多
关键词 protonated graphiticcarbon nitride carbon nanodots photocatalysis carbon dioxide reduction charge carrier dynamics density functional theory(DFT) calculations
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Advances in fabricating spherical alginate hydrogels with controlled particle designs by ionotropic gelation as encapsulation systems 被引量:14
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作者 Jun-Yee Leong Weng-Hoong Lam +6 位作者 Kiang-Wei Ho Wan-Ping Voo Micky Fu-Xiang Lee Hui-Peng Lim Swee-Lu Lim Beng-Ti Tey Denis Poncelet 《Particuology》 SCIE EI CAS CSCD 2016年第1期44-60,共17页
Alginate is a biopolymer that has exceptional gelling properties, which allow easy gel formation under safe and mild conditions. Consequently, it is often used to encapsulate a variety of cargos, such as cells, enzyme... Alginate is a biopolymer that has exceptional gelling properties, which allow easy gel formation under safe and mild conditions. Consequently, it is often used to encapsulate a variety of cargos, such as cells, enzymes, and lipids, and is typically employed as a model to study hydrogel-based encapsulation sys- tems. Since the first use of alginate in the encapsulation field in the 1970s, many methods have been developed to produce alginate hydrogel particles of different sizes, structures, and morphologies. This review provides an overview of the current progress in the fabrication of alginate hydrogels with vari- ous particle designs, including a discussion of dispersion techniques to pre-template alginate particles, gelation mechanisms, considerations in selecting suitable fabrication methods, and future directions. 展开更多
关键词 Alginate lonotropic gelation Immobilization Encapsulation Hydrogel
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g-C_(3)N_(4) Photocatalysts:Utilizing Electron-Hole Pairs for Boosted Redox Capability in Water Splitting 被引量:3
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作者 Grayson Zhi Sheng Ling Valerie Bei-Yuan Oh +2 位作者 Choon Yian Haw Lling-Lling Tan Wee-Jun Ong 《Energy Material Advances》 EI CAS CSCD 2023年第1期304-330,共27页
Since the first discovery of solar-driven water splitting catalyzed by TiO_(2) semiconductors,extensive research works have been devoted over the decades.Currently,the design of a photocatalyst with dual redox potenti... Since the first discovery of solar-driven water splitting catalyzed by TiO_(2) semiconductors,extensive research works have been devoted over the decades.Currently,the design of a photocatalyst with dual redox potential is of prominent interest to fully utilize both photogenerated electrons and holes in the redox reactions.Among all,the coproduction of H_(2) and O_(2) from water using metal-free carbon nitride(g-C_(3)N_(4))has been viewed as a rising star in this field.However,the hole-mediated oxidation reaction is commonly recognized as the rate-determining step,which drastically leads to poor overall water splitting efficiency.On top of that,rapid recombination and undesirable back reaction appeared as one of the challenging parts in overall water splitting.In this review,the up-to-date advances in modified g-C_(3)N_(4)-based photocatalysts toward efficient overall water splitting are summarized,which are mainly classified into structural and defect engineering,single-atom catalysis,cocatalyst loading,and heterojunction construction.This review also addresses the underlying idea and concept to tackle the aforementioned problem with the use of emerging modification strategies,hence serving as the guiding star for future research.Despite the outstanding breakthrough thus far,critical recommendations related to g-C_(3)N_(4) photocatalytic systems are prospected to pave the way toward the implementation in the practical energy production process. 展开更多
关键词 PROCESS SPLITTING CATALYST
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Utilization of plant-based natural coagulants as future alternatives towards sustainable water clarification 被引量:2
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作者 Sook Yan Choy Krishna Murthy Nagendra Prasad +2 位作者 Ta Yeong Wu Mavinakere Eshwaraiah Raghunandan Ramakrishnan Nagasundara Ramanan 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2014年第11期2178-2189,共12页
