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Mechanisms of competitive adsorption and diffusion of ethyl sulfide and n-butyl mercaptan with cyclohexene in FAU:MC and MD
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作者 Dongdong Chen Pei Xue +3 位作者 Dongyang Liu Yuhao Zhang Liang Zhao Jinsen Gao 《Chinese Journal of Chemical Engineering》 2025年第9期280-293,共14页
An in-depth understanding of the competition mechanism between olefins and different types of sulfides in gasoline is essential to improve the desulfurization selectivity of the adsorption desulfurization process(ADS)... An in-depth understanding of the competition mechanism between olefins and different types of sulfides in gasoline is essential to improve the desulfurization selectivity of the adsorption desulfurization process(ADS).In this study,the competitive adsorption and diffusion mechanism of two systems,diethyl sulfide/cyclohexene and n-butyl mercaptan/cyclohexene,with different adsorption amounts in siliceous faujasite zeolite(FAU) were investigated by Monte Carlo(MC) and molecular dynamics(MD).The systems exhibited a two-stage loading-dependent competitive adsorption and diffusion mechanism,with an inflection point of 32 molecule/UC(moleculers per microcoulomb).Before the inflection point(4-32molecule/UC),the competition mechanism of the two systems was the "optimal-displacement" mechanism.After the inflection point,the mechanism of the diethyl sulfide/cyclohexene changed to "relocation-displacement",while that of the n-butyl mercaptan/cyclohexene system changed to "dominantdisplacement".Compared to ether functional groups,the alcohol functional group has higher polarity and stronger adsorption stability,thus occupying more favorable adsorption sites within the supercages(SCs),while ethyl sulfide shifts outward to other sites within other SCs.In addition,the diffusion performance of adsorbent is related to the adsorption energy.The lower the adsorption energy,the weaker the diffusion ability.Meanwhile,the diffusion performance of adsorbates is better at high temperatures and low adsorption capacity.The effect of temperatu re on the desulfu rization selectivity was determined.A lower temperature is favorable for the adsorption capacity of the two systems and the removal selectivity of sulfides.This study provides fundamental insights into the competitive adsorption and diffusion mechanisms among sulfides,mercaptans and olefins,offering theoretical guidance for adsorbent design and reaction temperature optimization. 展开更多
关键词 Competitive adsorption and diffusion adsorption desulfurization FAU Monte Carlo Molecular dynamics
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Construction of an adsorption-diffusion model reveals the conversion-deposition process of polysulfides
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作者 Wenhao Yang Dan You +7 位作者 Zhicong Ni Yongshun Liang Yingjie Zhang Yunxiao Wang Qingsong Liu Xue Li Yiyong Zhang Jiajun Wang 《Green Energy & Environment》 2025年第9期1911-1921,共11页
Despite progress in suppressing polysulfide shuttling,this challenge persists in lithium-sulfur battery commercialization.While existing strategies emphasize polysulfide adsorption and catalytic conversion,the critica... Despite progress in suppressing polysulfide shuttling,this challenge persists in lithium-sulfur battery commercialization.While existing strategies emphasize polysulfide adsorption and catalytic conversion,the critical role of diffusion kinetics in conversion–deposition processes remains underexplored.We design an MXene-based array architecture integrating 2D structural advantages and strong polysulfide affinity to regulate diffusion pathways.Combined experimental and multiscale computational studies reveal diffusion-mediated conversion-deposition dynamics.The sodium alginate-constructed MXene array enables three synergistic mechanisms:(1)Enhanced ion/electron delocalization