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Security Challenges Toward In-Sensor Computing Systems.

Mashrafi Kajol1, Nishanth Chennagouni1, Wei Lu2

  • 1Electrical and Computer Engineering, University of New Hampshire, Durham, NH, USA.

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Summary
This summary is machine-generated.

In-Sensor Computing (ISC) systems offer energy savings but introduce unique hardware security challenges. This study analyzes ISC vulnerabilities and proposes new defense strategies against emerging threats.

Keywords:
In-sensor computingPDK attackcovert channel attackfault attackhardware securityprivacy

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Area of Science:

  • Computer Science
  • Electrical Engineering
  • Hardware Security

Background:

  • In-Sensor Computing (ISC) systems are gaining traction for energy efficiency by performing computation within sensors.
  • The compact nature of ISC systems presents novel hardware security challenges distinct from traditional computing architectures.
  • Existing research lacks a comprehensive comparison of security vulnerabilities between traditional sensor systems and emerging ISC paradigms.

Purpose of the Study:

  • To conduct a literature review on the research trends in In-Sensor Computing hardware security.
  • To comprehensively analyze the root causes of security challenges in ISC systems.
  • To identify and predict new attack scenarios and vulnerabilities across different ISC system levels.

Main Methods:

  • Literature review to identify research trends in ISC hardware security.
  • Comparative analysis of security challenges in traditional versus ISC systems.
  • Analysis of ISC design phases to pinpoint vulnerabilities and attack surfaces.
  • Prediction of new attack scenarios at board-, chip-, and device-levels.
  • Development of three proof-of-concept demonstrations for attack consequence visualization.

Main Results:

  • Identified significant vulnerabilities and attack surfaces within ISC design phases.
  • Predicted novel attack scenarios applicable to board-, chip-, and device-level ISC systems.
  • Demonstrated the tangible consequences of hardware security attacks on ISC systems through proof-of-concept examples.

Conclusions:

  • ISC systems introduce unique and urgent hardware security threats that require immediate attention.
  • Sophisticated defense mechanisms are necessary to mitigate the identified vulnerabilities in ISC systems.
  • This research inspires the development of novel countermeasures tailored to the specific hardware security challenges of ISC.