DocumentCode
3438471
Title
Resiliency analysis and modeling for real-time cardiovascular diagnostic devices
Author
Ledesma, R. ; Zhanpeng Jin
Author_Institution
Dept. of Electr. & Comput. Eng., State Univ. of New York at Binghamton, Binghamton, NY, USA
fYear
2012
fDate
1-1 Dec. 2012
Firstpage
1
Lastpage
6
Abstract
To address the increasing severe challenges with regard to the reliability of medical devices, in this study we propose to investigate the resilience and vulnerability of cardiovascular diagnostic devices as a case study, by using a formal fault injection approach. We develop a generalized model of the ECG-based heart disease detection system using MATLAB/Simulink, which consists of heartbeat detection and classification. Furthermore, we propose a configurable fault generator (FG) to emulate a wide variety of accidential faults occuring within the developed system, to help us explore and understand the most critical data-paths and processing modules, where any faults or unexpected perturbations will cause dramatic impacts on the system accuracy and performance, or even result in system crash in real case.
Keywords
biomedical equipment; cardiovascular system; diseases; electrocardiography; mathematics computing; medical signal processing; patient diagnosis; perturbation theory; signal classification; ECG-based heart disease detection system; MATLAB-Simulink; accidential faults; configurable fault generator; critical datapaths; formal fault injection approach; heartbeat classification; heartbeat detection; medical device reliability; processing modules; real-time cardiovascular diagnostic devices; resiliency analysis; resiliency modeling; system accuracy; system crash; system performance; unexpected perturbations; Accuracy; Artificial neural networks; Generators; Heart beat; Mathematical model; Medical diagnostic imaging; Monitoring;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing in Medicine and Biology Symposium (SPMB), 2012 IEEE
Conference_Location
New York, NY
Print_ISBN
978-1-4673-5665-7
Type
conf
DOI
10.1109/SPMB.2012.6469456
Filename
6469456
Link To Document