reduces diffusion barriers,(2)Continuous ion transport channels facilitate charge transfer,and(3)Exposed polar surfaces promote polysulfide aggregation/conversion.Synchrotron X-ray tomography coupled with comprehensive electrochemical analyses reveals distinct mechanistic differences between conversion and deposition processes arising from diffusion heterogeneity.In situ characterization techniques combined with DFT simulation calculations demonstrate that diffusion kinetics exerts differential regulatory effects on these coupled electrochemical processes,exhibiting particular sensitivity toward the deposition mechanism.This work provides fundamental insights that reshape our understanding of diffusion-mediated phase transformation in complex multi-step electrochemical systems,offering new perspectives for advanced electrode architecture design in next-generation energy storage technologies. 展开更多
关键词 Lithium-sulfur battery diffusion Conversion-deposition Closed loop effect
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A new liquid membrane diffusion model for characterizing the adsorption kinetics of europium by using a continuous measurement of adsorption platform 被引量:2
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作者 Hao-Qi Yu Tao Yu Jian-Hua Ye 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2024年第1期59-72,共14页
To explore the kinetic adsorption under continuous and nonequilibrium states, an integration of continuous measurement and adsorption platform kinetics method was proposed, which was initially called the ICM-AP kineti... To explore the kinetic adsorption under continuous and nonequilibrium states, an integration of continuous measurement and adsorption platform kinetics method was proposed, which was initially called the ICM-AP kinetics method, and a corresponding kinetic adsorption experimental method was developed. Adsorption experiments of europium(Eu) on Ca-bentonite,Na-bentonite, and the D231 cation exchange resin were performed using the ICM-AP kinetics method and continuous measurements. Because the kinetic experimental results observed in this study were different from those of traditional batch adsorption data, pseudo-first-order or pseudo-second-order kinetic models were unsuitable for fitting the experimental data.Hence, a liquid membrane diffusion(LMD) model was developed based on the assumption of simultaneous adsorption/desorption to discuss the mechanism of kinetic adsorption. The kinetic adsorption mechanism was also studied by using XPS.The results indicated that the proposed adsorption model can fit the experimental data more suitably, and the adsorption/desorption behaviors of Eu on bentonite and the D231 resin were simultaneously observed, suggesting that the adsorption kinetics of Eu(Ⅲ) was mainly dominated by hydrated Eu(Ⅲ) ions on the liquid membrane. 展开更多
关键词 ICM-AP method LMD model adsorption mechanism Eu(Ⅲ)
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AI绘图助力三维设计发展——以Stable Diffusion为例 被引量:2
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作者 刘凇麟 杨蕾颖 《昆明冶金高等专科学校学报》 2025年第1期61-69,共9页
AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在... AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在本地计算机上生成高质量图像。以实际设计项目为例,应用Stable Diffusion在三维设计中帮助设计师快速生成草图和效果图,得到多种设计风格和创作方式,大大提高了设计的效率和乐趣,实践证明AI绘图工具在环境艺术设计、建筑设计等多个领域具有巨大的应用潜力。 展开更多
关键词 AI绘图 Stable diffusion 三维设计
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LogDiffusion:一种基于扩散概率模型的岩性识别方法 被引量:1
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作者 赵逢达 韩滋民 +2 位作者 付晓飞 章蓬伟 李贤善 《地球物理学进展》 北大核心 2025年第1期106-120,共15页
岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,... 岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,导致模型的准确率降低.为了解决这些问题,本文提出一种基于扩散概率模型的岩性识别模型LogDiffusion,该模型能够生成高质量的测井数据并用于训练,从而提升岩性识别的分类准确率.在传统的扩散概率模型的基础上,考虑到测井数据的一维结构,本文设计了一种用于估计梯度的分数网络FT-Unet,并提出了一种辅助分类器FT-Transformer以获取准确的岩性标签.此外,还提出了一种基于阈值的动态标签机制以提高采样算法的准确性.在两个小样本盲井测井数据集上的实验结果表明,该方法能够一定程度上解决测井数据集数据量不足和岩性类别分布不均衡的问题,从而提升岩性识别的准确率和精度. 展开更多
