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Theories of Dissolution: Diffusion Layer Model01:15

Theories of Dissolution: Diffusion Layer Model

1.8K
Dissolution, the process by which drug particles dissolve in a solvent, is explained by the diffusion layer model, a theoretical framework that simulates the absorption of oral drugs and allows us to analyze experimental data.
This process starts with a thin layer, saturated with the drug, forming at the interface between the solid and liquid. The solute then diffuses from this layer into the main solution. The Noyes-Whitney equation suggests that the rate of dissolution relies on the diffusion...
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Physiological Pharmacokinetic Models: Blood Flow-Limited Versus Diffusion-Limited Models00:57

Physiological Pharmacokinetic Models: Blood Flow-Limited Versus Diffusion-Limited Models

352
Physiological pharmacokinetic models, often called flow-limited or perfusion models, typically assume a swift drug distribution between tissue and venous blood, creating a rapid drug equilibrium. This premise is based on the idea that drug diffusion is extremely fast, and the cell membrane presents no barrier to drug permeation. In this scenario, where no drug binding occurs, the drug concentration in the tissue equals that of the venous blood leaving the tissue. This greatly simplifies the...
352
Diffusion01:12

Diffusion

218.5K
Diffusion is the passive movement of substances down their concentration gradients—requiring no expenditure of cellular energy. Substances, such as molecules or ions, diffuse from an area of high concentration to an area of low concentration in the cytosol or across membranes. Eventually, the concentration will even out, with the substance moving randomly but causing no net change in concentration. Such a state is called dynamic equilibrium, which is essential for maintaining overall...
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Diffusion01:21

Diffusion

6.4K
Diffusion is a type of passive transport. In passive transport, a substance tends to move from an area of high concentration to an area of low concentration until the concentration is equal across the space. For example, take the diffusion of substances through the air. When someone opens a perfume bottle in a room filled with people, the perfume is at its highest concentration in the bottle and is at its lowest at the edges of the room. The perfume vapor will diffuse, or spread away, from the...
6.4K
Molecular Models02:00

Molecular Models

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Physical models representing molecular architectures of chemical compounds play essential roles in understanding chemistry. The use of molecular models makes it easier to visualize the structures and shapes of atoms and molecules.
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pH Scale02:41

pH Scale

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Hydronium and hydroxide ions are present both in pure water and in all aqueous solutions, and their concentrations are inversely proportional as determined by the ion product of water (Kw). The concentrations of these ions in a solution are often critical determinants of the solution’s properties and the chemical behaviors of its other solutes. Two different solutions can differ in their hydronium or hydroxide ion concentrations by a million, billion, or even trillion times. A common means of...
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相关实验视频

Updated: Feb 1, 2026

Evolution of Staircase Structures in Diffusive Convection
07:28

Evolution of Staircase Structures in Diffusive Convection

Published on: September 5, 2018

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使用生成扩散建模的千米级对流允许模型仿真.

Jaideep Pathak1, Yair Cohen1, Piyush Garg1

  • 1NVIDIA Corporation, Santa Clara, CA, USA.

Science advances
|January 30, 2026
PubMed
概括
此摘要是机器生成的。

风暴Cast,一个新的生成扩散模型,实现了熟练的千米级天气预测. 它准确预测极端天气事件,如雷暴,在这个复杂的大气模拟制度中表现优于以前的深度学习方法.

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Image-guided Convection-enhanced Delivery into Agarose Gel Models of the Brain
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Image-guided Convection-enhanced Delivery into Agarose Gel Models of the Brain

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Scaled Anatomical Model Creation of Biomedical Tomographic Imaging Data and Associated Labels for Subsequent Sub-surface Laser Engraving SSLE of Glass Crystals
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Scaled Anatomical Model Creation of Biomedical Tomographic Imaging Data and Associated Labels for Subsequent Sub-surface Laser Engraving SSLE of Glass Crystals

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相关实验视频

Last Updated: Feb 1, 2026

Evolution of Staircase Structures in Diffusive Convection
07:28

Evolution of Staircase Structures in Diffusive Convection

Published on: September 5, 2018

6.9K
Image-guided Convection-enhanced Delivery into Agarose Gel Models of the Brain
09:14

Image-guided Convection-enhanced Delivery into Agarose Gel Models of the Brain

Published on: May 14, 2014

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Scaled Anatomical Model Creation of Biomedical Tomographic Imaging Data and Associated Labels for Subsequent Sub-surface Laser Engraving SSLE of Glass Crystals
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Scaled Anatomical Model Creation of Biomedical Tomographic Imaging Data and Associated Labels for Subsequent Sub-surface Laser Engraving SSLE of Glass Crystals

Published on: April 25, 2017

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科学领域:

  • 大气科学 大气科学
  • 气象学 天气学
  • 机器学习 机器学习

背景情况:

  • 允许风暴规模对流模型 (CAM) 对于预测极端天气至关重要,但在计算上是密集的.
  • 深度学习模型一直在努力实现千米级大气模拟的技能,与较粗的分辨率不同.
  • 准确预测严重的天气现象,如雷暴和中等层次的对流系统仍然是一个挑战.

研究的目的:

  • 开发一种深度学习模型,能够熟练地进行千米级大气模拟,用于天气预报.
  • 模拟使用生成扩散方法允许运行对流模型的性能.
  • 评估模型预测关键大气变量和对流现象的能力.

主要方法:

  • 开发了一个生成扩散模型StormCast,以模拟高分辨率快速更新 (HRRR) 操作CAM.
  • 在公里尺度上使用了99个状态变量的自回归预测,时间步骤为1小时.
  • 将模型调节为26个同视变量,并将大气边界层中密集的垂直分辨率纳入.

主要成果:

  • 暴风雨Cast成功地展示了千米级大气动态的学习.
  • 获得了复合雷达反射能力的竞争性1至6小时预报技能.
  • 产生了物理现实的对流集群演变,潮湿的上游和冷池形态.

结论:

  • 生成性扩散模型显示了改善千米级区域机器学习天气预报的前景.
  • 风暴Cast的表现表明,有可能加强气候危害研究的动态缩小规模.
  • 这项工作为利用人工智能在高分辨率天气预报和气候影响研究中开辟了新的途径.