Advances in Non-Invasive Biomedical Signal Sensing and Processing with Machine Learning

Advances in Non-Invasive Biomedical Signal Sensing and Processing with Machine Learning
Author :
Publisher : Springer Nature
Total Pages : 385
Release :
ISBN-10 : 9783031232398
ISBN-13 : 3031232399
Rating : 4/5 (399 Downloads)

Book Synopsis Advances in Non-Invasive Biomedical Signal Sensing and Processing with Machine Learning by : Saeed Mian Qaisar

Download or read book Advances in Non-Invasive Biomedical Signal Sensing and Processing with Machine Learning written by Saeed Mian Qaisar and published by Springer Nature. This book was released on 2023-03-01 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the modern technological advancements and revolutions in the biomedical sector. Progress in the contemporary sensing, Internet of Things (IoT) and machine learning algorithms and architectures have introduced new approaches in the mobile healthcare. A continuous observation of patients with critical health situation is required. It allows monitoring of their health status during daily life activities such as during sports, walking and sleeping. It is realizable by intelligently hybridizing the modern IoT framework, wireless biomedical implants and cloud computing. Such solutions are currently under development and in testing phases by healthcare and governmental institutions, research laboratories and biomedical companies. The biomedical signals such as electrocardiogram (ECG), electroencephalogram (EEG), Electromyography (EMG), phonocardiogram (PCG), Chronic Obstructive Pulmonary (COP), Electrooculography (EoG), photoplethysmography (PPG), and image modalities such as positron emission tomography (PET), magnetic resonance imaging (MRI) and computerized tomography (CT) are non-invasively acquired, measured, and processed via the biomedical sensors and gadgets. These signals and images represent the activities and conditions of human cardiovascular, neural, vision and cerebral systems. Multi-channel sensing of these signals and images with an appropriate granularity is required for an effective monitoring and diagnosis. It renders a big volume of data and its analysis is not feasible manually. Therefore, automated healthcare systems are in the process of evolution. These systems are mainly based on biomedical signal and image acquisition and sensing, preconditioning, features extraction and classification stages. The contemporary biomedical signal sensing, preconditioning, features extraction and intelligent machine and deep learning-based classification algorithms are described. Each chapter starts with the importance, problem statement and motivation. A self-sufficient description is provided. Therefore, each chapter can be read independently. To the best of the editors’ knowledge, this book is a comprehensive compilation on advances in non-invasive biomedical signal sensing and processing with machine and deep learning. We believe that theories, algorithms, realizations, applications, approaches, and challenges, which are presented in this book will have their impact and contribution in the design and development of modern and effective healthcare systems.


Advances in Non-Invasive Biomedical Signal Sensing and Processing with Machine Learning Related Books

Advances in Non-Invasive Biomedical Signal Sensing and Processing with Machine Learning
Language: en
Pages: 385
Authors: Saeed Mian Qaisar
Categories: Computers
Type: BOOK - Published: 2023-03-01 - Publisher: Springer Nature

GET EBOOK

This book presents the modern technological advancements and revolutions in the biomedical sector. Progress in the contemporary sensing, Internet of Things (IoT
Artificial Intelligence and Multimodal Signal Processing in Human-Machine Interaction
Language: en
Pages: 426
Authors: Abdulhamit Subasi
Categories: Science
Type: BOOK - Published: 2024-09-18 - Publisher: Elsevier

GET EBOOK

Artificial Intelligence and Multimodal Signal Processing in Human-Machine Interaction presents an overview of an emerging field that is concerned with exploitin
Proceedings of Ninth International Congress on Information and Communication Technology
Language: en
Pages: 670
Authors: Xin-She Yang
Categories:
Type: BOOK - Published: - Publisher: Springer Nature

GET EBOOK

Non-Invasive Health Systems based on Advanced Biomedical Signal and Image Processing
Language: en
Pages: 502
Authors: Adel Al-Jumaily
Categories: Technology & Engineering
Type: BOOK - Published: 2024-02-29 - Publisher: CRC Press

GET EBOOK

This book contains up-to-date noninvasive monitoring and diagnosing systems closely developed by a set of scientists, engineers, and physicians. The chapters ar
Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques
Language: en
Pages: 458
Authors: Abdulhamit Subasi
Categories: Medical
Type: BOOK - Published: 2019-03-16 - Publisher: Academic Press

GET EBOOK

Practical Guide for Biomedical Signals Analysis Using Machine Learning Techniques: A MATLAB Based Approach presents how machine learning and biomedical signal p