基于张量计算的空间-空中-地面集成网络的频谱情况意识
Bin Qi1, Wensheng Zhang1, Lei Zhang2
1Shandong Provincial Key Laboratory of Wireless Communication Technologies, School of Information Science and Engineering, Shandong University, Qingdao 266237, China.
Sensors (Basel, Switzerland)
|January 23, 2024
概括
在空间-空气-地面集成网络 (SAGINs) 中的频谱情况意识是使用张量计算来解决的. 张量固有值有效地描述了频谱数据,使新的频谱传感方案能够提高网络意识.
科学领域:
- 网络工程 网络工程
- 数据科学数据科学数据科学
- 信号处理 信号处理
背景情况:
- 空间-空气-地面综合网络 (SAGINs) 产生了大量的多维异构大数据.
- 传统的方法难以应对SAGIN数据的复杂性和规模.
- 有效的频谱情况意识对于SAGIN的表现至关重要.
研究的目的:
- 调查张量计算在SAGIN中的频谱情况意识的应用.
- 开发一个新的频谱意识计划,利用张量数据模型和计算.
- 探索张量固有值在表征频谱数据和实现先进传感方面的实用性.
主要方法:
- 为SAGINs.设计了一个多维张量数据模型.
- 张量分解和完成用于数据维度减小和缺失数据归算.
- 计算了张量固有值,并分析了它们的分布.
- 频谱传感方案的设计是基于张量固有值分布和假设测试.
主要成果:
- 张量计算有效地处理来自SAGINs的多维异构大数据.
- 张量固有值提供了对内在数据相关性的洞察,这对于情境意识至关重要.
- 提出并验证了一种基于张量计算的新型频谱意识计划.
- 模拟结果证明了使用张量固有值的频谱意识的可行性.
结论:
- 张量计算为SAGIN中的频谱情况意识提供了一个强大的范式.
- 张量固有值作为一个强大的统计指标,用于频谱意识.
- 这项工作为在实际通信网络中应用张量理论开辟了新的途径.
相关概念视频
IR Spectrum
1.0K
When infrared (IR) radiation passes through a molecule, the bonds stretch or bend by absorbing the radiation. This absorption creates the molecule's absorption spectrum, which is the plot of its percentage transmittance versus wavenumber.
Transmittance is defined as the ratio of the radiant power passing through a sample to that from the radiation's source. Multiplying the transmittance by 100 gives the percent transmittance (%T), which varies between 100% (no absorption) and 0%...
Transmittance is defined as the ratio of the radiant power passing through a sample to that from the radiation's source. Multiplying the transmittance by 100 gives the percent transmittance (%T), which varies between 100% (no absorption) and 0%...
1.0K
Ampere-Maxwell's Law: Problem-Solving
631
A parallel-plate capacitor with capacitance C, whose plates have area A and separation distance d, is connected to a resistor R and a battery of voltage V. The current starts to flow at t = 0. What is the displacement current between the capacitor plates at time t? From the properties of the capacitor, what is the corresponding real current?
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of...
631
The Electromagnetic Spectrum
52.8K
The electromagnetic spectrum consists of all the types of electromagnetic radiation arranged according to their frequency and wavelength. Each of the various colors of visible light has specific frequencies and wavelengths associated with them, and you can see that visible light makes up only a small portion of the electromagnetic spectrum. Because the technologies developed to work in various parts of the electromagnetic spectrum are different, for reasons of convenience and historical...
52.8K
Inertia Tensor
481
The concept of the inertia tensor is employed to depict the mass distribution and rotational inertia of a solid or rigid object. This tensor is expressed through a three-by-three matrix. Each component within this matrix corresponds to varying moments of inertia about specific axes.
The diagonal components of the inertia tensor matrix represent the moments of inertia concerning the principal axes of the object. These primary axes are defined as the axes where the object experiences the least...
The diagonal components of the inertia tensor matrix represent the moments of inertia concerning the principal axes of the object. These primary axes are defined as the axes where the object experiences the least...
481
IR Spectrum Peak Splitting: Symmetric vs Asymmetric Vibrations
1.0K
Identical bonds within a polyatomic group can stretch symmetrically (in-phase) or asymmetrically (out-of-phase). Similar to hydrogen bonding, these vibrations also influence the shape of the IR peak. Generally, asymmetric stretching frequencies are higher than symmetric stretching frequencies. For example, primary amines exhibit two distinct IR peaks between 3300–3500 cm−1 corresponding to the symmetric and asymmetric N-H stretching, while secondary amines exhibit a single...
1.0K
Tandem Mass Spectrometry
1.0K
Tandem mass spectrometry is a technique that uses multiple mass analyzers in series to obtain a higher selectivity and signal-to-noise ratio for the analyte. Instruments with multiple analyzers separated by an interaction cell enable secondary fragmentation and selected study of the fragment ions.
Secondary fragmentations occur in the interaction cell and can be induced by various factors. Fragmentation induced by collision with inert gases, such as N2, Ar, He, etc., is called collision-induced...
Secondary fragmentations occur in the interaction cell and can be induced by various factors. Fragmentation induced by collision with inert gases, such as N2, Ar, He, etc., is called collision-induced...
1.0K


