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Phenomenological models of diffusivities based on local composition
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作者 YAN Jianmin XIAO Wende 《化工进展》 EI CAS CSCD 北大核心 2011年第S2期30-35,共6页
In phenomenological models,diffusivity is at least a function of composition and the diffusivities at infinite dilution.An additional parameter(?),which can be determined by diffusivity in midpoint,are specially broug... In phenomenological models,diffusivity is at least a function of composition and the diffusivities at infinite dilution.An additional parameter(?),which can be determined by diffusivity in midpoint,are specially brought forward as token of fractional friction related with the interactions of same molecules in this paper,to extrapolate a new correlative equation for the mutual Maxwell-Stefan diffusivities.Furthermore,the correlative equation can be extended to calculate diffusivities in multicomponent mixtures based on binary data alone.The theoretical calculations are evaluated with published experimental data.The M-S diffusivities in a three-component liquid system are regarded as binary coefficients,the predictive results also agree with the experimental data.Results indicate that the model with additional coefficients is superior to currently used Darken methods,especially for systems of polar organic-water and those containing associative component. 展开更多
关键词 DIFFUSIVITY DIFFUSION PHENOMENOLOGICAL MODELS Maxwell-Stefan’s LAW
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A Modeling Study for Moisture Diffusivities and Moisture Transfer Coefficients in Drying of “Violet de Galmi” Onion Drying
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作者 Aboubakar Compaoré Samuel Ouoba +6 位作者 Kondia Honoré Ouoba Merlin Simo-Tagne Yann Rogaume Clément Ahouannou Alfa Oumar Dissa Antoine Béré Jean Koulidiati 《Advances in Chemical Engineering and Science》 CAS 2022年第3期172-196,共25页
In the present work, the mass transfer characteristics, namely moisture diffusivity and moisture transfer coefficient of “Violet de Galmi” variety of onions were evaluated using the analytical model. Onions were dri... In the present work, the mass transfer characteristics, namely moisture diffusivity and moisture transfer coefficient of “Violet de Galmi” variety of onions were evaluated using the analytical model. Onions were dried in a single layer at different temperatures (40℃, 50℃, 60℃, and 70℃) and for a relative humidity of drying air of 20%. The results showed a reasonably good agreement between the values predicted by the correlation and the experimental observations. This model computed the Biot number, effective moisture diffusivity, and mass transfer coefficient. Effective diffusion coefficient values are obtained between 0.2578 × 10<sup>-9</sup> m<sup>2</sup>·s<sup>-1</sup> and 0.5460 × 10<sup>-9</sup> m<sup>2</sup>·s<sup>-1</sup>. Mass transfer coefficients of “Violet de Galmi” onion drying vary between 3.37 × 10<sup>-7</sup> m·s<sup>-1</sup> and 13.38 × 10<sup>-7</sup> m·s<sup>-1</sup>. Numbers of mass transfer Biot are found between 0.9797 and 2.9397. The activation energy E<sub>a</sub> is 31.73 kJ·mol<sup>-1</sup>. 展开更多
关键词 “Violet de Galmi” Onion Diffusion Coefficient Drying Coefficient Lag Factor
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融合模型在GUI设计风格生成的研究与应用
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作者 严武军 张晓丽 +1 位作者 王程 景莹 《信息技术与信息化》 2026年第3期151-155,共5页
风格生成方法作为“设计助手”的核心模块,为人机协同创作模式奠定技术基础。文本到图像个性化和风格化的目标是指导一个预先训练好的扩散模型来分析用户引入的新概念,并将其融入期望的风格中。现有设计风格生成方法面临部署成本高、准... 风格生成方法作为“设计助手”的核心模块,为人机协同创作模式奠定技术基础。文本到图像个性化和风格化的目标是指导一个预先训练好的扩散模型来分析用户引入的新概念,并将其融入期望的风格中。现有设计风格生成方法面临部署成本高、准确率低以及同质化倾向等问题。为此,文章提出了一种融合LoRA与MoE机制的高效设计风格生成模型LMSD(lora-moe-stable diffusion),在Stable Diffusion的图像生成过程中,通过插入LoRA层实现轻量化微调并且融合MoE模块以提高模型精度。同时,采用风格一致性损失函数,解决生成结果在风格维度上与输入Prompt保持一致。实验结果表明,该模型在优逸客提供的GUI作品集上风格匹配准确率提升至89.7%,验证了其有效性和优越性,为生成式设计工具的智能化发展提供了有效路径,减少了人工设计过程中的重复劳动和时间成本,为UI设计师们开辟了广阔的创作空间与灵感源泉。 展开更多
