高质量睡眠与儿童的身体发育、认知功能、学习和注意力密切相关，由于儿童睡眠障碍的早期症状不明显，需要进行长期监测，因此急需找到一种适用于儿童睡眠监测，且能够提前预防和诊断此类疾病的方法。多导睡眠图(Polysomnography，PSG)是临床指南推荐的睡眠障碍基本检测方法，通过观察PSG各睡眠期间的变化和规律，对睡眠质量评估和睡眠障碍识别具有基础作用。本文对儿童睡眠分期进行了研究，利用多导睡眠图记录的单通道脑电信号，在Alexnet的基础上，用一维卷积代替二维卷积，提出一种1D-CNN结构，由5个卷积层、3个池化层和3个全连接层组成，并在1D-CNN中添加了批量归一化层（Batch normalization layer），保持卷积核的大小保持不变。针对数据集少的情况，采用了重叠的方法对数据集进行了扩充。实验结果表明，该模型儿童睡眠分期的准确率为84.3%。通过北京市儿童医院的PSG数据获得的归一化混淆矩阵，可以看出，Wake、N2、N3和REM期睡眠的分类性能很好。对于N1期睡眠，存在将N1期睡眠被误分类为Wake、N2和REM期睡眠的情况，因此以后的工作应重点提升N1期睡眠的准确性。总体而言，对于基于带有睡眠阶段标记的单通道EEG的自动睡眠分期，本文提出的1D-CNN模型可以实现针对于儿童的自动睡眠分期。在未来的工作中，仍需要研究开发更适合于儿童的睡眠分期策略，在更大数据量的基础上进行实验

4.1 1D-Array 1. One-dimensional array 1D-array is a limited sequence composed of n (n20) elements which are of the same data type. For example:

Poisson Equation in 1D Model Problem Boundary Value Problem(BVP) Wra(ac)= f(a) N1 x∈(0,1),w(0)=(1)=0,f∈C0N2 Describes many simple physical phen

• Scope of the course? (课程涵盖范围) • Applications (应用) • Prerequisites (先修知识要求) • Solution procedure (课程内容概览) • What did we learn from mechanics of material (材力概念回顾) • Generalization of concepts (材力概念扩展) • A 1D example of boundary value problems (1D边值问题示例) • Course outline (课程主要内容) • References (参考书目) • Grading and collaboration policies (评分政策) • Greek letters (希腊字母)

Algorithms for detecting structure similarity Dynamic Programming works on 1D strings- reduce problem to this cant accommodate topological changes example: Secondary Structure Alignment Program(SSAP) 3D Comparison/Clustering

一)离子晶体 结点:+、离子 作用力:+、离子间的静电引力:fqq-1d2d=r+r 作用能(晶格能):

上海交通大学：《物理实验》精品课程教学资源（讲义）3 Studies of 1D Movement on Air Track

Integral Equation Methods Reminder about Galerkin and collocation Example of convergence issues in 1D First and second kind integral equations Develop some intuition about the difficulties Convergence for second kind equations Consistency and stability issues Nystrom Method

6-1D的基本原理是什麽? 6-2WDM的系统构成有 和 方式

Integral Equation Methods Reminder about galerkin and Collocation Example of convergence issues in 1D First and second kind integral equations Develop some intuition about the difficulties Convergence for second kind equations Consistency and stability issues