Scene of Microtremor MicrotremorThe microtremor method is a geophysical technique used to measure the natural vibrations of the ground, known as microtremors. These vibrations are typically caused by the movement of the earth’s crust, such as earthquakes, and can be used to study the subsurface structure and properties of the earth. To measure microtremors, a seismograph or accelerometer is typically placed on the ground at a specific location. The device records the ground motion as a function of time and frequency, and this data can be used to calculate the spectral characteristics of the microtremors.

I. 引言：注意力在序列模型和大型语言模型中的作用 A. 传统序列模型（RNN/LSTM）的局限性在深度学习应用于自然语言处理（NLP）的早期阶段，循

1. 引言：序列建模的挑战与注意力的兴起序列数据，如自然语言文本、时间序列信号等，在人工智能领域无处不在。有效处理和理解这些序列是许多任务（如机

I. 深度学习中的注意力机制导论 A. 定义注意力：核心概念与目的注意力机制（Attention Mechanism）是深度学习领域的一项关键技术，它使

摘要 本报告旨在提供对 Transformer 架构的全面、深入的解析。Transformer 作为一种基于自注意力机制的深度学习模型，彻底改变了序列到序列任务的处理方

卷积神经网络（CNN）的定义与背景卷积神经网络（Convolutional Neural Network, CNN）是一类特殊设计的深度学习神经网络，尤其擅长处理具有网格