Title :
Behavior Rule Specification-Based Intrusion Detection for Safety Critical Medical Cyber Physical Systems
Author :
Mitchell, Robert ; Chen, Ing-Ray
Author_Institution :
Dept. of Comput. Sci., Virginia Polytech. Inst. & State Univ., Falls Church, VA, USA
Abstract :
We propose and analyze a behavior-rule specification-based technique for intrusion detection of medical devices embedded in a medical cyber physical system (MCPS) in which the patient´s safety is of the utmost importance. We propose a methodology to transform behavior rules to a state machine, so that a device that is being monitored for its behavior can easily be checked against the transformed state machine for deviation from its behavior specification. Using vital sign monitor medical devices as an example, we demonstrate that our intrusion detection technique can effectively trade false positives off for a high detection probability to cope with more sophisticated and hidden attackers to support ultra safe and secure MCPS applications. Moreover, through a comparative analysis, we demonstrate that our behavior-rule specification-based IDS technique outperforms two existing anomaly-based techniques for detecting abnormal patient behaviors in pervasive healthcare applications.
Keywords :
health care; medical computing; safety-critical software; security of data; IDS technique; MCPS; abnormal patient behavior detection; anomaly-based technique; behavior rule specification-based intrusion detection; medical devices; patient safety; pervasive healthcare application; safety critical medical cyber physical systems; state machine; Behavioral science; Biomedical monitoring; Intrusion detection; Monitoring; Peer-to-peer computing; Principal component analysis; Temperature measurement; Temperature sensors; Intrusion detection; healthcare; medical cyber physical systems; safety; security; sensor actuator networks;
Journal_Title :
Dependable and Secure Computing, IEEE Transactions on
DOI :
10.1109/TDSC.2014.2312327