通过图表分析世界城市网络 卷积网络
Linfang Tian1, Weixiong Rao2, Kai Zhao3
1School of Software Engineering, Tongji University, Shanghai, 201804, China. tianlinfang@tongji.edu.cn.
Scientific reports
|August 15, 2024
概括
这项研究引入了一种使用实时全球飞行数据构建世界城市网络的新方法. 新的GCNRank算法提供了与现有方法相比,更准确,更详细的世界城市排名.
科学领域:
- 城市研究 城市研究
- 网络科学 网络科学
- 数据科学数据科学数据科学
背景情况:
- 世界城市网络 (WCN) 对于理解全球经济层次结构至关重要.
- 现有的WCN构造方法,比如彼得·泰勒的,遭受数据缺陷和更新延迟.
- 需要实时,数据充足的方法来准确地表示动态WCN.
研究的目的:
- 使用新型数据源构建一个更新的世界城市网络.
- 为世界城市引入和评估一个新的排名算法,GCNRank.
- 为了解决数据不足和更新现有WCN模型中的延迟问题.
主要方法:
- 利用公开可用的,实时的全球飞行路线数据来构建WCN.
- 使用先进的图形卷积网络 (GCN) 进行网络分析.
- 引入了GCNRank,这是一个新的中心性衡量标准,用于WCN中的城市排名.
主要成果:
- 成功构建了一个实时的世界城市网络,克服了数据限制.
- 在代表城市排名方面,GCNRank表现出卓越的表现.
- 新方法有效地避免了传统的中心性测量中存在的局部最佳问题.
结论:
- 实时飞行数据为构建动态的世界城市网络提供了坚实的基础.
- GCNRank提供了一个更细致,更准确的全球城市重要性评估.
- 这种方法增强了我们对当代全球城市系统及其相互联系的理解.
相关概念视频
Network Function of a Circuit
274
Frequency response analysis in electrical circuits provides vital insights into a circuit's behavior as the frequency of the input signal changes. The transfer function, a mathematical tool, is instrumental in understanding this behavior. It defines the relationship between phasor output and input and comes in four types: voltage gain, current gain, transfer impedance, and transfer admittance. The critical components of the transfer function are the poles and zeros.
274
Convolution: Math, Graphics, and Discrete Signals
239
In any LTI (Linear Time-Invariant) system, the convolution of two signals is denoted using a convolution operator, assuming all initial conditions are zero. The convolution integral can be divided into two parts: the zero-input or natural response and the zero-state or forced response, with t0 indicating the initial time.
To simplify the convolution integral, it is assumed that both the input signal and impulse response are zero for negative time values. The graphical convolution process...
To simplify the convolution integral, it is assumed that both the input signal and impulse response are zero for negative time values. The graphical convolution process...
239
Vector Algebra: Graphical Method
12.0K
Vectors can be multiplied by scalars, added to other vectors, or subtracted from other vectors. The vector sum of two (or more) vectors is called the resultant vector or, for short, the resultant.
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
We use the laws of geometry to construct resultant vectors, followed by trigonometry to find vector magnitudes and directions. For a geometric construction of the sum of two vectors in a plane, we follow the parallelogram rule. Suppose two vectors are at arbitrary positions. Translate either one of...
12.0K
Manipulation and Analysis
23
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
23
Signal Flow Graphs
201
Signal-flow graphs offer a streamlined and intuitive approach to representing control systems, providing an alternative to traditional block diagrams. These graphs use branches to symbolize systems and nodes to represent signals, effectively illustrating the relationships and interactions within the system.
In a signal-flow graph, branches denote the system's transfer functions, while nodes represent the signals. The direction of signal flow is indicated by arrows, with the corresponding...
In a signal-flow graph, branches denote the system's transfer functions, while nodes represent the signals. The direction of signal flow is indicated by arrows, with the corresponding...
201
Neural Circuits
1.1K
Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
1.1K