关键词 模型微调 风格生成 生成式人工智能 Stable Diffusion
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AI绘图技术于风景园林规划设计全流程的应用探索、评价及再开发建议
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作者 崔恩泽 崔宝义 +1 位作者 王雪琪 王忠杰 《中国园林》 北大核心 2026年第S1期143-147,共5页
AI绘图技术在风景园林行业不断发展,其中,Stable Diffusion(SD)凭借其专属特性高度适配行业需求,在风景园林全流程的应用框架得以构建:分析研究阶段可凭借“文本-图像”转换实现设计意向可视化与历史景观复原,方案生成阶段可实现方案平... AI绘图技术在风景园林行业不断发展,其中,Stable Diffusion(SD)凭借其专属特性高度适配行业需求,在风景园林全流程的应用框架得以构建:分析研究阶段可凭借“文本-图像”转换实现设计意向可视化与历史景观复原,方案生成阶段可实现方案平面图快速迭代、彩平图自动填充及智能植物配置,成果表达阶段可跳过传统渲染流程生成效果图。SD通过形成“模糊-直观-准确-生动”的设计转化链,在跨模态数据转换、参数化创意涌现及人机协同界面重构三大维度实现技术跃迁。针对SD的再开发,可从“统一性、还原性、指定性、真实性及分层性”5个方面入手,以解决当前SD在三维连贯性、材质还原度与图层编辑等方面的局限,推动SD向专业性、可控性方向持续进化,为风景园林智能化设计提供重要支撑。 展开更多
关键词 风景园林 Stable Diffusion AI绘图技术 人工智能 人机协同
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基于生成式人工智能的汽车前脸造型设计方法研究
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作者 路鹏 吴凡 +1 位作者 唐建 宋明亮 《包装工程》 北大核心 2026年第2期69-78,共10页
目的探究生成式人工智能(Generative Artificial Intelligence,GAI)对传统工业设计流程的革新作用,并提出一种基于GAI的汽车前脸造型设计方法。方法首先,应用GPT-4o归纳分析消费者对汽车前脸造型的感性需求,并提取典型意象需求;其次,利... 目的探究生成式人工智能(Generative Artificial Intelligence,GAI)对传统工业设计流程的革新作用,并提出一种基于GAI的汽车前脸造型设计方法。方法首先,应用GPT-4o归纳分析消费者对汽车前脸造型的感性需求,并提取典型意象需求;其次,利用Midjourney生成符合典型意象需求的汽车前脸造型,以构建造型参考资料库;再次,选取基础造型并设定目标意象,同时结合专家与消费者评价,从资料库中筛选符合目标意象的参考造型;最后,基于基础和参考造型,采用曲线掺合法生成创新的造型曲线,并应用Stable Diffusion将其转化为三维效果的备选方案。结果设计评价结果显示,该方法能够有效生成兼顾汽车品牌特征与消费者感性需求的前脸造型。结论基于GAI的汽车前脸造型设计方法能够提高汽车设计师的效率和创新性,进而启发设计师重新审视传统的工业设计流程。 展开更多
关键词 生成式人工智能 汽车前脸造型 工业设计流程 Midjourney Stable Diffusion
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Targeting the brain’s glymphatic pathway:A novel therapeutic approach for cerebral small vessel disease 被引量:2
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作者 Yuhui Ma Yan Han 《Neural Regeneration Research》 2026年第2期433-442,共10页
Cerebral small vessel disease encompasses a group of neurological disorders characterized by injury to small blood vessels,often leading to stroke and dementia.Due to its diverse etiologies and complex pathological me... Cerebral small vessel disease encompasses a group of neurological disorders characterized by injury to small blood vessels,often leading to stroke and dementia.Due to its diverse etiologies and complex pathological mechanisms,preventing and treating cerebral small vessel vasculopathy is challenging.Recent studies have shown that the glymphatic system plays a crucial role in interstitial solute clearance and the maintenance of brain homeostasis.Increasing evidence also suggests that dysfunction in glymphatic clearance is a key factor in the progression of cerebral small vessel disease.This review begins with a comprehensive introduction to the structure,function,and driving factors of the glymphatic system,highlighting its essential role in brain waste clearance.Afterwards,cerebral small vessel disease was reviewed from the perspective of the glymphatic system,after which the mechanisms underlying their correlation were summarized.Glymphatic dysfunction may lead to the accumulation of metabolic waste in the brain,thereby exacerbating the pathological processes associated with cerebral small vessel disease.The review also discussed the direct evidence of glymphatic dysfunction in patients and animal models exhibiting two subtypes of cerebral small vessel disease:arteriolosclerosis-related cerebral small vessel disease and amyloid-related cerebral small vessel disease.Diffusion tensor image analysis along the perivascular space is an important non-invasive tool for assessing the clearance function of the glymphatic system.However,the effectiveness of its parameters needs to be enhanced.Among various nervous system diseases,including cerebral small vessel disease,glymphatic failure may be a common final pathway toward dementia.Overall,this review summarizes prevention and treatment strategies that target glymphatic drainage and will offer valuable insight for developing novel treatments for cerebral small vessel disease. 展开更多
