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Phenomenological models of diffusivities based on local composition
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作者 YAN Jianmin,XIAO Wende (School of Chemistry and Chemical Engineering,Shanghai JiaoTong University,Shanghai 200240) 《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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Targeting the brain’s glymphatic pathway:A novel therapeutic approach for cerebral small vessel disease 被引量:1
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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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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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Magnetic resonance imaging tracing of superparamagnetic iron oxide nanoparticle-labeled mesenchymal stromal cells for repairing spinal cord injury
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作者 Xiaoli Mai Yuanyuan Xie +12 位作者 Zhichong Wu Junting Zou Jiacheng Du Yunpeng Shen Hao Liu Bo Chen Mengxia Zhu Jiong Shi Yang Chen Bing Zhang Zezhang Zhu Bin Wang Ning Gu 《Neural Regeneration Research》 2026年第5期2031-2039,共9页
Mesenchymal stromal cell transplantation is an effective and promising approach for treating various systemic and diffuse diseases.However,the biological characteristics of transplanted mesenchymal stromal cells in hu... Mesenchymal stromal cell transplantation is an effective and promising approach for treating various systemic and diffuse diseases.However,the biological characteristics of transplanted mesenchymal stromal cells in humans remain unclear,including cell viability,distribution,migration,and fate.Conventional cell tracing methods cannot be used in the clinic.The use of superparamagnetic iron oxide nanoparticles as contrast agents allows for the observation of transplanted cells using magnetic resonance imaging.In 2016,the National Medical Products Administration of China approved a new superparamagnetic iron oxide nanoparticle,Ruicun,for use as a contrast agent in clinical trials.In the present study,an acute hemi-transection spinal cord injury model was established in beagle dogs.The injury was then treated by transplantation of Ruicun-labeled mesenchymal stromal cells.The results indicated that Ruicunlabeled mesenchymal stromal cells repaired damaged spinal cord fibers and partially restored neurological function in animals with acute spinal cord injury.T2*-weighted imaging revealed low signal areas on both sides of the injured spinal cord.The results of quantitative susceptibility mapping with ultrashort echo time sequences indicated that Ruicun-labeled mesenchymal stromal cells persisted stably within the injured spinal cord for over 4 weeks.These findings suggest that magnetic resonance imaging has the potential to effectively track the migration of Ruicun-labeled mesenchymal stromal cells and assess their ability to repair spinal cord injury. 展开更多
关键词 acute spinal cord injury diffusion tensor imaging dynamic migration mesenchymal stromal cells neural function neuronal regeneration quantitative susceptibility mapping repairability ruicun superparamagnetic iron oxide nanoparticle