关键词 岩性识别 数据增强 深度学习 扩散概率模型
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Stable Diffusion在设计类专业教学中的应用——以三维设计软件应用课程为例
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作者 刘凇麟 杨蕾颖 +2 位作者 危威 李健僖 张馨 《昆明冶金高等专科学校学报》 2025年第4期119-124,共6页
随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学... 随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学生创意和拓展设计思维方面的作用,符合当今教育和技术发展的趋势。通过实际教学,证明AI融入教学,能够有效提高学生学习兴趣和参与度、增强设计作品多样性和创新性;同时,对传统设计类教学也提出了挑战。提出了新的教学内容和应用建议,为艺术设计教育的发展提供了新的思路和方法。 展开更多
关键词 Stablediffusion模型 设计类专业 教学
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Effect of secondary pore distribution on adsorption diffusion performance of n-hexane on 5A zeolite pellets 被引量:1
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作者 杜旭东 刘宗健 +2 位作者 崔群 王海燕 姚虎卿 《Journal of Southeast University(English Edition)》 EI CAS 2011年第3期284-289,共6页
Adsorption rates of n-hexane on the 5A zeolite at 100 to 300 ℃ and 0.01 to 10 kPa are determined by an intelligent gravimetric analyzer (IGA-100), and the adsorption diffusion performance of n-hexane on 5A zeolite ... Adsorption rates of n-hexane on the 5A zeolite at 100 to 300 ℃ and 0.01 to 10 kPa are determined by an intelligent gravimetric analyzer (IGA-100), and the adsorption diffusion performance of n-hexane on 5A zeolite pellets with different secondary pore distributions is analyzed. The results indicate that 5A-1 and 5A-6 zeolites have similar micropore and mesopore size distribution, while the 5A-6 zeolite has a larger secondary pore volume when the pore diameter is between 0.1 and 1 μm and more secondary pores when the pore diameter is less than 0.01 μm. The effective diffusion coefficient of nhexane on the 5A-6 zeolite pellet is 10 ^-6 to 10 4 cm^2/s, about 2 to 5 times higher than that on the 5A-1 zeolite. The effective diffusion coefficient of n-hexane on the 5A-1 zeolite pellet improves from 5 × 10^-7 to 2 × 10 6cm^2/s when the temperature increases from 100 to 300 ~C. However, the effective diffusion coefficient of n-hexane on the 5A-6 zeolite remains almost unchanged at different temperatures. The molecular average free path of n-hexane decreases from 627.15-963.28 to 0.63-0, 96 Ixm with the adsorption pressure increasing from 0.01 to 10 kPa. Such a flee path is close to the secondary pore diameter, resulting in significant Knudsen diffusion in the secondary pores. Thus, the effective diffusion coefficient of n-hexane on the 5A zeolite pellets increases before 1 kPa and decreases after 1 kPa. 展开更多
关键词 5A zeolite pore structure secondary pore diffusion N-HEXANE
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生成式AI在建筑设计中的应用难点及优化策略:以Stable Diffusion为例 被引量:2
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作者 胡旭明 季新亮 周振阳 《世界建筑》 2025年第6期83-89,共7页
随着人工智能在工程设计领域应用的逐渐深入,AI开始介入设计、优化、建造运维等工程全生命周期,尤其是生成式AI,其在设计中的应用场景逐步被挖掘,带来了设计范式的新变革,引发了设计行业的广泛讨论与应用探索。与此同时,生成式AI在工程... 随着人工智能在工程设计领域应用的逐渐深入,AI开始介入设计、优化、建造运维等工程全生命周期,尤其是生成式AI,其在设计中的应用场景逐步被挖掘,带来了设计范式的新变革,引发了设计行业的广泛讨论与应用探索。与此同时,生成式AI在工程设计中的应用难点也逐步显现:垂直领域模型训练量不足、缺乏对参数之间交互影响的认识、未构建精准提示词工程等问题制约了其在行业的深度应用和价值呈现。本研究以Stable Diffusion为例分析其在建筑设计中的应用难点及成因,针对性提出优化方法,并通过项目实践验证了其有效性,从而实现生成式AI在多种建筑设计场景下的高质量可控输出。 展开更多
关键词 AI 生成式AI Stable diffusion 建筑设计 优化策略
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人工智能在绘画领域的应用——以Stable Diffusion搭配ControlNet为例 被引量:1
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作者 叶雨杭 雷雅琴 《科学与信息化》 2025年第2期60-63,共4页
文章分析了Stable Diffusion的技术原理与插件ControlNet的功能,以及两者结合之后出图的效果及优势和劣势。同时分析如何通过ComfyUI添加插件搭建工作流,以提升工作效率,减少工作时间。本文旨在通过应用人工智能技术将设计师从单一的重... 文章分析了Stable Diffusion的技术原理与插件ControlNet的功能,以及两者结合之后出图的效果及优势和劣势。同时分析如何通过ComfyUI添加插件搭建工作流,以提升工作效率,减少工作时间。本文旨在通过应用人工智能技术将设计师从单一的重复的工作中解放出来,专注于设计本身而不是设计绘画的过程,让数字绘画技术赋予绘画领域升级。 展开更多
关键词 AIGC 人工智能 数字绘画 平面设计 Stable diffusion CONTROLNET
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Medical Image Encryption Based on Fisher-Yates Scrambling and Filter Diffusion 被引量:1