关键词 AQUAPORIN-4 ASTROCYTES cerebral amyloid angiopathy cerebral small vessel disease cerebrospinal fluid diffusion tensor image analysis along the perivascular space glymphatic system interstitial fluid perivascular space therapeutic strategies
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A Kind of Fast Iterative Methods With the Application Based on Diagonal Matrix Splitting 被引量:1
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作者 XU Qiuyan 《宁夏大学学报(自然科学版中英文)》 2026年第1期1-13,共13页
The fast solution of linear equations has always been one of the hot spots in scientific computing.A kind of the diagonal matrix splitting iteration methods are provided,which is different from the classical matrix sp... The fast solution of linear equations has always been one of the hot spots in scientific computing.A kind of the diagonal matrix splitting iteration methods are provided,which is different from the classical matrix splitting methods.Taking the decomposition of the diagonal elements for coefficient matrix as the key point,some new preconditioners are constructed.Taking the tri-diagonal coefficient matrix as an example,the convergence domains and optimal relaxation factor of the new method are analyzed theoretically.The presented new iteration methods are applied to solve linear algebraic equations,even 2D and 3D diffusion problems with the fully implicit discretization.The results of numerical experiments are matched with the theoretical analysis,and show that the iteration numbers are reduced greatly.The superiorities of presented iteration methods exceed some classical iteration methods dramatically. 展开更多
关键词 ITERATION matrix splitting diffusion equation CONVERGENCE optimal relaxation factor
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文生图AI模型对建筑设计类提示词解释能力的比较研究
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作者 赵文瀚 李涛 《山西建筑》 2026年第8期38-41,共4页
随着人工智能技术的发展,文生图AI模型的出现为设计领域带来了新的设计方式。对于建筑设计领域而言,主流的文生图AI模型由于算法、训练数据、开发程度等方面的不同,对于建筑设计任务的完成程度存在显著差异,这种差异产生的一个主要原因... 随着人工智能技术的发展,文生图AI模型的出现为设计领域带来了新的设计方式。对于建筑设计领域而言,主流的文生图AI模型由于算法、训练数据、开发程度等方面的不同,对于建筑设计任务的完成程度存在显著差异,这种差异产生的一个主要原因体现在相关模型对于提示词的解释能力。文中在应用最新的预训练模型的前提下,通过主观评价方法比较了三款主流的文生图工具对建筑设计领域提示词的解释能力,并提出了一个利用训练LORA模型来提升文生图工具对建筑设计领域提示词理解能力的方法。 展开更多
关键词 AI辅助建筑设计 文生图AI工具 提示词解释能力 Stable Diffusion
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人工智能生成内容技术在社区规划公众参与过程中的运用——以武汉市江岸区新直街社区规划为例
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作者 周星宇 黄焕 +2 位作者 胡冬冬 何迎佳 郑段雅 《规划师》 北大核心 2026年第3期89-94,共6页
结合武汉市江岸区新直街社区规划实践,探索人工智能生成内容技术的文本生成和图像生成等模型在社区规划前、中期工作环节中的具体运用方法,并考察其对于效率创意和公平正义的促进情况。在“语言交流”环节,采用“Qwen+Ollama Web UI+本... 结合武汉市江岸区新直街社区规划实践,探索人工智能生成内容技术的文本生成和图像生成等模型在社区规划前、中期工作环节中的具体运用方法,并考察其对于效率创意和公平正义的促进情况。在“语言交流”环节,采用“Qwen+Ollama Web UI+本地专属知识库”的文本生成模型及运行框架,辅助规划设计师回复居民对话、提炼议题观点和实时分析语言情感倾向,促进规划共识达成。在“语言—方案转译”环节,基于“Stable Diffusion—Comfy UI”的图像生成模型及运行界面构建“激发设计灵感”和“优化底图照片”两个工作流,前者将规划共识转化为AI模型理解的提示词语言和相应的空间化参考方案,为设计者提供灵感创意,实现文本生成与图像生成两类模型之间的耦合;后者清理现状照片中前景遮挡要素以形成设计底图。在“方案设计”环节,根据不同居民的设计习惯,搭建“涂抹蒙版改绘”和“涂鸦线条改绘”两类基于现状照片的局部改绘工作流,快速生成具象草图方案。人工智能生成内容技术为社区规划的公众参与工作提供了全新思路和方案,同时该技术的运用需要突破传统的工具主义观念,不断致力于“技术赋权”而非“技术减权”。 展开更多
关键词 人工智能生成内容 参与式规划设计 大语言模型 Stable Diffusion ComfyUI 武汉市
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Tannin-derived sulfur-doped carbon with tunable porosity and dilated interlayer spacing for reversible Na-ion diffusion
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作者 Yu Su Jinbo Hu +6 位作者 Laiqiang Xu Xinwen Jiang Gonggang Liu Yuanjuan Bai Yuanyuan Liao Shanshan Chang Xiaowei Cheng 《Chinese Chemical Letters》 2026年第2期617-623,共7页
