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Combining transformer and 3DCNN models to achieve co-design of structures and sequences of antibodies in a diffusional manner
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作者 Yue Hu Feng Tao +3 位作者 Jiajie Xu Wen-Jun Lan Jing Zhang Wei Lan 《Journal of Pharmaceutical Analysis》 2025年第6期1406-1408,共3页
AlphaPanda(AlphaFold2[1]inspired protein-specific antibody design in a diffusional manner)is an advanced algorithm for designing complementary determining regions(CDRs)of the antibody targeted the specific epitope,com... AlphaPanda(AlphaFold2[1]inspired protein-specific antibody design in a diffusional manner)is an advanced algorithm for designing complementary determining regions(CDRs)of the antibody targeted the specific epitope,combining transformer[2]models,3DCNN[3],and diffusion[4]generative models. 展开更多
关键词 advanced algorithm diffusion generative models dcnn epitope targeting antibody design complementary determining regions complementary determining regions cdrs transformer models
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Classification of Intervertebral Disc Degeneration in Low Back Pain Using Diffusional Kurtosis Imaging
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作者 Hiromitsu Takano Ikuho Yonezawa +1 位作者 Takatoshi Okuda Kazuo Kaneko 《Open Journal of Radiology》 2020年第2期79-89,共11页
Degenerative disc disease is the most common cause of low back pain. Intervertebral disc abnormalities are commonly evaluated by magnetic resonance imaging (MRI), and Pfirrmann’s system involves the use of T2-weighte... Degenerative disc disease is the most common cause of low back pain. Intervertebral disc abnormalities are commonly evaluated by magnetic resonance imaging (MRI), and Pfirrmann’s system involves the use of T2-weighted images (T2WI) to classify disc degeneration. However, as this classification is based on visual evaluation, it is not possible to quantify degeneration using this method. The present study was performed to establish an MRI-based intervertebral disc classification system using diffusional kurtosis imaging (DKI), to quantify intervertebral disc water content according to the Pfirrmann classification. Sagittal mean diffusional kurtosis (MK) mapping was performed for the L3/4, L4/5, and L5/S1 intervertebral discs in 32 patients (15 female, 17 male;age range, 24 - 82 years;mean age, 57.7 years). The degree of disc degeneration was assessed in the midsagittal section on T2WI according to the Pfirrmann classification (grade I - V). The relationships between MK values, which are correlated with intervertebral disc composition changes, and grade of degeneration determined using the Pfirrmann classification were analyzed. The MK values tended to decrease with increasing grade of degeneration, and differed significantly between grades I and IV, but not between grade IV and V (P < 0.05, Mann-Whitney U test). DKI is an effective means of detecting the early stages of disc degeneration. Therefore, DKI may be a useful diagnostic tool for quantitative assessment of intervertebral disc degeneration. 展开更多
关键词 diffusional Kurtosis Imaging Pfirrmann Classification Mean diffusional Kurtosis Intervertebral Disc Degeneration Low Back Pain
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Progress in research on diffusional phase transformations of Fe–C alloys under high magnetic fields 被引量:2
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作者 Kai Wang Chao-jie Yan +3 位作者 Chen-hua Yuan Xi-chen Yang Li-jia Zhao Qiang Wang 《Journal of Iron and Steel Research International》 SCIE EI CSCD 2022年第5期707-718,共12页
The solid-phase transformations of metal materials under high magnetic fields are an important topic in research on the electromagnetic processing of materials.Progress in research on the diffusional phase transformat... The solid-phase transformations of metal materials under high magnetic fields are an important topic in research on the electromagnetic processing of materials.Progress in research on the diffusional phase transformations of Fe–C alloys under high magnetic fields is reviewed.The effects of high magnetic fields on the microstructural evolution in diffusional phase transformations in Fe–C alloys are discussed.The kinetics of ferrite transformations,pearlite transformations,and the precipitation of carbides under high magnetic fields are reviewed in terms of the thermodynamics of phase transformations and the diffusion behavior of carbon atoms.Finally,future trends in research on diffusional phase transformations of Fe–C alloys under high magnetic fields are discussed. 展开更多
关键词 High magnetic field diffusional phase transformation Fe–C alloy Microstructure THERMODYNAMICS KINETICS
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Diffusional bonds in laminated composites produced by ECAP 被引量:1
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作者 I.ANSARIAN M.H.SHAERI 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2017年第9期1928-1938,共11页
