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基于实时跟踪系统传输函数和xLSTM的核脉冲的自适应数字造型
Zhonglin Wu1, Hongquan Huang1, Dejie Chen1
1College of Nuclear Technology and Automation Engineering, Chengdu University of Technology, Dongsanlu, Erxianqiao, Chengdu, 610059, People's Republic of China.
概括
这项研究介绍了一种新的核探测器算法,用于自动调整数字塑形参数. 这确保了精确的脉冲振幅提取,尽管探测器老化和环境变化,提高数据可靠性.
科学领域:
- 核仪器仪表 核仪器仪表 核仪器仪表 核仪器仪表
- 信号处理 信号处理
背景情况:
- 核探测器产生模拟脉冲信号,通过数字塑造技术进行分析.
- 探测器老化和环境因素可以改变系统传输功能,扭曲波形并影响脉冲振幅提取.
研究的目的:
- 开发一种实时算法,用于跟踪核探测器中的传递函数变化.
- 为了实现适应性数字造型优化,以获得精确的脉冲振幅提取.
主要方法:
- 一个基于波形向量空间的实时传输函数跟踪算法.
- 一个不断更新的机制,以捕捉转移函数的变化.
- 扩展长期短期内存 (xLSTM) 网络的集成,以实现自适应优化.
主要成果:
- 拟议的方法动态跟踪传递函数变化.
- 它实现了实时的自适应数字造型优化.
- 实验结果显示,数字造型参数的相对误差为0.3%.
结论:
- 开发的算法有效地解决了由系统变化引起的波形扭曲.
- 它确保在核光谱学中精确地提取脉冲振幅.
- 使用xLSTM网络为核探测器中的实时自适应信号处理提供了一种新的方法.
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