In-pixel AI for future tracking detectors
Description
This project explores novel AI-on-chip technology for intelligent detectors embedded with sensing technology
Detailed example
A recommendation of whether to save data based on AI classifier. Or, a fast inference of track parameters to be used for fast selection
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
b) Pilot – The use case has been deployed in a limited test or pilot capacity.
Expected benefit
AI algorithms are implemented in on-detector electronics in order to reduce data size and enable processing at high rates.
Audit / financial statement impact
The use case does not have an effect on civil rights/liberties/privacy, access to education/housing/insurance/credit/employment, access to critical government resources/services, human health/safety, critical infrastructure/public safety
Controls / human review
ATO: No; PIA: Not published
Data needed
Accelerator operations machine data