Cyber-Physical Modeling of Implantable Cardiac Medical Devices

被引:101
作者
Jiang, Zhihao [1 ]
Pajic, Miroslav [1 ]
Mangharam, Rahul [1 ]
机构
[1] Univ Penn, Dept Elect & Syst Engn, Philadelphia, PA 19104 USA
基金
美国国家科学基金会;
关键词
Cyber-physical systems; medical devices; real-time systems; validation; COMPUTER-MODEL; CYCLE LENGTH; PROPAGATION;
D O I
10.1109/JPROC.2011.2161241
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The design of bug-free and safe medical device software is challenging, especially in complex implantable devices that control and actuate organs in unanticipated contexts. Safety recalls of pacemakers and implantable cardioverter defibrillators between 1990 and 2000 affected over 600 000 devices. Of these, 200 000 or 41% were due to firmware issues and their effect continues to increase in frequency. There is currently no formal methodology or open experimental platform to test and verify the correct operation of medical device software within the closed-loop context of the patient. To this effect, a real-time virtual heart model (VHM) has been developed to model the electrophysiological operation of the functioning and malfunctioning (i.e., during arrhythmia) heart. By extracting the timing properties of the heart and pacemaker device, we present a methodology to construct a timed-automata model for functional and formal testing and verification of the closed-loop system. The VHM's capability of generating clinically relevant response has been validated for a variety of common arrhythmias. Based on a set of requirements, we describe a closed-loop testing environment that allows for interactive and physiologically relevant model-based test generation for basic pacemaker device operations such as maintaining the heart rate, atrial-ventricle synchrony, and complex conditions such as pacemaker-mediated tachycardia. This system is a step toward a testing and verification approach for medical cyber-physical systems with the patient in the loop.
引用
收藏
页码:122 / 137
页数:16
相关论文
共 54 条
  • [1] PROPAGATION OF DEPOLARIZATION AND REPOLARIZATION PROCESSES IN THE MYOCARDIUM - AN ANISOTROPIC MODEL
    ADAM, DR
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1991, 38 (02) : 133 - 141
  • [2] A simple two-variable model of cardiac excitation
    Aliev, RR
    Panfilov, AV
    [J]. CHAOS SOLITONS & FRACTALS, 1996, 7 (03) : 293 - 301
  • [3] A THEORY OF TIMED AUTOMATA
    ALUR, R
    DILL, DL
    [J]. THEORETICAL COMPUTER SCIENCE, 1994, 126 (02) : 183 - 235
  • [4] Formal specifications and analysis of the computer-assisted resuscitation algorithm (CARA) Infusion Pump Control System
    Alur R.
    Arney D.
    Gunter E.L.
    Lee I.
    Lee J.
    Nam W.
    Pearce F.
    Van Albert S.
    Zhou J.
    [J]. International Journal on Software Tools for Technology Transfer, 2004, 5 (4) : 308 - 319
  • [5] Alur Rajeev., 2008, EMSOFT 08, P89, DOI [10.1145/1450058.1450071, DOI 10.1145/1450058.1450071]
  • [6] [Anonymous], 2007, PACEMAKER SYST SPEC
  • [7] [Anonymous], LIST DEV REC
  • [8] ARNEY D, 2010, P ACM IEEE INT C CYB, P33
  • [9] Formal Methods Based Development of a PCA Infusion Pump Reference Model: Generic Infusion Pump (GIP) Project
    Arney, David
    Jetley, Raoul
    Jones, Paul
    Lee, Insup
    Sokolsky, Oleg
    [J]. 2007 JOINT WORKSHOP ON HIGH CONFIDENCE MEDICAL DEVICES, SOFTWARE AND SYSTEMS AND MEDICAL DEVICE PLUG-AND PLAY INTEROPERABILITY, 2007, : 23 - +
  • [10] A MODEL STUDY OF CHANGES IN EXCITABILITY OF VENTRICULAR MUSCLE-CELLS - INHIBITION, FACILITATION, AND HYSTERESIS
    BEAUMONT, J
    MICHAELS, DC
    DELMAR, M
    DAVIDENKO, J
    JALIFE, J
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY, 1995, 268 (03): : H1181 - H1194