Rapid industrial developments coupled with surging population growth have complicated issues dealing with water scarcity as the quest for clean and sanitized water intensifies globally. Existing flesh water supplies c... Rapid industrial developments coupled with surging population growth have complicated issues dealing with water scarcity as the quest for clean and sanitized water intensifies globally. Existing flesh water supplies could be contaminated with organic, inorganic and biological matters that have potential harm to the society. Turbidity in general is a measure of water cloudiness induced by such colloidal and suspended matters and is also one of the major criteria in raw water monitoring to meet the stipulated water quality guidelines. Turbidity reduction is often accomplished using chemical coagulants such as alum. The use of alum is widely associated with potential development of health issues and generation of voluminous sludge. Natural coagulants that are available in abundance can certainly be considered in addressing the drawbacks associated with the use of chemical coagulants. Twenty one types of plant-based natural coagulants categorized as fruit waste and others are identified and presented collectively with their research summary in this review. The barriers and prospects of commercialization of natural coagulants in near future are also discussed. 展开更多
关键词 Chemical coagulant Commercialization Constraints Fruit waste Protein Turbidity reduction
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Control of iron nanoparticle size by manipulating PEG-ethanol colloidal solutions and spin-coating parameters for the growth of single-walled carbon nanotubes 被引量:1
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作者 Choon-Ming Seah Siang-Piao Chai +1 位作者 Satoshi Ichikawa Abdul Rahman Mohamed 《Particuology》 SCIE EI CAS CSCD 2013年第4期394-400,共7页
Iron catalyst nanoparticles were prepared on silicon wafers by spin-coating colloidal solutions containing iron nitrate, polyethylene glycol (PEG) and absolute ethanol. The effects of various spin-coating conditions... Iron catalyst nanoparticles were prepared on silicon wafers by spin-coating colloidal solutions containing iron nitrate, polyethylene glycol (PEG) and absolute ethanol. The effects of various spin-coating conditions were investigated. The findings showed that the size of the iron particles was governed by the composition of the colloidal solution used and that a high angular speed was responsible for the formation of a thin colloidal film.The effect of angular acceleration on the size and distribution of the iron particles were found to be insignificant. It was observed that a longer spin-coating duration provoked the agglomeration of iron particles, leading to the formation of large particles. We also showed that single-walled carbon nanotubes could be grown from the smallest iron catalyst nanoparticles after the chemical vapor deposition of methane. 展开更多
关键词 Iron nanoparticleSpin coatingColloidSingle-walled carbon nanotube
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2020 Roadmap on two-dimensional nanomaterials for environmental catalysis 被引量:2
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作者 Yulu Yang Mingguang Wu +36 位作者 Xingwang Zhu Hui Xu Si Ma Yongfeng Zhi Hong Xia Xiaoming Liu Jun Pan Jie-Yinn Tang Siang-Piao Chai Leonardo Palmisano Francesco Parrino Junli Liu Jianzhong Ma Ze-Lin Wang Ling Tan Yu-Fei Zhao Yu-Fei Song Pardeep Singh Pankaj Raizada Deli Jiang Di Li R.A.Geioushy Jizhen Ma Jintao Zhang Song Hu Rongjuan Feng Gang Liu Minghua Liu Zhenhua Li Mingfei Shao Neng Li Jiahe Peng Wee-Jun Ong Nikolay Kornienko Zhenyu Xing Xiujun Fan Jianmin Ma 《Chinese Chemical Letters》 SCIE CAS CSCD 2019年第12期2065-2088,共24页
Environmental catalysis has drawn a great deal ofattention due to its clean ways to produce useful chemicals or carry out some chemical processes.Photocatalysis and electrocatalysis play important roles in these field... Environmental catalysis has drawn a great deal ofattention due to its clean ways to produce useful chemicals or carry out some chemical processes.Photocatalysis and electrocatalysis play important roles in these fields.They can decompose and remove organic pollutants from the aqueous environment,and prepare some fine chemicals.Moreover,they also can carry out some important reactions,such as 02 reduction reaction(ORR),O2 evolution reaction(OER),H2 evolution reaction(HER),CO2 reduction reaction(C02 RR),and N2 fixation(NRR).For catalytic reactions,it is the key to develop high-performance catalysts to meet the demand fortargeted reactions.In recentyears,two-dimensional(2 D) materials have attracted great interest in environmental catalysis due to their unique layered structures,which offer us to make use of their electronic and structural characteristics.Great progress has been made so far,including graphene,black phosphorus,oxides,layered double hydroxides(LDHs),chalcogenides,bismuth-based layered compounds,MXenes,metal organic frameworks(MOFs),covalent organic frameworks(COFs),and others.This content drives us to invite many famous groups in these fields to write the roadmap on two-dimensional nanomaterials for environmental catalysis.We hope that this roadmap can give the useful guidance to researchers in future researches,and provide the research directions. 展开更多