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Atomic mobilities and diffusivities in Al alloys 被引量:6
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作者 DU Yong ZHANG LiJun +5 位作者 CUI SenLin ZHAO DongDong LIU DanDan ZHANG WeiBin SUN WeiHua JIE WanQi 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第2期306-328,共23页
Knowledge of diffusivity is a prerequisite for understanding many scientific and technological disciplines. In this paper, firstly major experimental methods, which are employed to provide various diffusivity data, ar... Knowledge of diffusivity is a prerequisite for understanding many scientific and technological disciplines. In this paper, firstly major experimental methods, which are employed to provide various diffusivity data, are briefly described. Secondly, the fun-damentals of various computational methods, including first-principles method, embedded atomic method/molecular dynamic simulation, semi-empirical approaches, and phenomenological DICTRA technique, are demonstrated. Diffusion models re- cently developed for order/disorder transitions and stoichiometric compounds are also briefly depicted. Thirdly, a newly estab- lished diffusivity database for liquid, fcc_A1, Lie, bcc_A2, bcc_B2, and interrnetallic phases in the multicomponent A1 alloys is presented via a few case studies in binary, ternary and quaternary systems. And the integration of various computational techniques and experimental methods is highlighted. The reliability of this diffusivity database is validated by comparing the calculated and measured concentration profiles, diffusion paths, and Kirkendall shifts in various binary, ternary and quaternary diffusion couples. Next, the established diffusivity databases along with thermodynamic and other thermo-physical properties are utilized to simulate the microstructural evolution for Al alloys during solidification, interdiffusion and precipitation. A spe- cial discussion is presented on the phase-field simulation of interdiffusion microstructures in a series of Ni-Al diffusion couples composed of γ, γ', and β phases under the effects of both coherent strain and external compressive force. Future orientations in the establishment of next generation of diffusivity database are finally addressed. 展开更多
关键词 AI alloys KINETICS atomic mobilities diffusion DICTRA first-principles calculation phase-field simulation
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SIMULTANEOUS MEASUREMENT OF THE HEAT AND MASS DIFFUSIVITIES IN UNSATURATED MOIST SOILS USING CONSTANT HEAT FLUX METHOD 被引量:1
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作者 Han, Jitian Gui, Keting +1 位作者 Shi, Mingheng Gong, Weiping 《Journal of Hydrodynamics》 SCIE EI CSCD 1998年第2期87-93,共7页