The microstructure,diffusional and mechanical bonding behavior and microhardness distribution of laminated composites fabricated by ECAP process were investigated.Al?Cu and Cu?Ni laminated composites were produced by ... The microstructure,diffusional and mechanical bonding behavior and microhardness distribution of laminated composites fabricated by ECAP process were investigated.Al?Cu and Cu?Ni laminated composites were produced by ECAP process up to4passes at room temperature and high temperature(300°C).The results of microstructure characterization by SEM and shear strength test revealed that the joints between the layers of4-pass ECAPed samples were considerably stronger than those of1-pass ECAPed samples due to tolerating higher values of plastic deformations during ECAP.Furthermore,shear strength data showed that increasing ECAP temperature caused a notable increase in shear strength of the specimens.The reason lies in the formation of diffusional joint between the interface of both Al/Cu and Cu/Ni layers at high temperature.The shear bonding strength of ECAPed Cu/Ni/Cu composite at high temperature was remarkably higher than that of ECAPed Cu/Al/Cu composite. 展开更多
关键词 equal channel angular pressing shear strength laminated composites diffusional joint
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Dark diffusional enhancement of holographic multiplexed gratings in phenanthrenequinone doped poly(methyl methacrylate) photopolymer 被引量:1
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作者 于丹 王珩 +3 位作者 刘鸿鹏 王健 姜永远 孙秀冬 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第11期323-331,共9页
In this paper, we experimentally investigate the dark diffusional enhancement of the optimized multiplexed grating in the phenanthrenequinone doped poly (methyl methacrylate) (PQ-PMMA) photopolymer. The possibilit... In this paper, we experimentally investigate the dark diffusional enhancement of the optimized multiplexed grating in the phenanthrenequinone doped poly (methyl methacrylate) (PQ-PMMA) photopolymer. The possibility of improving the holographic characteristics of the material through the dark enhancement is demonstrated. The optimal preillumination exposure and the optimal time interval between exposures are extracted to obtain the optimized diffraction efficiency, and their values are 3.4×103 mJ/cm2 and 2 min, respectively. The dark enhancement of the multiplexed grating is presented as an effective method to improve the response region and the dynamic range and to prevent saturation of the material. The dependence of the phenanthrenequinone concentration on the increment of the refractive index modulation is quantitatively studied, which provides a significant basis for improving the homogeneity in the multiplexed gratings using a quantitative strategy. Finally, a simple experimental procedure using the dark enhancement is introduced to improve the homogeneity of the diffraction efficiency and to avoid the complex schedule exposure. 展开更多
关键词 PHOTOPOLYMER holographic multiplexing dark diffusional enhancement
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Direct measurement of oxygen consumption rates from attached and unattached cells in a reversibly sealed, diffusionally isolated sample chamber 被引量:1
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作者 Timothy J. Strovas Sarah C. McQuaide +6 位作者 Judy B. Anderson Vivek Nandakumar Marina G. Kalyuzhnaya Lloyd W. Burgess Mark R. Holl Deirdre R. Meldrum Mary E. Lidstrom 《Advances in Bioscience and Biotechnology》 2010年第5期398-408,共11页
Oxygen consumption is a fundamental component of metabolic networks, mitochondrial function, and global carbon cycling. To date there is no method available that allows for replicate measurements on attached and unatt... Oxygen consumption is a fundamental component of metabolic networks, mitochondrial function, and global carbon cycling. To date there is no method available that allows for replicate measurements on attached and unattached biological samples without compensation for extraneous oxygen leaking into the system. Here we present the Respiratory Detection System, which is compatible with virtually any biological sample. The RDS can be used to measure oxygen uptake in microliter-scale volumes with a reversibly sealed sample chamber, which contains a porphyrin-based oxygen sensor. With the RDS, one can maintain a diffusional seal for up to three hours, allowing for the direct measurement of respiratory function of samples with fast or slow metabolic rates. The ability to easily measure oxygen uptake in small volumes with small populations or dilute samples has implications in cell biology, environmental biology, and clinical diagnostics. 展开更多
关键词 RESPIROMETRY Oxygen Consumption Rate REVERSIBLE diffusional SEAL Pt-Porphyrin
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Mathematical Modelling for the Diffusional Release of a Dispersed Solute from a Cylindrical Polymer Matrix into Finite External Volume
