4.7 Article

Wireless Channel Modelling for Identifying Six Types of Respiratory Patterns With SDR Sensing and Deep Multilayer Perceptron

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Engineering, Biomedical

A Survey on Mathematical, Machine Learning and Deep Learning Models for COVID-19 Transmission and Diagnosis

Christopher Clement John et al.

Summary: COVID-19 is a life-threatening disease caused by a novel coronavirus. Mathematical and data-driven models can be used to analyze and predict disease spread, while deep learning and machine learning can aid in quick and automated diagnosis.

IEEE REVIEWS IN BIOMEDICAL ENGINEERING (2022)

Article Engineering, Industrial

Fault diagnosis based on extremely randomized trees in wireless sensor networks

Umer Saeed et al.

Summary: Wireless Sensor Network (WSN) is susceptible to various types of failures due to its diversification, making precise detection and diagnosis challenging. This study proposes a supervised machine learning-based technique based on Extra-Trees to detect and diagnose faults in WSN efficiently and with low training time compared to other state-of-the-art approaches. Performance evaluation shows improved accuracy, precision, and Fl-score compared to other machine learning algorithms.

RELIABILITY ENGINEERING & SYSTEM SAFETY (2021)

Article Engineering, Electrical & Electronic

Contactless Finger Tapping Detection at C-Band

Xiaodong Yang et al.

Summary: The study introduces a novel C-band microwave sensing method based on wireless channel information for quantitatively and qualitatively assessing finger tapping movements non-contact. By processing signal features and utilizing support vector machine, accurate results can be obtained for patients with different severity.

IEEE SENSORS JOURNAL (2021)

Article Computer Science, Information Systems

COVID-19 CT Image Synthesis With a Conditional Generative Adversarial Network

Yifan Jiang et al.

Summary: COVID-19 is an ongoing global pandemic that has spread rapidly since December 2019. Chest CT imaging plays an important role in diagnosis, and a deep-learning-based CT image synthesis approach has been proposed to effectively generate high-quality and realistic COVID-19 CT images for use in medical imaging tasks.

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2021)

Article Engineering, Electrical & Electronic

Contactless Small-Scale Movement Monitoring System Using Software Defined Radio for Early Diagnosis of COVID-19

Mubashir Rehman et al.

Summary: The exponential growth of N-COVID-19 has prompted researchers to intensify efforts to contain the virus. Health monitoring and human movements have become significant considerations, leading to the proposal of a contactless sensing platform for symptom detection and monitoring of human activities.

IEEE SENSORS JOURNAL (2021)

Article Chemistry, Analytical

Radar Sensing for Activity Classification in Elderly People Exploiting Micro-Doppler Signatures Using Machine Learning

William Taylor et al.

Summary: This paper presents a fall detection method for elderly people based on radar image classification by analyzing daily activities and using various machine learning algorithms for data processing, achieving an accuracy of 95.30%. Principal component analysis showed the best performance in expanding the training data, and the proposed approach demonstrated the highest accuracy compared to the state of the art.

SENSORS (2021)

Article Chemistry, Analytical

RF Sensing Based Breathing Patterns Detection Leveraging USRP Devices

Mubashir Rehman et al.

Summary: Non-contact detection of breathing patterns has significant value in healthcare applications and disease diagnosis, especially in COVID-19 infection prediction. Real-time detection and classification of abnormal breathing patterns using software-defined radio frequency sensing techniques and machine learning algorithms can achieve high accuracy. This research has important clinical implications during pandemics and in practical applications beyond pandemics.

SENSORS (2021)

Article Computer Science, Information Systems

COVID-19 Automatic Diagnosis With Radiographic Imaging: Explainable Attention Transfer Deep Neural Networks

Wenqi Shi et al.

Summary: Researchers propose an explainable attention-transfer classification model based on the knowledge distillation network structure to automatically differentiate COVID-19 and community-acquired pneumonia from healthy lungs in radiographic imaging. By transferring attention knowledge from the teacher network to the student network, the model demonstrates explainability in diagnosing COVID-19 through extensive experiments on public chest X-ray and CT datasets.

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2021)

Article Computer Science, Artificial Intelligence

Seizure episodes detection via smart medical sensing system

Syed Aziz Shah et al.

JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING (2020)

Article Computer Science, Hardware & Architecture

SleepGuardian: An RF-Based Healthcare System Guarding Your Sleep from Afar

Yu Gu et al.

IEEE NETWORK (2020)

Article Chemistry, Multidisciplinary

Non-Contact Sensing Testbed for Post-Surgery Monitoring by Exploiting Artificial-Intelligence

Mohammed Ali Mohammed Al-hababi et al.