The simultaneous measurement of heat and mass diffusivities in unsaturated moist soils was presented by using a constant heat flux method. It can determine the heat and mass diffusivities in a moist soil through only ... The simultaneous measurement of heat and mass diffusivities in unsaturated moist soils was presented by using a constant heat flux method. It can determine the heat and mass diffusivities in a moist soil through only one test. The experimental results show that the developed method is timesaving and has potential applications. It provides a new way for the fast and accurate measurement of heat and mass diffusivities in moist soils and other unsaturated wet porous media. 展开更多
关键词 Diffusion in solids Heat transfer Mass transfer MOISTURE Sediment transport
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基于AIGC技术下圈椅数字化修复应用研究 被引量:5
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作者 牛晓霆 刘祥源 《家具与室内装饰》 北大核心 2025年第3期9-15,共7页
自2022年以来,人工智能技术浪潮方兴未艾,也为中国传统家具技艺的保护与传承提供了新的思路。中国传统家具作为特定时期历史见证,具有重要的历史、文化以及艺术价值。同时家具与人们的生活密切相关,是一种大众化的实用器具,日常使用频繁... 自2022年以来,人工智能技术浪潮方兴未艾,也为中国传统家具技艺的保护与传承提供了新的思路。中国传统家具作为特定时期历史见证,具有重要的历史、文化以及艺术价值。同时家具与人们的生活密切相关,是一种大众化的实用器具,日常使用频繁,加之一些不可抗力因素,导致了大量的带有珍贵信息的传统家具受到了损害。旨在探索AIGC技术在传统家具数字化修复中新的路径,首先梳理了近几年利用AI技术在非物质文化遗产领域的保护应用,以经典传统家具圈椅为修复对象,研究其造型、结构、用材、装饰等可辨识特征构法,又对残损的圈椅样本进行残损分析研究。其次对存世经典圈椅进行系统化数字化采集和处理,建立一个LoRA模型训练的数据集。随后成功训练出可识别圈椅特征的微调LoRA模型,并搭建了一个数字化修复的节点式工作流,成功修复了圈椅缺失的结构,并进行了自定义场景的搭建与展示。通过一系列的技术应用与实践,进而形成了一套基于AIGC技术的高效率数字化修复流程,探讨了AIGC技术下数字化修复的程序与路径,为传统家具与数字化技术的融合提供了新的途径。 展开更多
关键词 AIGC 圈椅 数字化修复 LoRA Stable Diffusion
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基于生成式人工智能的耀州青瓷传统牡丹纹饰构建与再塑研究 被引量:1
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作者 钦松 刘宝骏 +1 位作者 白晓波 刘俊玲 《包装工程》 北大核心 2025年第18期380-389,共10页
目的探究一种基于生成式人工智能技术拓展耀州青瓷传统牡丹纹饰的工作流程和设计方式。方法以耀州青瓷传统牡丹纹饰为研究对象,通过搭建多模型组合流程,对其进行数据整理、标签锚定和训练优化。使用生成式人工智能技术来获得特定风格牡... 目的探究一种基于生成式人工智能技术拓展耀州青瓷传统牡丹纹饰的工作流程和设计方式。方法以耀州青瓷传统牡丹纹饰为研究对象,通过搭建多模型组合流程,对其进行数据整理、标签锚定和训练优化。使用生成式人工智能技术来获得特定风格牡丹纹饰的智能生成方法,从而拓宽传统耀州青瓷牡丹纹饰样本数量,为设计师再创造提供海量素材。结果采用LoRA模型训练方式,仅需少量样本即可将耀州青瓷传统牡丹纹饰特征在Stable Diffusion中重现。结论在数智高速发展的背景下,该方式不仅符合新时代发展和满足独立知识产权的需要,而且为中国其他历史名窑的数字化传承提供了良好的可借鉴思路和方法。 展开更多
关键词 生成式人工智能 耀州青瓷传统牡丹纹饰 LoRA模型 Stable Diffusion
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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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基于SD-LoRA模型的西兰卡普纹样智能生成研究
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作者 吴卫 丁雨欣 李芷仪 《包装工程》 北大核心 2025年第16期360-371,430,共13页
目的传承保护和创新发展土家族非物质文化遗产--西兰卡普传统织锦工艺,助力解决传统手工艺风格复原难、图案创新效率低等问题。方法提出一种通过LoRA模型微调Stable Diffusion的智能生成方法,通过对西兰卡普图纹形象、构成布局、色彩运... 目的传承保护和创新发展土家族非物质文化遗产--西兰卡普传统织锦工艺,助力解决传统手工艺风格复原难、图案创新效率低等问题。方法提出一种通过LoRA模型微调Stable Diffusion的智能生成方法,通过对西兰卡普图纹形象、构成布局、色彩运用三大特征维度的深度解析,构建精标数据集,并利用LoRA模型对Stable Diffusion进行精准微调,以完成少样本风格迁移实验。结果通过艺术与技术的结合,不仅实现了西兰卡普风格的精确捕捉与复现,还完成了高质量图案的智能生成。结论在西兰卡普的特征提取与智能生成方面,通过现代设计方法与智能生成技术的深度融合,使其在顺应现代发展趋势、完成活态传承任务的同时,为同类研究提供了创新性的思路与方法。 展开更多
关键词 西兰卡普 Stable Diffusion LoRA 少样本风格迁移 智能生成
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基于AIGC技术的民族服饰设计研究——以畲族为例 被引量:11
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作者 吴海鸣 陈敬玉 《丝绸》 CAS 北大核心 2025年第1期20-29,共10页
民族服饰的当代创新需要在创作过程中寻求民族传统与现代审美的最佳平衡点,生成式人工智能(AIGC)技术的出现为民族服饰的当代设计应用提供了新的路径和方法。文章通过分析目前人工智能技术在民族服饰生成过程中遇到的问题,提出基于专属... 民族服饰的当代创新需要在创作过程中寻求民族传统与现代审美的最佳平衡点,生成式人工智能(AIGC)技术的出现为民族服饰的当代设计应用提供了新的路径和方法。文章通过分析目前人工智能技术在民族服饰生成过程中遇到的问题,提出基于专属资源库模型训练的方法并以畲族服饰为例进行实验。实验表明,通过对畲族资源库中的服饰样本进行品类归纳和图像标注进行专属模型的训练,可以使被训练的模型理解、学习到资源库样本中畲族服饰的特征,进而使生成的内容具有畲族服饰风格的图像。通过这一实验,展示了人工智能技术给民族服饰创新设计带来的全新思路和方法,旨在建立一条民族服饰设计与AIGC技术相结合的创新实践路径,通过AIGC技术能促进民族服饰设计的创新性发展和创造性转化。 展开更多
