The Challenge of Lockstep Safety Mechanisms – Analyzing Failures Due to Random Hardware Faults

Introduction

In the world of safety-critical systems, ensuring reliability and fault tolerance is crucial. One such safety mechanism used widely is the lockstep mechanism, where two identical processing units run in parallel and compare their outputs. This redundancy helps catch discrepancies that could signal hardware faults, ensuring that the system operates reliably. However, even the most robust systems, like lockstep mechanisms, are not immune to random hardware failures. In this blog, we will explore the potential causes of failure for the lockstep mechanism due to random hardware faults and the critical need to address these vulnerabilities.

How Can Lockstep Mechanisms Fail?

The lockstep safety mechanism is designed to enhance system reliability by comparing the outputs of two processing units. While this system improves fault tolerance, it is not foolproof. There are several failure modes related to random hardware faults that could compromise the lockstep mechanism’s integrity:

  1. Random Hardware Faults in Comparison Logic
    Even though two processing units are running in parallel, the comparison logic responsible for detecting discrepancies could itself fail due to random hardware faults. A soft error (bit flip), for example, could corrupt the comparison logic, making it incapable of correctly comparing the outputs of the two units. This could lead to missed fault detection and potentially catastrophic outcomes.
  2. Simultaneous Failure of Both Units
    One of the fundamental principles of the lockstep mechanism is the independence of the two processing units. However, common-mode faults—such as shared power supply issues or a failure in the interconnect—could cause both units to fail simultaneously in the same manner. This would prevent the lockstep mechanism from detecting any discrepancies between the two units, rendering the system unable to identify a failure.
  3. Faults in Synchronization Mechanism
    Lockstep systems depend heavily on synchronization between the two units. If there is a fault in the synchronization logic, such as timing errors or glitches, the comparison logic might receive misaligned data from the two processing units. This could lead to incorrect comparisons, causing false positives or missed errors.
  4. Environmental Factors
    External environmental factors, such as electromagnetic interference (EMI) or radiation, can also affect lockstep systems. If both units are exposed to the same environmental stressors, it is possible that both could experience similar malfunctions, causing identical erroneous outputs. In such cases, the lockstep mechanism would fail to detect the failure, leaving the system vulnerable to errors.

Conclusion

While lockstep mechanisms provide significant safety advantages by ensuring fault tolerance, they are not invulnerable to random hardware failures. The risks of simultaneous unit failures, faults in comparison logic, synchronization issues, and external factors all pose challenges to the effectiveness of lockstep mechanisms in safety-critical systems. Identifying these potential failure modes is the first step toward improving the reliability of lockstep safety mechanisms and ensuring that safety systems continue to operate correctly, even in the presence of random faults.