Download Free Medical PHONOCARDIOGRAM SIGNAL CLASSIFICATION PowerPoint Presentation

PHONOCARDIOGRAM SIGNAL CLASSIFICATION PowerPoint Presentation

DOWNLOAD MEDICAL POWERPOINT PRESENTATION

About This Presentation

Description : According to a report by the American Heart Association, cardiovascular disease (CVD) is the leading cause of death globally and is estimated to be more than 22.2 million deaths by 2030. The use of PCG electronically requires complex signal analysis, and extraction methods are required to reduce additional noises.

Tags : cardiovascular disease, heartbeat, stethoscope

Published on : Dec 14, 2020 | Views : 3409 | Downloads : 1

Shareable Url :

Embed Code :

Comment

Transcript

Slide 1-

Supervisor : Dodi Zulherman, S.T.,M.T. Accessor: PHONOCARDIOGRAM SIGNAL CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORK Muhammad Alwi Adnan Amal 17101066
Slide 2-

Outline Research Problem Timeline Research Background Research Purposes Research Flow Introduction Basic Theory
Slide 3-

According to a report by the American Heart Association, cardiovascular disease (CVD) is the leading cause of death globally and is estimated to be more than 22.2 million deaths by 2030 Overview
Slide 4-

Research Background Electrocardiogram Can only be done by the experts, especially cardiologist, and it is expensive Phonocardiogram The use of PCG electronically requires complex signal analysis, and extraction methods are required to reduce additional noises. Convolutional Neural Network As the classification method
Slide 5-

Research Question 01 How to design a PCG signal classification system using the CNN method for the diagnosis of heart conditions? 02
Slide 6-

Objectives The aim of this research is: Purposes
Slide 7-

Basic Theory Heart Beat The heartbeat can be heard by a stethoscope which records two different sounds often expressed with a lub-dub. S1 sound or can be called the sound lub is the sound that occurs when the heart starts to close. S2 sound or can be called a dub, is a sound that occurs when the heart valve works to pump blood into the pulmonary. Besides S1 and S2 sounds, there are (S3) and (S4). The third heart sound (S3) occurs with the end of the antrioventricular filling process, while the fourth heart sound (S4) has correlates with atrial contraction. . Segmentation S1 and S2
Slide 8-

Basic Theory 2. Phonocardiogram Phonocardiogram is a technique for tracing the sound of the heart and recording the acoustic vibrations of the heart through a microphone transducer which will be recorded and displayed on an oscilloscope. Normal Heart Sounds
Slide 9-

3. Convolutional Neural Network Convolutional Neural Network (CNN) is a development of the Multilayer Perceptron (MLP) which is designed to process data in the form of grids, two-dimensional data, such as images or sounds. The CNN structure consists of input, feature extraction process, classification process and output. The extraction process in CNN consists of several hidden layers, namely the convolution layer, the activation function (ReLU), and the pooling layer. CNN works hierarchically, so that the output at the first convolutional layer is used as input at the next convolutional layer. The classification process consists of fully-connected and activation functions (softmax), the output of which is the classification result. Architecture of CNN Basic Theory
Slide 10-

Research Flow This system design provides a comprehensive overview of the stages of the PCG signal classification process using the CNN method. The following is a general system design which is made in the form of a flowchart:
Slide 11-

Research Flow The following is a CNN architectural design that will be used to classify PCG signals
Slide 12-

Timeline
Slide 13-

ppt slide no 13 content not found
Slide 14-

Thank You
Slide 15-

Industrial Automation Solutions
Slide 16-

Infographic Style You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here Industrial automation
Slide 17-

Infographic Style 1st 2st 3st 4st I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here
Slide 18-

You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. PowerPoint I hope and I believe that this Template will your Time, Money and Reputation. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations MODERN DESIGN AWESOME PRESENTATION EASY TO CHANGE COLORS, PHOTOS.
Slide 19-

Infographic Style Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Your Text Here
Slide 20-

Infographic Style You can simply impress your audience and add a unique zing and appeal to your Presentations. Contents Title You can simply impress your audience and add a unique zing and appeal to your Presentations. Contents Title You can simply impress your audience and add a unique zing and appeal to your Presentations. Contents Title
Slide 21-

Portfolio Presentation INDUSTRY Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Portfolio Designed You can simply impress your audience and add a unique zing and appeal to your Presentations. I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed.
Slide 22-

Contents Contents Contents Example Text : Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal to your Presentations. Contents _ Graph Example Text : Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal to your Presentations. Contents _ Graph Example Text : Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal to your Presentations. Contents _ Graph Simple PowerPoint Presentation Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text.
Slide 23-

