Project ideas from Hacker News discussions.

Airbus A320 – intense solar radiation may corrupt data critical for flight

📝 Discussion Summary (Click to expand)

The discussion revolves around an incident that led to the grounding of Airbus A320neo aircraft. Three prominent themes emerged from the user opinions:

1. Probable Cause: Suspected Solar Radiation/Cosmic Ray Effects

A significant thread of discussion centered on attributing the flight control issue to external radiation events, possibly Single Event Upsets (SEUs) affecting the electronics. Users actively debated the nature of the radiation and its ability to cause hardware faults.

  • Supporting Quotation: One user noted the context of current solar activity: > "Asdefghyk: High flying aircraft more likely to suffer increased radiation caused by 11 year peak sunspot cycle . such aircraft should be using "radiation hardened electronics" , somewhat like spacecraft use..."

2. Reliance on and Failure of Redundancy and Mitigation Techniques

Users frequently compared the incident to established aerospace practices for handling hardware faults, heavily referencing concepts like Triple Modular Redundancy (TMR) and Error Detection and Correction (EDAC/ECC). The core concern was why existing redundancy mechanisms failed to prevent a failure stemming from a suspected bit-flip.

  • Supporting Quotation: A user discussed the general state of mitigation: > "anonymousiam: proper SEU mitigation goes far beyond ECC. Satellites fly higher than the A320, and they (at least the ones I know about) use Triple Modular Redundancy..."

3. Certifications, Incremental Upgrades, and the Cost of Change

There was extensive debate on why modern/recalled aircraft might utilize flight control computers based on older technology (pre-2002 designs) and how stringent regulatory certification processes incentivize incremental updates over radical overhauls, even when new hardware options with better protection (like ECC memory) exist.

  • Supporting Quotation: This theme was summarized by a user explaining the inertia in hardware updates: > "hylaride: From a pure safety point of view, it's easier to deal with older, but well-understood products, only updating them if it's an actual safety issue. The alternative is having to deal with many generations of tech, as well as permutations with other components, that could get infinitely complicated. On top of that, it's extremely time consuming and expensive to certify new components."

🚀 Project Ideas

Hardware Resilience Auditor (HRA)

Summary

  • A tool designed to help developers and architects understand the SEU (Single Event Upset) resilience profile of their proposed or existing critical hardware/software designs (especially those using commercial off-the-shelf MCUs).
  • Core value proposition: Quantify the risk associated with atmospheric radiation effects (like those experienced by the aircraft) based on component specifications and architectural redundancy patterns (TMR, ECC usage).

Details

Key Value
Target Audience Embedded systems architects, safety-critical software developers (Automotive, Avionics, Medical Device).
Core Feature Input hardware component datasheet parameters (feature size, core type, ECC coverage) and architectural schema (voting logic, redundancy level). Output derived Mean Time Between Unrecoverable Failure (MTBUF) relative to known space weather data (e.g., CREME96 models or NOAA storm predictions).
Tech Stack Python/Rust backend for simulation/modeling, interactive Web Frontend (React/Vue). Needs large database of component-specific SEU cross-sections (derived from vendor data or literature).
Difficulty High
Monetization Hobby

Notes

  • Commenters explicitly discussed the lack of ECC on certain chips ("This does not have EDAC.") and the desirability of triple redundant microcontrollers ("somebody should design a triple redundant microcontroller"). HRA formalizes this analysis, moving it from qualitative discussion to quantifiable metrics for design decisions.
  • Directly addresses the debate about why ECC/TMR is necessary, allowing developers to justify component choices against real-world radiation models mentioned in the thread (solar radiation, cosmic rays).

Firmware Rollback & Validation Service (FRVS)

Summary

  • A secure, standardized service for managing and deploying verified firmware/software updates for aviation and high-reliability embedded systems, specifically enabling safe, rapid rollback to previous known-good states.
  • Core value proposition: Minimize operational disruptions and reputational damage (like the A320 grounding) by providing an auditable, rapid mechanism to revert unsafe updates.

Details

Key Value
Target Audience Airline fleet maintenance managers, Avionics software integrity teams, Embedded systems manufacturers.
Core Feature Immutable ledger tracking all deployed ELAC/FCPC firmware versions. Automated pre-flight health checks that validate critical system responses against a firmware-specific signature/test suite, immediately flagging if a newly applied update fails these checks (even if the failure mode is non-obvious, like one mentioned in the discussion).
Tech Stack Backend utilizing a secure ledger technology (e.g., Hyperledger Fabric or distributed Git repository) for version control; lightweight agents on the line-replaceable units (LRUs) for secure download and pre-validation scripts (C/C++).
Difficulty Medium
Monetization Hobby

Notes

  • The current situation involved rolling back software ("The fix is to downgrade..."). FRVS institutionalizes this workaround into a professional service, making firmware management less reactive and more traceable.
  • Addresses user concern about rushed fixes: "nothing worse than rushing a fix in production - only to find out the fix has caused more damage." FRVS imposes structured testing phases around the rollback/update cycle.

Flight Event Corroboration Dashboard (FECD)

Summary

  • A diagnostic visualization tool that correlates hardware-event logs (like ADIRU data spikes) with environmental data (geomagnetic indices, altitude, time-of-day) to help engineers diagnose transient faults.
  • Core value proposition: Provide context for intermittent failures (like bit-flips) by overlaying internal system logs directly onto relevant external environmental conditions, cutting down on "blaming neutrinos" versus blaming application code.

Details

Key Value
Target Audience Aviation accident investigators, maintenance engineers performing forensics on transient avionics failures, hardware/software safety teams.
Core Feature Ingest and timeline-align Flight Data Recorder (FDR) segments (e.g., AOA data, sensor voting status) with historical/real-time NOAA space weather data (Kp-index, solar wind velocity) for the precise flight path.
Tech Stack Time-series database (InfluxDB/TimescaleDB) for log storage; visualization layer in Grafana or custom D3.js application. Requires robust data ingestion pipeline for disparate log formats.
Difficulty Medium
Monetization Hobby

Notes

  • Directly addresses the diagnostic challenge: "how would you realize that's what triggered an error?" Users were confused about whether the issue was solar radiation or bad code. FECD provides the data visualization necessary to make that link, referencing the explicit mention of the Kp index ("The Planetary K-index was at 5").
  • Turns abstract concepts like "cosmic rays" into actionable visual evidence linked to operational data.