Hard carbon(HC)in sodium-ion batteries is searched by numerous investigations,which can offer the excellent performance of reversible Na^(+)insertion and extraction.The covalent heteroatom doping in HC is recently wor... Hard carbon(HC)in sodium-ion batteries is searched by numerous investigations,which can offer the excellent performance of reversible Na^(+)insertion and extraction.The covalent heteroatom doping in HC is recently worth concentrating,which can dilate the interlayer spacing of graphite to adjust the electrochemical storage performance in carbon anodes.However,the reported doping strategies of the modified HC have only resulted in limited improvement,especially unobvious effects on tuning porous structure.In this study,tannin extract and K_(2)SO_(4) are respectively utilized as carbon source and sulfur source for the fabrication of HC,in which K_(2)SO_(4) can contribute to the heteroatom doping,and the pore forming as well.The tannin-derived sulfur-doped carbon anode shows the excellent cycle stability,achieving a high reversible capacity of 520.5 mAh/g at a current density of 100 mA/g.Even after 500 cycles at a current density of 3 A/g,a high specific capacity of 236.7 mAh/g and a capacity retention rate of 92.6%can be reserved.Compared with the initial carbon,the adsorption energy of Na^(+)is multifold times higher,whereas Na^(+)diffusion energy barriers manyfold decrease.Moreover,the full battery assembled with Na_(3)V_(2)(PO_(4))_(3)/tannin-based HC demonstrates a stable cycling performance.This work can manifest the potentiality of the tannin-based electrode as anode for a high-performance sodium-ion batteries(SIBs),which could especially offer an explanation of Na^(+)storage and solid-electrolyte interface(SEI)stability to the electrochemical performance. 展开更多
关键词 Sulfur doping Tannin-derived carbon Sodium-ion diffusion SEI DFT
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Determining the Effect of Grain Size on the Microstructure and Oxidation of Nuclear Graphite
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作者 Xu Qiao Xinlei Cao +6 位作者 Yuying Zhang Wei Chen Chunzhen Yang Zhengcao Li Xing Zhou Ke Shen Zhou Zhou 《Carbon Energy》 2026年第1期138-152,共15页
Fine-grained nuclear graphite is a key material in high-temperature gas-cooled reactors(HTGRs).During air ingress accidents,core graphite components undergo severe oxidation,threatening structural integrity.Therefore,... Fine-grained nuclear graphite is a key material in high-temperature gas-cooled reactors(HTGRs).During air ingress accidents,core graphite components undergo severe oxidation,threatening structural integrity.Therefore,understanding the oxidation behavior of nuclear graphite is essential for reactor safety.The influence of oxidation involves multiple factors,including temperature,sample size,oxidant,impurities,filler type and size,etc.The size of the filler particles plays a crucial role in this study.Five ultrafine-and superfine-grained nuclear graphite samples(5.9-34.4μm)are manufactured using identical raw materials and manufacturing processes.Isothermal oxidation tests conducted at 650℃-750℃ are used to study the oxidation behavior.Additionally,comprehensive characterization is performed to analyze the crystal structure,surface morphology,and nanoscale to microscale pore structure of the samples.Results indicate that oxidation behavior cannot be predicted solely based on filler grain size.Reactive site concentration,characterized by active surface area,dominates the chemical reaction kinetics,whereas pore tortuosity,quantified by the structural parameterΨ,plays a key role in regulating oxidant diffusion.These findings clarify the dual role of microstructure in oxidation mechanisms and establish a theoretical and experimental basis for the design of high-performance nuclear graphite capable of long-term service in high-temperature gas-cooled reactors. 展开更多
关键词 DIFFUSION nuclear graphite OXIDATION pore structure reaction rate
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A Cloud-Based Distributed System for Story Visualization Using Stable Diffusion
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作者 Chuang-Chieh Lin Yung-Shen Huang Shih-Yeh Chen 《Computers, Materials & Continua》 2026年第2期1751-1769,共19页
