使用AMP和可见度图表进行增强的雷达信号分类,用于多信号环境
Ji-Hyeon Kim1, Soon-Young Kwon1, Hyoung-Nam Kim1
1Department of Electrical and Electronics Engineering, Pusan National University, Busan 46241, Republic of Korea.
Sensors (Basel, Switzerland)
|December 17, 2024
概括
这项研究引入了一种新的两阶段雷达信号分类方法,使用振幅模式分析和可见度图. 它有效地区分重叠的信号,即使在具有挑战性的低信号噪声比环境中也是如此.
科学领域:
- 信号处理 信号处理
- 电子战是一种电子战.
- 机器学习 机器学习
背景情况:
- 在复杂的环境中,很难对重叠的雷达信号进行分类.
- 像光谱分析这样的传统方法在类似的扫描模式或较低的信号噪声比率 (SNR) 时失败.
研究的目的:
- 为准确和高效的雷达信号分类和脱而出开发一个新的框架.
- 在复杂的电子战场景中克服传统方法的局限性.
主要方法:
- 一个两阶段的分类框架,结合了振幅模式 (AMP) 分析和可见度图.
- 用于初始信号分组和降噪的AMP分析.
- 可见度图表用于细化分类和分离类似的振幅信号.
- 集成深度学习模型 (GoogLeNet,ResNet) 以提高性能.
主要成果:
- 该框架有效地对重叠的雷达信号进行分类和分离.
- 在低SNR和多信号环境中表现出稳健性.
- 成功处理复杂的扫描,包括帕尔默系列.
结论:
- 拟议的方法显著改善了相对于传统技术的雷达信号差异化.
- 在具有挑战性的多信号环境中,为各种扫描模式提供增强的性能.
相关概念视频
Classification of Signals
397
In signal processing, signals are classified based on various characteristics: continuous-time versus discrete-time, periodic versus aperiodic, analog versus digital, and causal versus noncausal. Each category highlights distinct properties crucial for understanding and manipulating signals.
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
397
Signal and System
615
A signal x(t) is a set of data or a time function representing a variable of interest. Signals typically convey information about a phenomenon, such as atmospheric temperature, humidity, human voice, television images, a dog's bark, or birdsongs. More generally, a signal can be a function of more than one independent variable. For instance, images depend on horizontal and vertical positions and can be regarded as two-dimensional signals. However, this text will focus on one-dimensional...
615
Cascaded Op Amps
586
Operational amplifiers (op-amps) are versatile electronic components that can be interconnected in a cascade - one after another in a linear sequence. This cascading is possible due to their infinite input resistance and zero output resistance, allowing them to maintain their input-output relationships even when connected in series.
In a cascaded system, each op-amp is referred to as a stage. The output of one stage drives the input of the subsequent stage. As the input signal passes through...
In a cascaded system, each op-amp is referred to as a stage. The output of one stage drives the input of the subsequent stage. As the input signal passes through...
586
Region of Convergence of Laplace Tarnsform
484
The Region of Convergence (ROC) is a fundamental concept in signal processing and system analysis, particularly associated with the Laplace transform. The ROC represents an area in the complex plane where the Laplace transform of a given signal converges, determining the transform's applicability and utility.
Consider a decaying exponential signal that begins at a specific time. When deriving its Laplace transform, the time-domain variable is replaced with a complex variable. This...
Consider a decaying exponential signal that begins at a specific time. When deriving its Laplace transform, the time-domain variable is replaced with a complex variable. This...
484
Basic Operations on Signals
351
Basic signal operations include time reversal, time scaling, time shifting, and amplitude transformations. These operations are fundamental in signal processing and analysis.
Time Reversal mirrors a continuous-time signal about the vertical axis at t=0. This is achieved by substituting t with −t. For example, if a signal x(t) is considered, the time-reversed signal is x(−t). This operation can be graphically represented, showing the mirrored signal.
Time Reversal mirrors a continuous-time signal about the vertical axis at t=0. This is achieved by substituting t with −t. For example, if a signal x(t) is considered, the time-reversed signal is x(−t). This operation can be graphically represented, showing the mirrored signal.
351
¹H NMR Signal Integration: Overview
1.4K
The intensity of a signal, which can be represented by the area under the peak, depends on the number of protons contributing to that signal. The area under each peak is shown as a vertical line called an integral, with the integral value listed under it, as seen in the proton NMR spectrum of benzyl acetate. Each integral value is divided by the smallest integral value to obtain the ratio of the number of protons producing each signal. The ratio reveals the relative number of protons and not...
1.4K