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作者 HUANG Jiacin GUO Yali +1 位作者 GAO Ruoyun LI Shanshan 《Journal of Shanghai Jiaotong university(Science)》 2025年第1期136-152,共17页
A medical image encryption is proposed based on the Fisher-Yates scrambling,filter diffusion and S-box substitution.First,chaotic sequence associated with the plaintext is generated by logistic-sine-cosine system,whic... A medical image encryption is proposed based on the Fisher-Yates scrambling,filter diffusion and S-box substitution.First,chaotic sequence associated with the plaintext is generated by logistic-sine-cosine system,which is used for the scrambling,substitution and diffusion processes.The three-dimensional Fisher-Yates scrambling,S-box substitution and diffusion are employed for the first round of encryption.The chaotic sequence is adopted for secondary encryption to scramble the ciphertext obtained in the first round.Then,three-dimensional filter is applied to diffusion for further useful information hiding.The key to the algorithm is generated by the combination of hash value of plaintext image and the input parameters.It improves resisting ability of plaintext attacks.The security analysis shows that the algorithm is effective and efficient.It can resist common attacks.In addition,the good diffusion effect shows that the scheme can solve the differential attacks encountered in the transmission of medical images and has positive implications for future research. 展开更多
关键词 medical image encryption Fisher-Yates scrambling three-dimensional filter diffusion bidirectional diffusion S-box substitution
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基于频域注意力Diffusion Transformer的SAR舰船图像生成技术
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作者 黄文宇 熊刚 +1 位作者 舒汀 郁文贤 《现代雷达》 北大核心 2025年第11期52-57,共6页
目前,基于生成对抗网络的合成孔径雷达(SAR)图像生成方法受限于训练过程中的固有不稳定性,而基于扩散模型的方法仍主要依赖于传统的U-Net骨干网络。文中提出了一种新颖的扩散模型架构——SpectDiT,旨在实现高质量的SAR图像生成。该模型... 目前,基于生成对抗网络的合成孔径雷达(SAR)图像生成方法受限于训练过程中的固有不稳定性,而基于扩散模型的方法仍主要依赖于传统的U-Net骨干网络。文中提出了一种新颖的扩散模型架构——SpectDiT,旨在实现高质量的SAR图像生成。该模型将频谱层与Transformer注意力层相结合,在扩散过程中引入频域特征建模,从而进一步提升SAR图像的质量与真实性。与传统的去噪扩散概率模型及基于全注意力Transformer的扩散Transformer相比,SpectDiT在SAR图像生成任务中表现更为优越,尤其在峰值信噪比、结构相似度和感知图像块相似度等指标上取得了新的最优性能。值得注意的是,SpectDiT具备灵活的架构设计,可通过调整频谱层与注意力层的比例来适应不同的生成任务。作为一种新的扩散模型骨干网络,SpectDiT为SAR图像合成开辟了新的方向,具备拓展至其他领域图像生成任务的潜力。 展开更多
关键词 去噪扩散概率模型 扩散Transformer 合成孔径雷达图像生成 频域学习
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Influence of Al,Cu and Mn additions on diffusion behaviors in CoCrFeNi high-entropy alloys 被引量:1
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作者 Juan CHEN Zhen-zhong ZHANG +1 位作者 Jin-kun XIAO Li-jun ZHANG 《Transactions of Nonferrous Metals Society of China》 2025年第1期184-193,共10页
The interdiffusion coefficients in Al_(0.2)CoCrFeNi,CoCrCu_(0.2)FeNi,and CoCrFeMn_(0.2)Ni high-entropy alloys were efficiently determined by combining diffusion couple experiments and high-throughput determination of ... The interdiffusion coefficients in Al_(0.2)CoCrFeNi,CoCrCu_(0.2)FeNi,and CoCrFeMn_(0.2)Ni high-entropy alloys were efficiently determined by combining diffusion couple experiments and high-throughput determination of interdiffusion coefficients(HitDIC)software at 1273−1373 K.The results show that the addition of Al,Cu,and Mn to CoCrFeNi high-entropy alloys promotes the diffusion of Co,Cr,and Fe atoms.The comparison of tracer diffusion coefficients indicates that there is no sluggish diffusion in tracer diffusion on the thermodynamic temperature scale for the present Al_(0.2)CoCrFeNi,CoCrCu_(0.2)FeNi,and CoCrFeMn_(0.2)Ni high-entropy alloys.The linear relationship between diffusion entropy and activation energy reveals that the diffusion process of atoms is unaffected by an increase in the number of components as long as the crystal structure remains unchanged. 展开更多
关键词 Co−Cr−Fe−Ni high-entropy alloy diffusion interdiffusivity diffusion couple
