課程信息
5.0
1 個評分
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立即開始,按照自己的計劃學習。
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中級

中級

Basic knowledge of mathematics, electronics and programming.

完成時間(小時)

完成時間大約為16 小時

建議:5 weeks of study, 4-5 hours/week...
可選語言

英語(English)

字幕:英語(English)
100% 在線

100% 在線

立即開始,按照自己的計劃學習。
可靈活調整截止日期

可靈活調整截止日期

根據您的日程表重置截止日期。
中級

中級

Basic knowledge of mathematics, electronics and programming.

完成時間(小時)

完成時間大約為16 小時

建議:5 weeks of study, 4-5 hours/week...
可選語言

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間(小時)
完成時間為 4 小時

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....
Reading
11 個視頻 (總計 70 分鐘), 4 個閱讀材料, 2 個測驗
Video11 個視頻
The Structure of Remote Health Monitoring Systems5分鐘
Problems Related to Hardware Development5分鐘
Typical Scheme of an ECG Recording Channel3分鐘
The Basics of Analog-to-Digital Conversion. Types of ADC5分鐘
AFE Implementation for ECG Registration8分鐘
Implementation of an AFE Evaluation Board8分鐘
Basics of Arduino Platform Programming7分鐘
A Simple Program for the Arduino Board8分鐘
Arduino Peripheral Devices (UART, ADC, GPIO)6分鐘
Programming an Arduino ADC7分鐘
Reading4 個閱讀材料
Basics of remote monitoring systems design10分鐘
Basics of Analog-to-digital convertion10分鐘
Basics of Electrocardiography15分鐘
Basics of Arduino10分鐘
Quiz1 個練習
Remote health monitoring system hardware30分鐘
2
完成時間(小時)
完成時間為 4 小時

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....
Reading
7 個視頻 (總計 62 分鐘), 2 個閱讀材料, 2 個測驗
Video7 個視頻
COM-Port Setup in MATLAB5分鐘
Package Data Transferring6分鐘
Connecting Arduino Via Virtual COM-Port10分鐘
Working with Arduino Hardware Support Package for MATLAB10分鐘
Plotting Real-Time Data with Arduino Hardware Package10分鐘
Saving Data from Arduino Virtual COM-Port9分鐘
Reading2 個閱讀材料
Serial communication basics10分鐘
Serial communication in MATLAB10分鐘
Quiz1 個練習
Data Exchange Basics20分鐘
3
完成時間(小時)
完成時間為 4 小時

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....
Reading
8 個視頻 (總計 66 分鐘), 2 個閱讀材料, 2 個測驗
Video8 個視頻
Noise in Biomedical Signals5分鐘
Spectral Analysis Basics. The Fourier Transform7分鐘
Alternative Spectral Estimation5分鐘
Spectral Analysis in MATLAB13分鐘
Digital Filters7分鐘
Transfer Function8分鐘
Filter Design Using MATLAB10分鐘
Reading2 個閱讀材料
Spectral Estimation Approaches15分鐘
Digital Filters13分鐘
Quiz1 個練習
Biomedical signal preprocessing20分鐘
4
完成時間(小時)
完成時間為 4 小時

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....
Reading
10 個視頻 (總計 88 分鐘), 3 個閱讀材料, 2 個測驗
Video10 個視頻
Feature Extraction Based on Signal Spectral Characteristics5分鐘
Statistical Signal Processing Methods3分鐘
Feature Extraction Using MATLAB11分鐘
Peak Detection Algorithms6分鐘
Simple Derivative-Based Algorithm for QRS Detection12分鐘
Peak Detector in MATLAB17分鐘
Feature Engineering in Accordance with the Task9分鐘
Feature Engineering Example for an ECG Signal12分鐘
Results Visualization and Analysis4分鐘
Reading3 個閱讀材料
Feature Extraction10分鐘
Peak Detection Algorithms12分鐘
Multi-Dimensional Feature Space10分鐘
Quiz1 個練習
Event detection in biomedical signals20分鐘

講師

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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)

關於 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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