With the rapid development of generative artificial intelligence(GenAI),the task of story visualization,which transforms natural language narratives into coherent and consistent image sequences,has attracted growing r... With the rapid development of generative artificial intelligence(GenAI),the task of story visualization,which transforms natural language narratives into coherent and consistent image sequences,has attracted growing research attention.However,existing methods still face limitations in balancing multi-frame character consistency and generation efficiency,which restricts their feasibility for large-scale practical applications.To address this issue,this study proposes a modular cloud-based distributed system built on Stable Diffusion.By separating the character generation and story generation processes,and integratingmulti-feature control techniques,a cachingmechanism,and an asynchronous task queue architecture,the system enhances generation efficiency and scalability.The experimental design includes both automated and human evaluations of character consistency,performance testing,and multinode simulation.The results show that the proposed system outperforms the baseline model StoryGen in both CLIP-I and human evaluation metrics.In terms of performance,under the experimental environment of this study,dual-node deployment reduces average waiting time by approximately 19%,while the four-node simulation further reduces it by up to 65%.Overall,this study demonstrates the advantages of cloud-distributed GenAI in maintaining character consistency and reducing generation latency,highlighting its potential value inmulti-user collaborative story visualization applications. 展开更多
关键词 Stable diffusion story visualization generativeAI distributed computing cloud-based system character consistency
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AIGC在室内设计中的应用
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作者 彭时矿 《上海包装》 2026年第1期228-230,共3页
在数字化转型的浪潮中,人工智能生成内容(artificial intelligence generated content,AIGC)正深刻重塑室内设计行业。聚焦AIGC技术在室内设计中的应用,以生成式对抗网络、扩散模型(如Stable Diffusion)、大语言模型(large language mod... 在数字化转型的浪潮中,人工智能生成内容(artificial intelligence generated content,AIGC)正深刻重塑室内设计行业。聚焦AIGC技术在室内设计中的应用,以生成式对抗网络、扩散模型(如Stable Diffusion)、大语言模型(large language model,LLM)及多模态技术为核心,探讨如何通过智能生成、精准控制与高效协作,解决传统设计流程中效率低、个性化不足等问题。解析了AIGC的核心技术原理,构建出“需求分析—概念生成—方案迭代—成果输出”的全流程应用框架,并结合实际案例验证其有效性。通过技术优势与局限性分析,提出未来发展方向,为行业提供可参考的智能化转型路径。研究表明,AIGC技术可显著提升设计效率与创意多样性,但在复杂空间理解与细节处理层面仍须优化。研究成果对推动AIGC与室内设计深度融合具有一定的参考价值。 展开更多
关键词 AIGC 室内设计 Stable Diffusion 人机协作
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A Trajectory-Guided Diffusion Model for Consistent and Realistic Video Synthesis in Autonomous Driving
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作者 Beike Yu Dafang Wang 《Computer Modeling in Engineering & Sciences》 2026年第1期1075-1091,共17页
Scalable simulation leveraging real-world data plays an essential role in advancing autonomous driving,owing to its efficiency and applicability in both training and evaluating algorithms.Consequently,there has been i... Scalable simulation leveraging real-world data plays an essential role in advancing autonomous driving,owing to its efficiency and applicability in both training and evaluating algorithms.Consequently,there has been increasing attention on generating highly realistic and consistent driving videos,particularly those involving viewpoint changes guided by the control commands or trajectories of ego vehicles.However,current reconstruction approaches,such as Neural Radiance Fields and 3D Gaussian Splatting,frequently suffer from limited generalization and depend on substantial input data.Meanwhile,2D generative models,though capable of producing unknown scenes,still have room for improvement in terms of coherence and visual realism.To overcome these challenges,we introduce GenScene,a world model that synthesizes front-view driving videos conditioned on trajectories.A new temporal module is presented to improve video consistency