Drone & aircraft equipment health
Use battery, propulsion or vibration features to classify recorded operating states. Give maintenance and engineering teams the contributing signals behind an inspection priority.
THREE PRACTICAL STARTING POINTS
Make each measurement useful.
Satellite telemetry triage
Classify telemetry windows into defined system-state categories and attach the observed evidence. Help operators focus their review on the events that match their mission priorities.
Payload data & event prioritization
Classify prepared measurement records by quality or operational interest. Make the criteria behind a record’s priority available to the mission team and its data workflow.
A CLEAR DIRECTION FOR THE SECTOR
Public programmes show the need.
Onboard assessment, interpretable models and greater autonomy are already concrete research and engineering priorities.
WHY NEURYTIKA
An explained category. A practical integration.
ERC learns combinations of structured features associated with target classes. This provides an engineering basis for inspecting the evidence behind a classification and discussing it with domain experts.
Develop the model with representative historical data, then engineer and measure the inference integration on your chosen onboard computer. The pilot defines memory, processing time, interfaces and the operator’s use of each result.
Read the open-access ERC paper ↗YOUR EMBEDDED PILOT
From mission objective to target hardware.
Define the useful category
Choose one equipment state or event category, its user and the moment when the result is needed. Map sensors, prepared features and historical labels.
Evaluate on mission data
Compare the model with your current approach on reserved historical records. Review category quality, useful evidence and operational acceptance criteria with your engineers.
Integrate & measure onboard
Scope target-side inference, data interfaces and monitoring. Measure resource use and processing time on your selected computer, then define the validation and deployment plan for the intended function.
Aerospace experience. Explainable AI expertise.
Celeste EcoFlyers brings together aerospace projects and the development of Neurytika. Talk to the team about your drone, aircraft equipment or space-system monitoring project.
Tell us about your onboard project.
Share the equipment, the category you want to predict, available historical data and your target computer. We will shape a focused feasibility and integration proposal with your team.
Discuss scope & demonstration ↗