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Effect of chlorination and ultraviolet on the adsorption of pefloxacin on polystyrene and polyvinyl chloride 被引量:1
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作者 Yanan Li Yaning Wu +2 位作者 Kai Guo Weiqin Wu Meijing Yao 《Journal of Environmental Sciences》 2025年第3期21-34,共14页
During thewater treatment process,chlorination and ultraviolet(UV)sterilization can modify microplastics(MPs)and alter their physicochemical properties,causing various changes between MPs and other pollutants.In this ... During thewater treatment process,chlorination and ultraviolet(UV)sterilization can modify microplastics(MPs)and alter their physicochemical properties,causing various changes between MPs and other pollutants.In this study,the impact of chlorination and UV modification on the physicochemical properties of polystyrene(PS)and polyvinyl chloride(PVC)were investigated,and the adsorption behavior of pefloxacin(PEF)before and after modificationwas examined.The effect of pH,ionic strength,dissolved organicmatter,heavymetal ions and other water environmental conditions on adsorption behavior was revealed.The results showed that PS had a higher adsorption capacity of PEF than PVC,and the modification increased the presence of O-containing functional groups in the MPs,thereby enhancing the adsorption capacity of both materials.Chlorination had a more significant impact on the physicochemical properties of MPs compared to UV irradiation within the same time period,leading to better adsorption performance of chlorination.The optimal pH for adsorption was found to be 6,and NaCl,sodium alginate and Cu2+would inhibit adsorption to varying degrees,among which the inhibition caused by pH was the strongest.Chlorination and UV modification would weaken the inhibitory effect of environmental factors on the adsorption of PEF by MPs.The main mechanisms of adsorption involved electrostatic interaction and hydrogen bonding.The study clarified the effects of modification on the physicochemical properties of MPs,providing reference for subsequent biotoxicity analysis and environmental protection studies. 展开更多
关键词 Microplastics CHLORINATION ULTRAVIOLET PEFLOXACIN adsorption mechanism
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Construction of bismuth based MOF for efficient removal of sodium diclofenac via adsorption and photocatalysis 被引量:1
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作者 Xiaohui He Chun Chang +2 位作者 Liping Yang Yanrong Cai Qiong Wang 《Journal of Environmental Sciences》 2025年第4期14-24,共11页
The mass production and widespread use of Pharmaceuticals and Personal Care Products(PPCPs)have posed a serious threat to the water environment and public health.In this work,a green metal-based Metal Organic Framewor... The mass production and widespread use of Pharmaceuticals and Personal Care Products(PPCPs)have posed a serious threat to the water environment and public health.In this work,a green metal-based Metal Organic Framework(MOF)Bi-NH_(2)-BDC was prepared and characterized,and the adsorption characteristics of Bi-NH_(2)-BDCwere investigated with typical PPCPs-diclofenac sodium(DCF).It was found that DCF mainly covered the adsorbent surface as a single molecular layer,the adsorption reaction was a spontaneous,entropyincreasing exothermic process and the adsorption mechanisms between Bi-NH_(2)-BDC and DCF were hydrogen bonding,π-πinteractions and electrostatic interactions.In addition,Bi-NH_(2)-BDC also had considerable photocatalytic properties,and its application in adsor-bent desorption treatment effectively solved the problem of secondary pollution,achieving a green and sustainable adsorption desorption cycle. 展开更多
关键词 Bi-NH2-BDC DCF adsorption PHOTOCATALYSIS
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基于Stable Diffusion的文生图技术及其在多场景中应用研究
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作者 夏冉 常玉媛 +1 位作者 李鹏飞 魏熙桢 《周口师范学院学报》 2025年第2期50-54,共5页