关键词 Two-dimensional materials Graphene Black phosphorus C3N4 Metal organic frameworks MXenes
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Nanoscale plasma-activated aerosol generation for in situ surface pathogen disinfection
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作者 Nicholas S.L.Chew Kiing S.Wong +3 位作者 Wei S.Chang Chien W.Ooi Leslie Y.Yeo Ming K.Tan 《Microsystems & Nanoengineering》 SCIE EI CSCD 2022年第2期161-173,共13页
Plasma treatment constitutes an efficient method for chemical-free disinfection.A spray-based system for dispensing plasma-activated aerosols onto surfaces would facilitate disinfection of complex and/or hidden surfac... Plasma treatment constitutes an efficient method for chemical-free disinfection.A spray-based system for dispensing plasma-activated aerosols onto surfaces would facilitate disinfection of complex and/or hidden surfaces inaccessible to direct line-of-sight(for example,UV)methods.The complexity and size of current plasma generators(for example,plasma jet and cometary plasma systems)-which prohibit portable operation,together with the short plasma lifetimes,necessitate a miniaturized in situ technique in which a source can be simultaneously activated and administered on-demand onto surfaces.Here,we demonstrate this possibility by combining two nanoscale technologies for plasma and aerosol generation into an integrated device that is sufficiently small and lightweight.Plasma is generated on a carpet of zinc oxide nanorods comprising a nanoneedle ensemble,which when raised to a high electric potential,constitutes a massive point charge array with near-singular electric fields to effect atmospheric breakdown.The plasma is then used to activate water transported through an underlying capillary wick,that is subsequently aerosolized under MHz-order surface acoustic waves.We show that the system,besides being amenable to miniaturization and hence integration into a chipscale device,leads to a considerable improvement in plasma-activation over its macroscale cometary discharge predecessor,with up to 20%and 127%higher hydrogen peroxide and nitrite ion concentrations that are respectively generated in the plasma-activated aerosols.This,in turn,leads to a 67%reduction in the disinfection time to achieve 95%bacterial load reduction,therefore demonstrating the potential of the technology as an efficient portable platform for on-demand field-use surface disinfection. 展开更多
关键词 SURFACE portable AEROSOL
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Identification and Design of Active Sites on Photocatalysts for the Direct Artificial Carbon Cycle
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作者 Jingxiang Low Jun Ma +2 位作者 Jun Wan Wenbin Jiang Yujie Xiong 《Accounts of Materials Research》 2022年第3期331-342,共12页
CONSPECTUS:Imitating the natural carbon cycle,the utilization of the carbon-based greenhouse gases(i.e.,carbon dioxide(CO_(2))and methane(CH_(4)))from the atmosphere as the carbon feedstocks for valuable fuel and chem... CONSPECTUS:Imitating the natural carbon cycle,the utilization of the carbon-based greenhouse gases(i.e.,carbon dioxide(CO_(2))and methane(CH_(4)))from the atmosphere as the carbon feedstocks for valuable fuel and chemical production represents a prospective strategy for achieving the sustainable development of human society.In light of this,photocatalytic CO_(2)/CH_(4)conversions,which can directly harvest solar energy for the production of valuable fuels and chemicals,show gigantic potential for closing the loop of the artificial carbon cycle.In the past several decades,immense progress has been made in this field,showing its practical feasibility.However,the photocatalytic conversion efficiency and selectivity of such reactions remain discouraging.Considering that the photocatalytic reaction is intimately related to the surface catalytic reaction on the active sites of the photocatalysts,the active site design has been proven to be effective for optimizing photocatalytic performance,yet the lack of effective techniques for the identification of the active sites,which is normally at the molecular level,greatly limits its potential in photocatalysis.Fortunately,with the rapid expansion in the field of materials science,a large number of advanced characterization techniques have been developed,equipping the materials scientist and chemist with powerful tools for unveiling the mask of the active sites on the photocatalysts.Concomitantly,the active site design for the photocatalysts has undergone a revival.Today,the identification and design of active sites have emerged as hot topics in catalysis and are expected to push forward development in the field of the artificial carbon cycle. 展开更多
关键词 dioxide CATALYSIS ACTIVE
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