by extracting the global context of each frame,calculating relationships of frames using these global representations,and fusing frame contexts accordingly.Moreover,we propose an innovative attention mechanism that computes relations of pixels within each frame and pixels in the corresponding window range of the initial frame.Extensive experiments show that our approach surpasses various state-of-the-art models in driving video generation,and the introduced modules contribute significantly to model performance.This work establishes a new paradigm for goal-oriented video synthesis in autonomous driving,which facilitates on-demand simulation to expedite algorithm development. 展开更多
关键词 Video generation autonomous vehicle diffusion model TRAJECTORY
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Nanodot-heterostructure-engineered cathode-electrolyte interphase for stable lithium-rich manganese-based oxide cathodes
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作者 Xu Xue Chenchen Li +5 位作者 Shengnan He Liaona She Fulai Qi Zhijun Wu Mingxia Gao Hongge Pan 《Journal of Energy Chemistry》 2026年第2期136-145,I0005,共11页
High-voltage Li-rich Mn-based oxide(LRMO)cathodes are promising for breaking through the energy density limits of lithium-ion batteries,yet their practical application remains limited by electrochemical performance de... High-voltage Li-rich Mn-based oxide(LRMO)cathodes are promising for breaking through the energy density limits of lithium-ion batteries,yet their practical application remains limited by electrochemical performance degradation caused by unstable cathode-electrolyte interphase(CEI)evolution during longterm cycling.To address this issue,we propose a novel surface modification strategy using La_(0.7)Sr_(0.3)MnO_(3-σ)(LSMO)nanodots,which exhibit high electronic co nductivity and excellent corrosion resistance.These nanodots act as stable anchoring sites,facilitating the formation of a robust CEI on LRMO,The LSMOmodified cathode demonstrates significantly improved anionic redox reversibility,effectively mitigating transition metal migration and lattice oxygen loss.Furthermore,the optimized interfacial electrochemical kinetics ensure sustained rapid Li+diffusion throughout cycling,while the formation of a stable trilayer CEI structure suppresses electrolyte decomposition.Benefiting from these synergistic effects,the LSMO nanodot-engineered LRMO cathode delivers outstanding cycling stability,retaining 97.4%capacity after 300 cycles at 1 C.This work not only highlights the critical role of nanodot heterostructures in stabilizing CEI but also provides a new approach to designing high-voltage cathodes with superior interfacial compatibility and long-term durability. 展开更多
关键词 Lithium-rich cathode Cathode-electrolyte interphase Heterostructures Diffusion kinetics High voltage
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Pattern Optimization of Fractional Diffusive Schnakenberg System by PD Control Strategy
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作者 Shunke Dong Min Xiao +3 位作者 Zhengxin Wang Wenwu Yu Weixing Zheng Leszek Rutkowski 《IEEE/CAA Journal of Automatica Sinica》 2026年第2期451-462,共12页
Reaction-diffusion systems are widely used to describe pattern formation,and various control strategies have been applied to reaction-diffusion systems to achieve control objectives such as boundary control,output fee... Reaction-diffusion systems are widely used to describe pattern formation,and various control strategies have been applied to reaction-diffusion systems to achieve control objectives such as boundary control,output feedback stabilization,and synchronization.However,controlling pattern dynamics in reaction-diffusion systems with fractional-order diffusion remains an unresolved problem.This paper presents a proportional-derivative(PD)control strategy for the Schnakenberg system with fractional-order diffusion and cross-diffusion.Theoretical analysis explores the