软件定义无线电的弹性通信:机器推理和电磁频谱评估
Sergey Edward Lyshevski1, Richard Buckley2, Christopher Feuerstein2
1Department of Electrical and Microelectronic Engineering, Rochester Institute of Technology, Rochester, NY 14623, USA.
Sensors (Basel, Switzerland)
|April 28, 2025
概括
本研究引入了用于分析各种频段的动态射频信号的新方法. 它通过在拥挤的频谱环境中改进信号分类和弹性来增强通信系统.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 信号处理 信号处理
背景情况:
- 动态电磁频谱分析对于现代通信系统至关重要.
- 挑战包括对高密度信号环境中的干扰,扭曲和干扰进行分类.
- 现有的方法在复杂光谱的弹性和高保真性分析方面扎.
研究的目的:
- 调查动态电磁频谱分析的新型评估方法.
- 为无线电频率信号分类开发可扩展的机器推理方案.
- 提高通信系统的认知能力,以实现弹性和高可靠性频谱利用.
主要方法:
- 使用多频段软件定义的无线电和软件定义的移动网络.
- 实施先进的机器推理方案,在HF,VHF,UHF和SHF频段进行信号分类.
- 进行低保真性实验研究,以验证拟议的频谱评估方法.
主要成果:
- 证明了无线电频率信号的实用和可扩展的分类.
- 实现了动态电磁频谱的高准确性表征.
- 通过实验验证证明了开发的频谱评估方法的有效性.
结论:
- 提出的方法和机器推理方案为实现弹性和认知通信系统提供了一条道路.
- 即使在极端和拥挤的环境中,也可以实现动态光谱的有效分析和分类.
- 这项工作为未来在智能频谱管理方面的进步提供了基础.
相关概念视频
The Electromagnetic Spectrum
14.4K
Electromagnetic waves are categorized according to their wavelengths and frequencies, giving the electromagnetic spectrum. These waves are classified as radio, infrared, ultraviolet, etc. Radio waves refer to electromagnetic radiation with wavelengths ranging from millimeters to kilometers. Radio waves are commonly used for audio communications (i.e., radios) and typically result from an alternating current in the wires of a broadcast antenna. They cover a broad wavelength range and are used...
14.4K
Dual Nature of Electromagnetic (EM) Radiation
1.8K
Electromagnetic (EM) radiation consists of electric and magnetic field components oscillating in planes perpendicular to each other and mutually perpendicular to radiation propagation through space. EM radiation can be classified as a wave, characterized by the properties of waves such as wavelength (denoted as λ) and frequency (represented by ν).
Wavelength is the distance between two consecutive peaks (the highest point) or troughs (the lowest point) in the wave. Frequency is the...
Wavelength is the distance between two consecutive peaks (the highest point) or troughs (the lowest point) in the wave. Frequency is the...
1.8K
Design Example
308
The innovation of touch-tone telephony revolutionized the telecommunications industry by replacing the traditional rotary dial with a dual-tone multi-frequency (DTMF) signaling system. This system uses a matrix-style keypad with buttons arranged in four rows and three columns, creating 12 distinct signals each assigned to a pair of frequencies. Each button press results in a simultaneous generation of two sinusoidal tones – one from a low-frequency group (697 to 941 Hz) and one from a...
308
Electronic Distance Measuring Instruments
13
Electronic Distance Measuring Instruments (EDMs) are essential tools in modern surveying, offering precise distance measurements by emitting electromagnetic signals and calculating the time required for these signals to travel to a target and return. Two primary types of signals are used in EDMs — light waves and microwaves — each suited to specific environmental and distance requirements. Light-wave-based EDMs utilize either infrared or laser light, providing high accuracy over short...
13
Characteristics of Series Resonant Circuit
192
Series resonance occurs in a circuit containing inductive (L), capacitive (C), and resistive (R) elements connected sequentially. At the resonance frequency, the inductive and capacitive reactances are equal in magnitude but opposite in sign, effectively canceling each other. This causes the circuit's impedance is minimal, primarily determined by the resistance R. The resonant frequency of an RLC circuit is defined as:
192
Response Surface Methodology
62
Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:
The process of RSM involves several key steps:
62