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作者 Thekkethil Shefeeq Naseem Ahmad 《Applied Mathematics》 2012年第1期34-38,共5页
An exact solution has been obtained for the release kinetics of a solute from a cylindrical non-erodible polymeric matrix into a finite external volume when the initial solute loading is greater than the solubility li... An exact solution has been obtained for the release kinetics of a solute from a cylindrical non-erodible polymeric matrix into a finite external volume when the initial solute loading is greater than the solubility limit in the matrix. The moving boundary solution is derived based on the combination of variable method. The formulas of the moving boundary and the fractional solute release are given. The moving boundary and the fractional solute release profiles have been calculated at various solute loading levels and different external volumes. The obtained results show that as the external fluid volume increases, the fractional release at any time and the maximum fractional release increase. In addition, for a given external volume, as initial drug loading increases, the fractional release at any time decreases. 展开更多
关键词 diffusional RELEASE Kinetics EXACT Solution FINITE EXTERNAL VOLUME Mathematical Modeling
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Diffusional kurtosis imaging: a promising technique for detecting microstructural changes in neural development and regeneration
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作者 Amir Paydar 《Neural Regeneration Research》 SCIE CAS CSCD 2014年第11期1108-1109,共2页
Brain development is one of the most fascinating subjects in the field of biological sciences. Nonetheless, our scientific commu- nity still faces challenges in trying to understand the concepts that define the underl... Brain development is one of the most fascinating subjects in the field of biological sciences. Nonetheless, our scientific commu- nity still faces challenges in trying to understand the concepts that define the underlying mechanisms of neural tissue devel- opment. After all, it is a very complex subject to grasp and many of the processes that take place during central nervous system maturation are yet to be ascertained. Despite this challenge, we have come to recognize that understanding the natural course of normal brain tissue development on both microscopic and macroscopic scales is the key to deciphering the mechanisms through which these neural networks also heal and regenerate. Realizing this concept, my good friend and colleague, Dr. Sar- ah Milla, and I decided to take on a human study to investigate brain maturation using non-invasive imaging techniques in the pediatric population at New York University (NYU) School of Medicine (Paydar et al., 2013). Our research subjects included 59 normal infants with an age spectrum ranging from birth to approximately 5 years of age, when the brain is in its most active stage of development. We implemented a Magnetic Resonance Imaging (MRI) diffusion technique called Diffusional Kurtosis Imaging (DKI) to investigate the microstructural changes that occur in both the white matter (WM) and gray matter (GM) in the developing brain. 展开更多
关键词 diffusional kurtosis imaging
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First principles study of the diffusional phenomena across the clean and Re-doped γ-Ni/γ'-Ni_3Al interface of Ni-based single crystal superalloy 被引量:2
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作者 孙敏 王崇愚 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第6期397-406,共10页
Density functional theory calculations in conjunction with the climbing images nudged elastic band method are conducted to study the diffusion phenomena of the Ni-based single crystal superalloys.We focus our attentio... Density functional theory calculations in conjunction with the climbing images nudged elastic band method are conducted to study the diffusion phenomena of the Ni-based single crystal superalloys.We focus our attention on the diffusion processes of the Ni and Al atoms in the γ and γ ’ phases along the direction perpendicular to the interface.The diffusion mechanisms and the expressions of the diffusion coefficients are presented.The vacancy formation energies,the migration energies,and the activation energies for the diffusing Ni and Al atoms are estimated,and these quantities display the expected and clear transition zones in the vicinity of the interface of about 3–7(002) layers.The local density-of-states profiles of atoms in each(002) layer in the γ and γ ’ phases and the partial density-of-states curves of Re and some of its nearest-neighbor atoms are also presented to explore the electronic effect of the diffusion behavior. 展开更多
关键词 diffusion INTERFACE Ni-based superalloy First-principles calculation
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Reverse Direction Micellar Electrokinetic Capillary Chromatography, Hydrostatic Flow Injection and Diffusional Injection Analysis: An Experimental Work