amplitude equation near the Turing bifurcation threshold,determining the selection and stability of pattern formations.Numerical simulations demonstrate that the PD controller accomplishes the modification of pattern structures and suppression of Turing instability by adjusting only two control parameters.Additionally,it is found that for smaller fractional diffusion order,the region can accommodate more hexagonal and stripe patterns in space.This work contributes to the control of complex pattern dynamics and offers a new approach to enhancing stability in fractional reaction-diffusion systems. 展开更多
关键词 CROSS-DIFFUSION fractional-order diffusion PD control strategy schnakenberg system turing instability
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Global Stability of Traveling Wavefronts for a Belousov-Zhabotinsky Model with Mixed Nonlocal and Degenerate Diffusions
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作者 Yuting YANG Guobao ZHANG 《Journal of Mathematical Research with Applications》 2026年第1期87-102,共16页
In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocal... In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocally diffusive species and degenerately diffusive species.We prove that the traveling wavefronts are exponentially stable,when the initial perturbation around the traveling waves decays exponentially as x→-∞,but in other locations,the initial data can be arbitrarily large.The adopted methods are the weighted energy with the comparison principle and squeezing technique. 展开更多
关键词 Belousov-Zhabotinsky model nonlocal diffusion stability comparison principle weighted energy
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An attention module integrated hybrid model for recognizing microseismic signals induced by high-pressure grouting in deep rock layers
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作者 Yongshu Zhang Lianchong Li +2 位作者 Wenqiang Mu Jian Chen Peng Chen 《International Journal of Mining Science and Technology》 2026年第3期595-613,共19页
Microseismic(MS)monitoring is an effective technique to detect mining-induced rock fractures.However,recognizing grouting-induced signals is challenging due to complex geological conditions in deep rock plates.Therefo... Microseismic(MS)monitoring is an effective technique to detect mining-induced rock fractures.However,recognizing grouting-induced signals is challenging due to complex geological conditions in deep rock plates.Therefore,a hybrid model(WM-ResNet50)integrating data enhancement,a deep convolutional neural network(CNN),and convolutional block attention modules(CBAM)was proposed.Firstly,an MS system was established at the Xieqiao coal mine in Anhui Province,China.MS waveforms and injection parameters were acquired during grouting.Secondly,signals were categorized based on time-frequency characteristics to build a dataset,which was divided into training,validation,and test sets at a ratio of 4:1:1.Subsequently,the performance of WM-ResNet50 was evaluated based on indices such as individual precision,total accuracy,recall,and loss function.The results indicated that WMResNet50 achieved an average recognition accuracy of 94.38%,surpassing that of a simple CNN(90.04%),ResNet18(91.72%),and ResNet50(92.48%).Finally,WM-ResNet50 was applied to monitor the whole process at laboratory tests and field cases.Both results affirmed the feasibility and effectiveness of MS inversion in predicting actual slurry diffusion ranges within deep rock layers.By comparison,it was revealed that the MS sources classified by WM-ResNet50 matched grouting records well.A solution to address insufficient diffusion under long-borehole grouting has been proposed.WM-ResNet50′s accuracy was validated through in-situ coring and XRD analysis for cement-based hydration products.This study provides a beneficial reference for similar rock signal processing and in-field grouting practices. 展开更多
关键词 Attention module Convolutional neural network Microseismic ROCK Grouting-induced signals Slurry diffusion