文本生成图像技术通过跨模态语义融合实现高效的文本到视觉转换,在艺术创作与工业设计领域具有重要价值。以Stable Diffusion为核心,系统研究模型配置与生成优化策略,提出多维度性能提升方法。通过集成Hugging Face平台的模型加载机制,... 文本生成图像技术通过跨模态语义融合实现高效的文本到视觉转换,在艺术创作与工业设计领域具有重要价值。以Stable Diffusion为核心,系统研究模型配置与生成优化策略,提出多维度性能提升方法。通过集成Hugging Face平台的模型加载机制,结合注意力优化与GPU并行加速技术,提升图像生成效率;针对不同场景需求,基于调度器动态调控噪声衰减过程,平衡质量与资源消耗。实验表明,正负提示词组合可精准引导图像特征生成,去噪步骤优化策略在细节丰富度与生成速度之间取得显著改进;通过个性化模型微调与格式适配技术,成功实现特定艺术风格的高质量生成。 展开更多
关键词 文生图 Stable diffusion LoRA模型
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Effects of grain size on the corrosion inhibition and adsorption performance of benzotriazole on carbon steel in NaCl solution 被引量:1
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作者 Panjun Wang Jinke Wang +8 位作者 Yao Huang Xuequn Cheng Zhiwei Zhao Lingwei Ma Shun Wang Ruijie Han Zichang Zhang Dawei Zhang Xiaogang Li 《Journal of Materials Science & Technology》 2025年第14期221-236,共16页
This study investigates the adsorption mechanism,the film formation process,and the inhibition performance of benzotriazole(BTAH)on carbon steels with different grain sizes(i.e.,24.5,4.3,and 0.6μm)in 3.5 wt.%NaCl sol... This study investigates the adsorption mechanism,the film formation process,and the inhibition performance of benzotriazole(BTAH)on carbon steels with different grain sizes(i.e.,24.5,4.3,and 0.6μm)in 3.5 wt.%NaCl solution.The results demonstrate that grain refinement significantly impacts the adsorption and inhibition performance of BTAH on carbon steels.Ultra-refinement of steel grains to 0.6μm improves the maximum inhibition efficiency of BTAH to 90.0%within 168 h of immersion,which was much higher than that of the steels with 24.5μm(73.6%)and 4.3μm grain sizes(81.7%).Notably,grain sizes of 4.3 and 0.6μm facilitate a combination of physisorption and chemisorption of BTAH after 120 h of immersion,as evidenced by the X-ray photoelectron spectroscopy(XPS)results and Langmuir adsorption isotherms,while BTAH adsorbed on carbon steels with a grain size of 24.5μm through physisorption during the 168 h of immersion.Ultra-refinement of grains has beneficial impacts on promoting the formation of a stable and dense corrosion inhibitor film,leading to improved corrosion resistance and the mitigation of non-uniform corrosion.These advantageous effects can be attributed to the higher adsorption energy at grain boundaries(approximately-3.12 eV)compared to grain interiors(ranging from-0.79 to 2.47 eV),promoting both the physisorption and chemisorption of organic corrosion inhibitors.The investigation comprehensively illustrates,for the first time,the effects of grain size on the adsorption mechanism,film formation process,and inhibition performance of organic corrosion inhibitors on carbon steels.This study demonstrates a promising approach to enhancing corrosion inhibition performance through microstructural design. 展开更多
关键词 Carbon steel Corrosion inhibitor Grain refinement MICROSTRUCTURE adsorption mechanism
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Utility and influence mechanism of densification modulation on grain boundary diffusion in NdFeB magnets 被引量:1
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作者 San'gen Luo Munan Yang +4 位作者 Shuwei Zhong Sajjad Ur Rehman Jiajie Li Xiaoqiang Yu Bin Yang 《Journal of Rare Earths》 2025年第3期569-577,I0006,共10页
Grain boundary diffusion technology is pivotal in the preparation of high-performance NdFeB magnets.This study investigates the factors that affect the efficiency of grain boundary diffusion,starting from the properti... Grain boundary diffusion technology is pivotal in the preparation of high-performance NdFeB magnets.This study investigates the factors that affect the efficiency of grain boundary diffusion,starting from the properties of the diffusion matrix.Through the adjustment of the sintering process,we effectively prepared magnets with varied densities that serve as the matrix for grain boundary diffusion with TbH,diffusion.The mobility