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作者 Kiumars Ghowsi Hosein Ghowsi 《Journal of Chemistry and Chemical Engineering》 2014年第6期552-556,共5页
Separation was reported by Dunn, Hankins and Ghowsi for the case that ions incapillary electrophoresis move opposite to electroosmosis and ions move faster than flow finally they get separated and reach the detector. ... Separation was reported by Dunn, Hankins and Ghowsi for the case that ions incapillary electrophoresis move opposite to electroosmosis and ions move faster than flow finally they get separated and reach the detector. Similar mode for electrokinetic chromatography is reported for p-xylene and toluene separation, which is called reverse direction MECC (micellar electrokinetic capillary chromatography). The effect of injection time on separation in reverse direction micellar electrokinetic capillary chromatography is investigated. In this study, hydrostatic and diffusion injection were studied. 展开更多
关键词 Reverse direction MECC P-XYLENE TOLUENE hydrostatic injection diffusion injection effective mobility.
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Electrospun PLLA Membranes for Caffeine Delivery: Diffusional Approach
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作者 Ana Paula S. Immich José Antonio Tornero +1 位作者 Francesc Cano Casas Manuel J. Lis Arias 《Journal of Biomedical Science and Engineering》 2017年第12期563-574,共12页
One of the great advantages of electrospun fibers is the large tridimensional area produced, capable of storing any type of material. The aim of our investigation is to study the electrospinning technique to produce p... One of the great advantages of electrospun fibers is the large tridimensional area produced, capable of storing any type of material. The aim of our investigation is to study the electrospinning technique to produce polymer membranes for drug delivery applications, given their large surface area and ability to transport a bioactive compound. A mathematical modeling of the delivery system kinetics was also studied to find the mechanism that controls the releasing process. Results showed that electrospinning could provide regular and smooth membranes suitable for drug delivery processes. The mathematical modeling also proved that thicker PLLA membranes exhibited a Fickian diffusion behavior during the drug transport, presenting better control in drug delivery processes. 展开更多
关键词 DIFFUSION POLYMER Nano Escale KINETICS
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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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基于AIGC技术下圈椅数字化修复应用研究 被引量:4
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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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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:7
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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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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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STUDY ON HARVESTED POPULATION WITH DIFFUSIONAL MIGRATION 被引量:8
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作者 FAN Meng WANG Ke (Deportment of Mathematics, Northeast Normal University, Changchun 130024, China) ZHANG Yujuan ZHANG Shuwen LIU Huimin (Department of Mathematics, Anshan Teacher’s College, Anshan 114005, China) 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2001年第2期139-148,共10页
This paper is devoted to the study of the dynamical behavior and harvesting problem of an exploited population with diffusional migration, for which a protective patch is established. We examine the effects of protect... This paper is devoted to the study of the dynamical behavior and harvesting problem of an exploited population with diffusional migration, for which a protective patch is established. We examine the effects of protective patch and harvest on the population resources and conclude that the protective patch is effective for the conservation of population resources and ecological environment, though in some cases the extinction can not be eliminated. The dangerous region, the parameters domains and the typical bifurcation curves of stability of steady states for the considered system are determined. The optimal harvest policy for the considered population is made also. The explicit expressions are obtained for the optimal harvesting effort, the maximum sustainable yield and the corre- sponding population density. Our results provide a theoretical evidence for the practical management of biological resources. 展开更多
关键词 Protective PATCH diffusional MIGRATION harvest.
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传统纹样的数智生成与创新设计应用 被引量:2
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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生成式大模型的服装虚拟设计研究
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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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