关键词 AIGC 民族服饰 辅助设计 畲族 Stable Diffusion Low-Rank Adaptation CHECKPOINTS
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基于AIGC生成式大模型的服装虚拟设计研究 被引量:1
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作者 任柯 周衡书 +1 位作者 章银萍 曾子容 《针织工业》 北大核心 2025年第6期61-66,共6页
文章基于生成式人工智能(AIGC)大模型Stable Diffusion(SD),提升服装设计效率并降低设计成本。通过虚拟设计,探索现代服装设计的新方法。首先采用机器视觉技术对原有服装效果图进行图像分割;再根据分割的图像对要进行修改的服装部分进... 文章基于生成式人工智能(AIGC)大模型Stable Diffusion(SD),提升服装设计效率并降低设计成本。通过虚拟设计,探索现代服装设计的新方法。首先采用机器视觉技术对原有服装效果图进行图像分割;再根据分割的图像对要进行修改的服装部分进行选定生成蒙版;随后采用OpenPose处理器进行模特姿态控制;最后使用生成式SD模型对蒙版进行图生图重绘,基于重绘提示词得到对应的服装款式风格。结果表明,采用AIGC大模型进行服装虚拟设计,能在原图中服装整体不变的情况下进行服装类别、款式、色彩的再设计以及不同背景的更换,还能对原图中模特姿态进行控制调整,进行多姿态多视觉展示。 展开更多
关键词 AIGC Stable Diffusion模型 服装虚拟设计 图像分割
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AI大模型在公共图书馆少儿读者服务中的创新应用探索 被引量:3
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作者 周向成 周江纯 +4 位作者 施泽昊 蔡文杰 蔡丹丹 郭涵 吴颖 《信息与管理研究》 2025年第1期46-54,共9页
公共图书馆可部署开源的AI大模型,为读者提供有趣且易用的AI体验应用。上海图书馆利用Stable Diffusion技术二次开发了用户友好的文生图大模型工具,并举办活动让少儿读者亲身体验AI绘图这一新技术。这种创新实践不仅降低了AI使用的上手... 公共图书馆可部署开源的AI大模型,为读者提供有趣且易用的AI体验应用。上海图书馆利用Stable Diffusion技术二次开发了用户友好的文生图大模型工具,并举办活动让少儿读者亲身体验AI绘图这一新技术。这种创新实践不仅降低了AI使用的上手门槛,激发了少儿读者对AI的兴趣,促进了技术的普及。未来图书馆可进一步部署多模态大模型,提供更多样化的服务,构建全方位的AI素养教育体系,并利用AI大模型技术助力图书馆转型升级,提升核心竞争力。 展开更多
关键词 公共图书馆 AI大模型 少儿读者 Stable Diffusion 创新服务
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AIGC赋能皮革产品的跨领域设计——以彝绣在皮革产品设计中的应用为例 被引量:1
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作者 吴雨航 丁宇诚 李浩 《西部皮革》 2025年第16期51-54,共4页
随着AIGC不断发展,Stable Diffusion给非遗艺术数字化给予了全新路径,本文以彝族刺绣当作实例,构建起基于Lora风格迁移以及提示词控制的AI辅助设计流程,并且把生成的图案运用到皮革制品设计当中,结果说明,这种方法提高了设计效率以及多... 随着AIGC不断发展,Stable Diffusion给非遗艺术数字化给予了全新路径,本文以彝族刺绣当作实例,构建起基于Lora风格迁移以及提示词控制的AI辅助设计流程,并且把生成的图案运用到皮革制品设计当中,结果说明,这种方法提高了设计效率以及多样性,拓宽了传统纹样的当代表达方式。研究同时对版权与伦理问题进行反思,提出混合创作以及本土化模型等优化途径,为非遗艺术的数字化保护与传播给予理论与实践方面的支持。 展开更多
关键词 彝绣 皮革 AIGC Stable Diffusion软件
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传统纹样的数智生成与创新设计应用 被引量:4
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作者 吴思熠 闫竞文 +1 位作者 陆垠蕾 徐平华 《针织工业》 北大核心 2025年第3期61-66,共6页
数智时代浪潮下,中国传统纹样的数字传承与创新迎来新机遇。文章旨在探讨利用人工智能技术实现对传统纹样的活化与创新设计。以宝相花纹样为研究对象,剖析其基本形态与结构特征,构建模型训练专用数据集;借助Stable Diffusion WebUI平台... 数智时代浪潮下,中国传统纹样的数字传承与创新迎来新机遇。文章旨在探讨利用人工智能技术实现对传统纹样的活化与创新设计。以宝相花纹样为研究对象,剖析其基本形态与结构特征,构建模型训练专用数据集;借助Stable Diffusion WebUI平台,利用LoRA模块进行专有模型训练,生成近似风格的纹样。结果表明,基于LoRA模型训练出的宝相花纹样风格近似,形式统一性强,生成效率高。在此基础上,围绕针织服装服饰等产品进行创新设计实践,为数智时尚设计中纹样创新应用提供一般范式。 展开更多
关键词 传统纹样 Stable Diffusion LoRA 人工智能 创新设计
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基于AIGC的汽车内饰形态设计研究 被引量:2
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作者 曾绍庭 黄帅 王沛贤 《机械设计》 北大核心 2025年第S1期208-212,共5页
随着人工智能技术的迅速发展,汽车设计领域也日益受益于其应用。针对提升设计效率、创造力和用户体验,本研究探讨了人工智能生成内容(AIGC)在汽车内饰设计中的应用,并探索新技术的创新路径。通过用户调研和访谈分析汽车内饰设计趋势,评... 随着人工智能技术的迅速发展,汽车设计领域也日益受益于其应用。针对提升设计效率、创造力和用户体验,本研究探讨了人工智能生成内容(AIGC)在汽车内饰设计中的应用,并探索新技术的创新路径。通过用户调研和访谈分析汽车内饰设计趋势,评估AIGC与传统设计方法的差异。以“理想”汽车为核心案例,结合Stable Diffusion工具,研发适用于汽车内饰设计的AIGC工作流,并探讨其对企业设计流程的影响。研究表明,AIGC能够优化设计流程,降低时间与人工成本,并提供更具创新性和个性化的设计方案,同时提升用户体验。AIGC在汽车内饰设计中具有广阔的应用前景,为企业设计流程提供新的思路,并为未来AIGC与汽车设计的深度融合奠定基础。 展开更多
