微流体信息学 - - 微流体学未来的研究范式
Qing Lu1, Zhinan Zhang1, Xianting Ding2
1School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, 200240, China; State Key Laboratory of Mechanical System and Vibration, Shanghai Jiao Tong University, Shanghai, 200240, China.
Analytica chimica acta
|October 15, 2025
概括
微流体学研究面临着因学科隔离而存在的挑战. 微流体信息学提供了一种数据驱动的方法来整合知识,为高级研究和应用创造了一个数字框架.
科学领域:
- 微流体学 微流体学
- 信息学是一种信息学.
- 数据科学数据科学数据科学
- 生物医学工程 生物医学工程
背景情况:
- 微流体学是一个高度跨学科的领域,涉及材料科学,物理,化学,生物医学科学,机械工程和计算机科学.
- 当前的研究往往遭受孤立的学科观点,导致高信息和数据孤岛.
研究的目的:
- 提出微流体信息学,一种新的研究范式,用于利用信息学方法系统地整合多学科知识.
- 从设计科学角度利用数据驱动的原则来管理和解释复杂的多源微流体数据.
主要方法:
- 引入使用机器学习技术的通用信息表示模型 (MicrofluidicInfo).
- 应用维度缩小,聚类,分类和回归用于数据分析和模型构建.
- 在等级单位及其相互连接中信息的标准化表示.
主要成果:
- 开发MicrofluidicInfo模型,用于直观和标准化的信息表示.
- 建立微流体研究的数字智能框架.
- 证明模型能够管理和解释复杂的多源微流体数据的能力.
结论:
- 微流体信息学提供了一种系统的方法,以克服微流体研究中的学科隔离.
- 拟议的框架加快了对微流体机制的理解,并促进了翻译应用.
- 这种范式转变整合了数据科学原则,以加强微流体技术的创新.
相关概念视频
Eulerian and Lagrangian Flow Descriptions
Fluid flow analysis is critical in many scientific and engineering disciplines, and two principal approaches are used to describe this flow: the Eulerian and Lagrangian methods. These methods offer different perspectives on monitoring and analyzing the motion of fluids, each with distinct advantages depending on the scenario.
The Eulerian method focuses on fixed points in space where fluid properties, such as velocity, pressure, and temperature, are observed as the fluid moves between these...
The Eulerian method focuses on fixed points in space where fluid properties, such as velocity, pressure, and temperature, are observed as the fluid moves between these...
Streamlines, Streaklines, and Pathlines
A streamline represents the trajectory that is always tangent to the fluid's velocity vector at any given point. The velocity of a fluid particle is always directed along the streamline, ensuring the particle continuously follows the streamline's path. Streamlines are particularly useful for visualizing the overall direction of flow in a fluid system, and they provide an instantaneous representation of the flow's velocity field. In steady flow, where conditions do not change over time,...
Plane Potential Flows
Plane potential flows simplify fluid motion by assuming the fluid to be irrotational and incompressible. These characteristics allow these flows to be described by a velocity potential function, ϕ, representing the flow speed in a given direction, and a stream function, ψ, that visualizes the flow path, both governed by Laplace's equation. These parameters help in estimating flow patterns, velocity distributions, and pressure fields around various hydraulic structures.
Uniform Flow
Uniform flow...
Uniform Flow
Uniform flow...
Typical Model Studies
Fluid mechanics model studies often utilize scaled-down systems to predict fluid behavior in full-scale environments, such as river flows, dam spillways, and structures interacting with open surfaces. Maintaining Froude number similarity in river models is crucial, as it replicates surface flow features like wave patterns and velocities.
Laminar Flow: Problem Solving
Laminar flow occurs when a fluid moves smoothly in parallel layers with minimal mixing and turbulence. In fluid mechanics, ensuring laminar flow within a pipe is essential for precise control of flow characteristics, especially in engineering applications. The key factor in determining whether flow remains laminar is the Reynolds number, a dimensionless quantity that depends on the fluid's velocity, density, viscosity, and the pipe's diameter. A Reynolds number of 2100 or lower indicates...
Turbulent Flow
Turbulent flow is characterized by unpredictable fluctuations in velocity and pressure, which result in a chaotic fluid movement distinct from the orderly patterns of laminar flow. While laminar flow is governed by smooth, parallel layers with minimal mixing, turbulent flow exhibits highly irregular, three-dimensional patterns. This behavior arises due to instabilities in the fluid's velocity profile, and amplifies as the flow velocity increases. Minor disturbances, known as turbulent spots,...


