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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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AMPA receptor diffusional trapping machinery as an early therapeutic target in neurodegenerative and neuropsychiatric disorders
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作者 Daniel Choquet Patricio Opazo Hongyu Zhang 《Translational Neurodegeneration》 2025年第1期76-94,共19页
Over the past two decades,there has been a growing recognition of the physiological importance and pathological implications surrounding the surface diffusion of AMPA receptors(AMPARs)and their diffusional trapping at... Over the past two decades,there has been a growing recognition of the physiological importance and pathological implications surrounding the surface diffusion of AMPA receptors(AMPARs)and their diffusional trapping at synapses.AMPAR surface diffusion entails the thermally powered random Brownian lateral movement of these receptors within the plasma membrane,facilitating dynamic exchanges between synaptic and extrasynaptic compartments.This process also enables the activity-dependent diffusional trapping and accumulation of AMPARs at synapses through transient binding to synaptic anchoring slots.Recent research highlights the critical role of synaptic recruitment of AMPARs via diffusional trapping in fundamental neural processes such as the development of the early phases of long-term potentiation(LTP),contextual fear memory,memory consolidation,and sensory input-induced cortical remapping.Furthermore,studies underscore that regulation of AMPAR diffusional trapping is altered across various neurological disease models,including Huntington’s disease(HD),Alzheimer’s disease(AD),and stressrelated disorders like depression.Notably,pharmacological interventions aimed at correcting deficits in AMPAR diffusional trapping have demonstrated efficacy in restoring synapse numbers,LTP,and memory functions in these diverse disease models,despite their distinct pathogenic mechanisms.This review provides current insights into the molecular mechanisms underlying the dysregulation of AMPAR diffusional trapping,emphasizing its role as a converging point for multiple pathological signaling pathways.We propose that targeting AMPAR diffusional trapping represents a promising early therapeutic strategy to mitigate synaptic plasticity and memory deficits in a spectrum of brain disorders,encompassing but not limited to HD,AD,and stress-related conditions.This approach underscores an integrated therapeutic target amidst the complexity of these neurodegenerative and neuropsychiatric diseases. 展开更多
关键词 AMPA receptors diffusional trapping Huntington’s disease Alzheimer’s disease Stress Depression
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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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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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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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