Infographic Style 80% 50% 60% 40% Content Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Content Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Content Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Content Here You can simply impress your audience and add a unique zing and appeal to your Presentations. 01 02 03 04 04 03 02 01
Slide 24-

ALLPPT Layout Clean Text Slide for your Presentation Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Add Contents Title
Slide 25-

Infographic Style Content Here Get a modern PowerPoint Presentation that is beautifully designed. hope and I believe that this Template will your Time. Content Here Get a modern PowerPoint Presentation that is beautifully designed. hope and I believe that this Template will your Time. Content Here Get a modern PowerPoint Presentation that is beautifully designed. hope and I believe that this Template will your Time. Content Here Get a modern PowerPoint Presentation that is beautifully designed. hope and I believe that this Template will your Time.
Slide 26-

Infographic Style
Slide 27-

Awesome Presentation We Create Professional Presentation You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time, Money and Reputation.
Slide 28-

Infographic Style You can simply impress your audience and add a unique zing and appeal to your Presentations. Add Contents Title You can simply impress your audience and add a unique zing and appeal to your Presentations. Add Contents Title You can simply impress your audience and add a unique zing and appeal to your Presentations. Add Contents Title You can simply impress your audience and add a unique zing and appeal to your Presentations. Add Contents Title You can simply impress your audience and add a unique zing and appeal to your Presentations. Add Contents Title
Slide 29-

Infographic Style You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text. Your Text Here Easy to change colors, photos and Text. Add Text
Slide 30-

Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed.
Slide 31-

Infographic Style CLOUD COMPUTING Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here
Slide 32-

Infographic Style
Slide 33-

Infographic Style Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Content Here Content Here Content Here Content Here
Slide 34-

Infographic Style Add Text Easy to change colors, photos and Text. Add Text Easy to change colors, photos and Text. Add Text Easy to change colors, photos and Text. Add Text Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time, Money and Reputation. Easy to change colors, photos and Text. Add Contents Add Contents Add Contents Add Contents
Slide 35-

Infographic Style Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time. You can simply impress your audience and add a unique zing and appeal to your Reports. Content Here 02 Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time. You can simply impress your audience and add a unique zing and appeal to your Reports. Content Here 03 Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time. You can simply impress your audience and add a unique zing and appeal to your Reports. Content Here 04 Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time. You can simply impress your audience and add a unique zing and appeal to your Reports. Content Here 01
Slide 36-

Content Here : I hope and I believe that this Template will your Time. Content Here : I hope and I believe that this Template will your Time. Content Here : I hope and I believe that this Template will your Time. Content Here : I hope and I believe that this Template will your Time. Content Here : I hope and I believe that this Template will your Time. You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Simple Portfolio Presentation
Slide 37-

Infographic Style 75% 65% Example Text : Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time, Money and Reputation. Contents Here $23,900 Example Text : Get a modern PowerPoint Presentation that is beautifully designed. I hope and I believe that this Template will your Time, Money and Reputation. Contents Here $23,900
Slide 38-

Infographic Style Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Content Here
Slide 39-

Simple Portfolio Presentation Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. You can simply impress your audience and add a unique zing and appeal.
Slide 40-

Infographic Style Easy to change colors, photos and Text. Contents Performance Easy to change colors, photos and Text. Contents Performance Easy to change colors, photos and Text. Contents Performance Easy to change colors, photos and Text. Contents Performance Country Data_01 : 12,000 Data_02 : 23,300 Country Data_01 : 12,000 Data_02 : 23,300 Country Data_01 : 12,000 Data_02 : 23,300 Country Data_01 : 12,000 Data_02 : 23,300
Slide 41-

Infographic Style
Slide 42-

Simple Portfolio Presentation Content Content Content Portfolio Designed You can simply impress your audience and add a unique zing and appeal to your Presentations. I hope and I believe that this Template will your Time, Money and Reputation. Get a modern PowerPoint Presentation that is beautifully designed. Get a modern PowerPoint Presentation that is beautifully designed. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content Here Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Content
Slide 43-

Infographic Style 50% 40% 70% You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here You can simply impress your audience and add a unique zing and appeal to your Presentations. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Your Text Here Content
Slide 44-

Columns Infographic Style Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text. You can simply impress your audience and add a unique zing and appeal to your Presentations. Get a modern PowerPoint Presentation that is beautifully designed. Easy to change colors, photos and Text.
Slide 45-

Fully Editable Shapes
Slide 46-

Fully Editable Shapes
Slide 47-

Fully Editable Icon Sets: A
Slide 48-

Fully Editable Icon Sets: B
Slide 49-

Fully Editable Icon Sets: C