课程信息

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中级

Basic knowledge of mathematics, electronics and programming.

完成时间大约为16 小时

建议:5 weeks of study, 4-5 hours/week...

英语(English)

字幕:英语(English)

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

Basic knowledge of mathematics, electronics and programming.

完成时间大约为16 小时

建议:5 weeks of study, 4-5 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 4 小时

Remote health monitoring system hardware

Welcome to Module 1! Medical systems for remote monitoring of patients have become extremely popular in recent years. Most of them have a similar structure, which will be discussed in detail in this module using the example of an electrocardiogram signal registration device. We will talk about hardware part of modern ECG recorders, and problems, connected with processing of biomedical signals....
11 个视频 (总计 70 分钟), 4 个阅读材料, 2 个测验
11 个视频
The Structure of Remote Health Monitoring Systems5分钟
Problems Related to Hardware Development5分钟
Typical Scheme of an ECG Recording Channel3分钟
The Basics of Analog-to-Digital Conversion. Types of ADC5分钟
AFE Implementation for ECG Registration8分钟
Implementation of an AFE Evaluation Board8分钟
Basics of Arduino Platform Programming7分钟
A Simple Program for the Arduino Board8分钟
Arduino Peripheral Devices (UART, ADC, GPIO)6分钟
Programming an Arduino ADC7分钟
4 个阅读材料
Basics of remote monitoring systems design10分钟
Basics of Analog-to-digital convertion10分钟
Basics of Electrocardiography15分钟
Basics of Arduino10分钟
1 个练习
Remote health monitoring system hardware30分钟
2
完成时间为 4 小时

Data Exchange Between Device And Personal Computer

Welcome to Module 2! The implementation of the protocol for transferring data from a patient’s wearable device to a computer is an extremely important step in the entire development of a telemedicine system. This module will consider the easiest and most affordable wired data transfer method using the RS-232 interface, virtual Com ports and the MatLab software environment....
7 个视频 (总计 62 分钟), 2 个阅读材料, 2 个测验
7 个视频
COM-Port Setup in MATLAB5分钟
Package Data Transferring6分钟
Connecting Arduino Via Virtual COM-Port10分钟
Working with Arduino Hardware Support Package for MATLAB10分钟
Plotting Real-Time Data with Arduino Hardware Package10分钟
Saving Data from Arduino Virtual COM-Port9分钟
2 个阅读材料
Serial communication basics10分钟
Serial communication in MATLAB10分钟
1 个练习
Data Exchange Basics20分钟
3
完成时间为 4 小时

Preprocessing of Biomedical Signals

Welcome to Module 3! Use you may know, biomedical signals are corrupted by a significant amount of noise. So, noise removal is used in order to increase signal quality. We will talk about basics method to prepare your signal for future analysis. In the Programming part of the Module we will learn how to evaluate and analyze ECG-signal spectrum and create a digital filter using MATLAB....
8 个视频 (总计 66 分钟), 2 个阅读材料, 2 个测验
8 个视频
Noise in Biomedical Signals5分钟
Spectral Analysis Basics. The Fourier Transform7分钟
Alternative Spectral Estimation5分钟
Spectral Analysis in MATLAB13分钟
Digital Filters7分钟
Transfer Function8分钟
Filter Design Using MATLAB10分钟
2 个阅读材料
Spectral Estimation Approaches15分钟
Digital Filters13分钟
1 个练习
Biomedical signal preprocessing20分钟
4
完成时间为 4 小时

Event Detection in Biomedical Signals

Welcome to Module 4! In most cases, biomedical signal analysis assumes that we have some reference or basic events in the signal. It can be QRS-complexes (for ECG), breaths (for spirogram), eyes movements (for EEG) or steps (for accelerometric signal). We will look closely to this task in the context of ECG-analysis. You will learn different QRS-detection algorithms and create QRS-detector using MATLAB....
10 个视频 (总计 88 分钟), 3 个阅读材料, 2 个测验
10 个视频
Feature Extraction Based on Signal Spectral Characteristics5分钟
Statistical Signal Processing Methods3分钟
Feature Extraction Using MATLAB11分钟
Peak Detection Algorithms6分钟
Simple Derivative-Based Algorithm for QRS Detection12分钟
Peak Detector in MATLAB17分钟
Feature Engineering in Accordance with the Task9分钟
Feature Engineering Example for an ECG Signal12分钟
Results Visualization and Analysis4分钟
3 个阅读材料
Feature Extraction10分钟
Peak Detection Algorithms12分钟
Multi-Dimensional Feature Space10分钟
1 个练习
Event detection in biomedical signals20分钟

讲师

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Evgenii Pustozerov

Assoc. Professor
Biomedical Engineering (ETU)
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Yuliya Zhivolupova

Assistant Professor (ETU)
Biomedical Engineering (ETU)
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Aleksei Anisimov

Assoc. Professor
Biomedical Engineering (ETU)

关于 圣彼得堡国立大学

The Saint-Petersburg University (SPbU) is a state university, located in Saint-Petersburg, Russia. Founded in 1724, SPbU is the oldest institution of higher education in Russia. At present, there are more than 30 000 students in SPbU studying 398 programmes...

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