APPLIED SCIENCES-BASEL (2020)

Article Engineering, Electrical & Electronic

Resilient Respiration Rate Monitoring With Realtime Bimodal CSI Data

Xuyu Wang et al.

IEEE SENSORS JOURNAL (2020)

Article Computer Science, Information Systems

COVIDGR Dataset and COVID-SDNet Methodology for Predicting COVID-19 Based on Chest X-Ray Images

S. Tabik et al.

IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS (2020)

Article Computer Science, Information Systems

Discriminant Feature Extraction for Centrifugal Pump Fault Diagnosis

Zahoor Ahmad et al.

IEEE ACCESS (2020)

Article Engineering, Electrical & Electronic

S-Band Sensing-Based Motion Assessment Framework for Cerebellar Dysfunction Patients

Xiaodong Yang et al.

IEEE SENSORS JOURNAL (2019)

Article Engineering, Electrical & Electronic

Freezing of Gait Detection Considering Leaky Wave Cable

Xiaodong Yang et al.

IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION (2019)

Article Computer Science, Hardware & Architecture

Walls Have No Ears: A Non-Intrusive WiFi-Based User Identification System for Mobile Devices

Linsong Cheng et al.

IEEE-ACM TRANSACTIONS ON NETWORKING (2019)

Article Computer Science, Hardware & Architecture

An efficient monitoring of eclamptic seizures in wireless sensors networks

Daniyal Haider et al.

COMPUTERS & ELECTRICAL ENGINEERING (2019)

Article Automation & Control Systems

5G-Based User-Centric Sensing at C-Band

Xiaodong Yang et al.

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS (2019)

Article Computer Science, Hardware & Architecture

Wi-Run: Device-free step estimation system with commodity Wi-Fi

Meiguang Liu et al.

JOURNAL OF NETWORK AND COMPUTER APPLICATIONS (2019)

Article Engineering, Electrical & Electronic

Cognitive health care system and its application in pill-rolling assessment

Syed Aziz Shah et al.

INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS (2019)

Article Computer Science, Hardware & Architecture

Enabling Contactless Detection of Moving Humans with Dynamic Speeds Using CSI

Kun Qian et al.

ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS (2018)

Article Engineering, Aerospace

WiFi-Based Through-the-Wall Presence Detection of Stationary and Moving Humans Analyzing the Doppler Spectrum

Simone Di Domenico et al.

IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE (2018)

Article Green & Sustainable Science & Technology

An Experimental Channel Capacity Analysis of Cooperative Networks Using Universal Software Radio Peripheral (USRP)

Shujaat Ali Khan Tanoli et al.

SUSTAINABILITY (2018)

Article Telecommunications

Utilizing a 5G spectrum for health care to detect the tremors and breathing activity for multiple sclerosis

Daniyal Haider et al.

TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES (2018)

Article Computer Science, Information Systems

Monitoring Vital Signs and Postures During Sleep Using WiFi Signals

Jian Liu et al.

IEEE INTERNET OF THINGS JOURNAL (2018)

Article Engineering, Biomedical

Passive Radar for Opportunistic Monitoring in E-Health Applications

Wenda Li et al.

IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE (2018)

Article Chemistry, Multidisciplinary

Chronic Obstructive Pulmonary Disease Warning in the Approximate Ward Environment

Qing Zhang et al.

APPLIED SCIENCES-BASEL (2018)

Article Computer Science, Information Systems

Sensor Fault Classification Based on Support Vector Machine and Statistical Time-Domain Features

Sana Ullah Jan et al.

IEEE ACCESS (2017)

Article Engineering, Electrical & Electronic

Device-Free Radio Vision for Assisted Living Leveraging wireless channel quality information for human sensing

Stefano Savazzi et al.

IEEE SIGNAL PROCESSING MAGAZINE (2016)

Article Computer Science, Information Systems

We Can Hear You with Wi-Fi!

Guanhua Wang et al.

IEEE TRANSACTIONS ON MOBILE COMPUTING (2016)

Article Computer Science, Information Systems

WiGeR: WiFi-Based Gesture Recognition System

Mohammed Abdulaziz Aide Al-qaness et al.

ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION (2016)

Proceedings Paper Engineering, Electrical & Electronic

Non-Contact Breathing Detection Using Passive Radar

Wenda Li et al.

2016 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC) (2016)

Article Computer Science, Theory & Methods

From RSSI to CSI: Indoor Localization via Channel Response

Zheng Yang et al.

ACM COMPUTING SURVEYS (2013)