characteristics of the Nd-rich phase during the densification stage are leveraged to ensure a more extensive distribution of heavy rare earth elements within the magnets.According to the experimental results,the increase in coercivity of low-density magnets after diffusion is significantly greater than that of relatively high-density magnets.The coercivity values measured are 805.32 kA/m for low-density magnets and 470.3 kA/m for high-density magnets.Additionally,grain boundary diffusion notably enhances the density of initial low-density magnets,addressing the issue of low density during the sintering stage.Before the diffusion treatment,the Nd-rich phases primarily concentrate at the triangular grain boundaries,resulting in an increased number of cavity defects in the magnets.These cavity defects contain atoms in a higher energy state,making them more prone to transition.Consequently,the diffusion activation energy at the void defects is lower than the intracrystalline diffusion activation energy,accelerating atom diffusion.The presence of larger cavities also provides more space for atom migration,thereby promoting the diffusion process.After the diffusion treatment,the proportion of bulk Nd-rich phases significantly decreases,and they infiltrate between the grains to fill the cavity defects,forming continuous fine grain boundaries.Based on these observations,the study aims to explore how to utilize this information to develop an efficient technique for grain boundary diffusion. 展开更多
关键词 NdFeB magnets DENSITY Grain boundary diffusion Defect utility Rare earths
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Diffusion-based generative drug-like molecular editing with chemical natural language 被引量:1
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作者 Jianmin Wang Peng Zhou +6 位作者 Zixu Wang Wei Long Yangyang Chen Kyoung Tai No Dongsheng Ouyang Jiashun Mao Xiangxiang Zeng 《Journal of Pharmaceutical Analysis》 2025年第6期1215-1225,共11页
Recently,diffusion models have emerged as a promising paradigm for molecular design and optimization.However,most diffusion-based molecular generative models focus on modeling 2D graphs or 3D geom-etries,with limited ... Recently,diffusion models have emerged as a promising paradigm for molecular design and optimization.However,most diffusion-based molecular generative models focus on modeling 2D graphs or 3D geom-etries,with limited research on molecular sequence diffusion models.The International Union of Pure and Applied Chemistry(IUPAC)names are more akin to chemical natural language than the simplified molecular input line entry system(SMILES)for organic compounds.In this work,we apply an IUPAC-guided conditional diffusion model to facilitate molecular editing from chemical natural language to chemical language(SMILES)and explore whether the pre-trained generative performance of diffusion models can be transferred to chemical natural language.We propose DiffIUPAC,a controllable molecular editing diffusion model that converts IUPAC names to SMILES strings.Evaluation results demonstrate that our model out-performs existing methods and successfully captures the semantic rules of both chemical languages.Chemical space and scaffold analysis show that the model can generate similar compounds with diverse scaffolds within the specified constraints.Additionally,to illustrate the model’s applicability in drug design,we conducted case studies in functional group editing,analogue design and linker design. 展开更多
关键词 diffusion model IUPAC Molecular generative model Chemical natural language Transformer
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Adsorption-Driven Interfacial Interactions: The Key to Enhanced Performance in Heterogeneous Advanced Oxidation Processes 被引量:1
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作者 Jinming Luo Deyou Yu +3 位作者 Kaixing Fu Zhuoya Fang Xiaolin Zhang Mingyang Xing 《Engineering》 2025年第4期22-25,共4页