关键词 AIGC 汽车内饰设计 用户体验 Stable Diffusion 工作流程设计
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基于消费者认知的产品类型定制化AI辅助包装设计研究 被引量:5
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作者 刘子竹 《中国包装》 2025年第3期33-37,共5页
本文主要研究了基于消费者认知和产品类型进行定制化AI辅助包装设计的价值前景和实践策略。文章首先探讨了包装设计如何影响消费者的认知和决策,然后分析了基于消费者认知的定制包装设计的重要性,再进一步介绍了利用AI和生成设计进行定... 本文主要研究了基于消费者认知和产品类型进行定制化AI辅助包装设计的价值前景和实践策略。文章首先探讨了包装设计如何影响消费者的认知和决策,然后分析了基于消费者认知的定制包装设计的重要性,再进一步介绍了利用AI和生成设计进行定制包装的前景及优势,并且通过实际案例展示了AI辅助设计的实践,并最后介绍了基于Stable Diffusion的Zero123++框架在生成3D包装设计上的应用前景。 展开更多
关键词 消费者认知 定制化包装设计 AI生成设计 Stable Diffusion Zero123++
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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:3
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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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Elevated temperature magnetic microstructures and demagnetization mechanism for grain boundary diffused dual-main-phase(Nd,Ce)-Fe-B magnets 被引量:2
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作者 Yifei Xiao Lele Zhang +7 位作者 Wei Yang Tao Liu Qisong Sun Xiaolong Song Yikun Fang Anhua Li Minggang Zhu Wei Li 《Journal of Materials Science & Technology》 2025年第4期10-23,共14页
The combination of dual-main-phase(DMP)(Nd,Ce)-Fe-B magnets and grain boundary diffusion process(GBDP)is currently a research topic for obtaining high-cost performance materials in rare earth permanent magnet fields.T... The combination of dual-main-phase(DMP)(Nd,Ce)-Fe-B magnets and grain boundary diffusion process(GBDP)is currently a research topic for obtaining high-cost performance materials in rare earth permanent magnet fields.The novel structural features of GBDP(Nd,Ce)-Fe-B magnets give a version of different domain reversal processes from those of non-diffused magnets.In this work,the in-situ magnetic domain evolution of the DMP magnets was observed at elevated temperatures,and the temperature demagnetization and coercivity mechanism of the GBDP dual-main-phase(Nd,Ce)-Fe-B magnets are discussed.The results show that the shell composition of different types of grains in DMP magnets is similar,while the magnetic microstructure results indicate the Ce-rich grains tend to demagnetize first.Dy-rich shell with a high anisotropic field caused by GBDP leads to an increase in the nucleation field,which enhances the coercivity.It is found that much more grains exhibit single domain characteristics in the remanent state for GBDP dual-main-phase(Nd,Ce)-Fe-B magnets.In addition,the grains that undergo demagnetization first are Ce-rich or Nd-rich grains,which is different from that of non-diffused magnets.These results were not found in previous studies but can be intuitively characterized from the perspective of magnetic domains in this work,providing a new perspective and understanding of the performance improvement of magnetic materials. 展开更多
关键词 Magnetic microstructures Dual-main-phase (Nd Ce)-Fe-B Diffused Dy Rare earth permanent magnet materials Grain boundary diffusion process(GBDP)
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