Download Free Medical PHONOCARDIOGRAM SIGNAL CLASSIFICATION PowerPoint Presentation

PHONOCARDIOGRAM SIGNAL CLASSIFICATION PowerPoint Presentation

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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 : 2997 | Downloads : 1

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Supervisor : Dodi Zulherman, S.T.,M.T. Accessor: PHONOCARDIOGRAM SIGNAL CLASSIFICATION USING CONVOLUTIONAL NEURAL NETWORK Muhammad Alwi Adnan Amal 17101066
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Outline Research Problem Timeline Research Background Research Purposes Research Flow Introduction Basic Theory
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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
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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
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Research Question 01 How to design a PCG signal classification system using the CNN method for the diagnosis of heart conditions? 02
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Objectives The aim of this research is: Purposes
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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
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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
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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
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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:
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Research Flow The following is a CNN architectural design that will be used to classify PCG signals
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Timeline
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Thank You
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Industrial Automation Solutions
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