Current research on heterogeneous advanced oxidation processes(HAOPs)predominantly emphasizes catalyst iteration and innovation.Significant efforts have been made to regulate the electron structure and optimize the el... Current research on heterogeneous advanced oxidation processes(HAOPs)predominantly emphasizes catalyst iteration and innovation.Significant efforts have been made to regulate the electron structure and optimize the electron distribution,thereby increasing the catalytic activity.However,this focus often overshadows an equally essential aspect of HAOPs:the adsorption effect.Adsorption is a critical initiator for triggering the interaction of oxidants and contaminants with heterogeneous catalysts.The efficacy of these interactions is influenced by a variety of physicochemical properties,including surface chemistry and pore sizes,which determine the affinities between contaminants and material surfaces.This dispar ity in affinity is pivotal because it underpins the selective removal of contaminants,especially in complex waste streams containing diverse contaminants and competing matrices.Consequently,understanding and mastering these interfacial interactions is fundamentally indispensable not only for improving pro cess efficiency but also for enhancing the selectivity of contaminant removal.Herein,we highlight the importance of adsorption-driven interfacial interactions for fundamentally elucidating the catalytic mechanisms of HAOPs.Such interactions dictate the overall performance of the treatment processes by balancing the adsorption,reaction,and desorption rates on the catalyst surfaces.Elucidating the adsorption effect not only shifts the paradigm in understanding HAOPs but also improves their practical ity in water treatment and wastewater decontamination.Overall,we propose that revisiting adsorption driven interfacial interactions holds great promise for optimizing catalytic processes to develop effective HAOP strategies. 展开更多
关键词 Heterogeneous advanced oxidation PROCESSES adsorption Pollutant degradation Dual active sites CATALYSIS SELECTIVITY
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Synthesis and characteristics of Na-A zeolite from coal fly ash and application for adsorption of cerium(Ⅲ) 被引量:1
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作者 Amru Daulay Widi Astuti +4 位作者 Slamet Sumardi Fika Rofiek Mufakhir Yayat Iman Supriyatna Tri Haryono Lukmanul Hakim Samada 《Journal of Rare Earths》 2025年第1期171-179,I0007,共10页
Recycling rare earth elements(REEs)from waste is necessary for an environmentally sustainable reuse and wastewater management approach.Na-A zeolite was synthesized from coal fly ash(CFA)and applied for Ce^(3+)adsorpti... Recycling rare earth elements(REEs)from waste is necessary for an environmentally sustainable reuse and wastewater management approach.Na-A zeolite was synthesized from coal fly ash(CFA)and applied for Ce^(3+)adsorption.Fourier transform infrared(FTIR)spectra show peaks at 790,500 and 467 cm^(-1),which are bond vibrations of Si-O-Si,Si with Al-O and Si-O-.The surface area is 15.88 m^(2)/g,with a pore size of 2.14 nm.SEM images show a cubic shape,which indicates the formation of zeolite.Field emission and energy disperse spectroscopy(EDS)shows the formation of Si,Al,Na,and O.Na-A zeolite was applied for Ce^(3+)adsorption.The optimum conditions for Ce^(3+)adsorption are 50 ppm concentration,360 min,and pH 6.The maximum adsorption capacity is 176.49 mg/g.Based on the results,it is found that the adsorption of Ce^(3+)by Na-A zeolite is pseudo-second-order.The desorption test using HNO_(3) is more effective than using HCl and H_(2)SO_(4).A desorption efficiency of 97.22%is obtained at 4 cycles.Adsorption test using real sample wastewater demonstrates an adsorption efficiency of 83.35%. 展开更多
关键词 Coal fly ash ZEOLITE Na-A zeolite adsorption Cerium(Ⅱ) Rare earths
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