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Molecular simulation of CH_(4)/CO_(2)/N_(2)ternary mixture competitive adsorption and diffusion dynamics in tight sandstone
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作者 Shihao Xu Cheng Cao +9 位作者 Yulong Zhao Liehui Zhang Qingping Li Shouwei Zhou Shaomu Wen Yong Hu Jinbu Li Yunsheng Wei Wei Xiong Bowen Guan 《Natural Gas Industry B》 2026年第1期77-92,共16页
Injecting impure CO_(2)for enhanced gas recovery(CO_(2)-EGR)offers a dual benefit by improving natural gas extraction while enabling CO_(2)sequestration.However,the interactions between CO_(2),N_(2),and CH_(4)under re... Injecting impure CO_(2)for enhanced gas recovery(CO_(2)-EGR)offers a dual benefit by improving natural gas extraction while enabling CO_(2)sequestration.However,the interactions between CO_(2),N_(2),and CH_(4)under reservoir conditions require further investigation.This study employs Grand Canonical Monte Carlo(GCMC)and Molecular Dynamics(MD)simulations to quantify the adsorption and diffusion behaviors of CO_(2),N_(2),and CH_(4)in quartz nanopores over a pressure range of 1-24 MPa under varying water saturations and gas compositions.The results indicate that:(1)CO_(2)exhibits the broadest energy distribution and the strongest adsorption stability,occupying about 20%-30%more adsorption sites than CH_(4)or N_(2)and showing the least sensitivity to water saturation,with only a 30%reduction at 50%saturation,compared to 60%for CH_(4),giving CO_(2)a clear competitive advantage.(2)The adsorption and desorption behaviors are strongly pressure dependent,as increasing pressure reduces the adsorption layer area and shifts gas distribution from adsorption dominated to free phase.Competitive adsorption analysis reveals that while CO_(2)dominates displacement at low pressures,mixtures that contain N_(2)achieve higher CH_(4)desorption efficiency above 13 MPa by mitigating diffusion resistance.(3)A higher N_(2)fraction improves CH_(4)diffusion coefficients,thereby facilitating gas mobility and ensuring superior recovery performance under high-pressure conditions.This study advances the fundamental knowledge of microscale gas behavior in tight sandstones and supports the feasibility of impure CO_(2)injection as a practical strategy for sustainable gas production. 展开更多
关键词 Competitive adsorption Diffusion coefficient Ternary mixture Tight sandstone Molecular simulation
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Optimizing COF crystallinity for high-resolution GC separation
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作者 Chu Zeng Han Yang +1 位作者 Ming Xu Zhi-Yuan Gu 《Chinese Chemical Letters》 2026年第1期503-506,共4页
This research explores the influence of crystallinity on gas chromatographic(GC) separation using covalent organic frameworks(COFs) as stationary phases.Three COF materials(CTF-DCBs) with varying crystallinity were sy... This research explores the influence of crystallinity on gas chromatographic(GC) separation using covalent organic frameworks(COFs) as stationary phases.Three COF materials(CTF-DCBs) with varying crystallinity were synthesized and characterized.CTF-DCB-1,with superior crystallinity,demonstrated highselectivity GC separation of benzene isomers as well as styrene/phenylacetylene mixtures,while CTFDCB-2 and CTF-DCB-3 exhibited lower crystallinity and worse separation performance.Thermodynamic and kinetic tests showed that CTF-DCB-1 had the worst thermodynamic adsorption but low diffusion mass transfer resistance,which resulted in the best separation.Therefore,optimizing the crystallinity of COFs is necessary for balancing the kinetic diffusion and thermodynamic interactions towards the analytes,achieving high-performance GC stationary phases. 展开更多
关键词 Covalent organic framework Gas chromatography CRYSTALLINITY Kinetic diffusion Thermodynamic adsorption
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