- atrial fibrillation,
- a convolutional neural network,
- the artificial intelligence of things,
- wearable device,
- cloud server
- User interfaces,
- Classification algorithms,
- Signal processing algorithms,
- Artificial intelligence,
- Cloud computing
Arrhythmia is a leading cause of heart disorder. It can be divided into three categories: premature heartbeat, tachycardia, and bradycardia. Although most arrhythmias do not present immediate risk and usually happen in our daily life, atrial fibrillation is the main cause of acute stroke, and ventricular tachycardia is the leading cause of shock or sudden cardiac disease.
This study proposes a complete AIoT system platform, which is an integrated health-care system, including hardware, software, and a cloud database, and is expected to enhance health. The AI-based algorithm for arrhythmia classification, which takes professional cardiologist’s advice as a reference, has a simpler data pre-processing progress and a suitable identification pattern compared with other algorithms. However, to overcome the problems from individual differences and enhance the model’s tolerance, more data are needed from different clinical individuals, which can be used to train the model and further modify the pre-processing function. In addition, this work takes single-lead ECG as the measurement, which means it cannot analyze some types of arrhythmia. In the future, this work hopes to improve the model as simple as possible to realize the AI-based algorithms on-chip. The prospect is to reach a real AIoT-based system for cardiac disease detection and broadcast health care to every individual.
The Kavian Scientific Research Association (KSRA) is a non-profit research organization to provide research / educational services in December 2013. The members of the community had formed a virtual group on the Viber social network. The core of the Kavian Scientific Association was formed with these members as founders. These individuals, led by Professor Siavosh Kaviani, decided to launch a scientific / research association with an emphasis on education.
KSRA research association, as a non-profit research firm, is committed to providing research services in the field of knowledge. The main beneficiaries of this association are public or private knowledge-based companies, students, researchers, researchers, professors, universities, and industrial and semi-industrial centers around the world.
Our main services Based on Education for all Spectrum people in the world. We want to make an integration between researches and educations. We believe education is the main right of Human beings. So our services should be concentrated on inclusive education.
The KSRA team partners with local under-served communities around the world to improve the access to and quality of knowledge based on education, amplify and augment learning programs where they exist, and create new opportunities for e-learning where traditional education systems are lacking or non-existent.
FULL Paper PDF file:lin2019
Artificial Intelligence of Things Wearable System for Cardiac Disease Detection,
2019 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), Hsinchu, Taiwan, 2019, pp. 67-70