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 50 条
  • [1] On Threat Modeling and Mitigation of Medical Cyber-Physical Systems
    Almohri, Hussain
    Cheng, Long
    Yao, Danfeng
    Alemzadeh, Homa
    2017 IEEE/ACM SECOND INTERNATIONAL CONFERENCE ON CONNECTED HEALTH - APPLICATIONS, SYSTEMS AND ENGINEERING TECHNOLOGIES (CHASE), 2017, : 114 - 119
  • [2] Medical Cyber-Physical Systems
    Sokolsky, Oleg
    18TH IEEE INTERNATIONAL CONFERENCE AND WORKSHOPS ON ENGINEERING OF COMPUTER BASED SYSTEMS (ECBS 2011), 2011, : 2 - 2
  • [3] Modeling Cyber-Physical Systems
    Derler, Patricia
    Lee, Edward A.
    Vincentelli, Alberto Sangiovanni
    PROCEEDINGS OF THE IEEE, 2012, 100 (01) : 13 - 28
  • [4] Security of Medical Cyber-physical Systems: An Empirical Study on Imaging Devices
    Wang, Zhiqiang
    Ma, Pingchuan
    Zou, Xiaoxiang
    Zhang, Jianyi
    Yang, Tao
    IEEE INFOCOM 2020 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2020, : 997 - 1002
  • [5] Modeling and Integrating Physical Environment Assumptions in Medical Cyber-Physical System Design
    Fu, Zhicheng
    Guo, Chunhui
    Ren, Shangping
    Jiang, Yu
    Sha, Lui
    PROCEEDINGS OF THE 2017 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE), 2017, : 1615 - 1618
  • [6] Medical cyber-physical systems: A survey
    Nilanjan Dey
    Amira S. Ashour
    Fuqian Shi
    Simon James Fong
    João Manuel R. S. Tavares
    Journal of Medical Systems, 2018, 42
  • [7] Cyber-Physical Systems for Medical Applications
    Ivanov, Andre
    IEEE DESIGN & TEST, 2015, 32 (05) : 4 - 5
  • [8] Modeling and verification based on time automata for medical Cyber-Physical systems
    Tan, Pengliu, 1600, Universidad Central de Venezuela (55):
  • [9] Medical cyber-physical systems: A survey
    Dey, Nilanjan
    Ashour, Amira S.
    Shi, Fuqian
    Fong, Simon James
    Tavares, Joao Manuel R. S.
    JOURNAL OF MEDICAL SYSTEMS, 2018, 42 (04)
  • [10] From Validation of Medical Devices towards Validation of Adaptive Cyber-Physical Systems
    Tavcar, Joze
    Duhovnik, Joze
    Horvath, Imre
    JOURNAL OF INTEGRATED DESIGN & PROCESS SCIENCE, 2019, 23 (01) : 37 - 59