3–9 Sept 2023
Hilton of the Americas, 1600 Lamar, Houston, Texas, 77010, USA
US/Central timezone

sPHENIX MVTX Pixel Detector Internal Alignment with AI-ML Approach

5 Sept 2023, 17:30
2h 10m
Grand Ballroom, 4th floor ( Hilton of the Americas)

Grand Ballroom, 4th floor

Hilton of the Americas

Poster Future facilities/detectors Poster Session

Speaker

Jaehyun Kim (Yonsei University (KR))

Description

The sPHENIX experiment has achieved a major milestone with the construction and installation of the cutting-edge three-layer Monolithic-Active-Pixel-Sensor (MAPS) based VerTeX detector (MVTX) in April 2023, in preparation for first beam in Spring 2023. The MVTX is the innermost tracking detector, boasting a spatial resolution of 5 $\mu$m and covering 2.5-4.0 cm radially, and a pseudorapidity range of $|\eta|$ <2. With 432 ALPIDE sensors, each containing approximately 0.5M 27 $\mu$m x 29 $\mu$m pixels in an area of 1.5cm x 3.0cm, determining the position of each pixel in the sPHENIX global coordinate system presents a significant challenge. Our first step is to establish the relative position of each sensor in the local MVTX coordinates with an accuracy of better than 5 $\mu$m. To this end, we have developed an AI-ML-based approach to determine the deviations of each sensor's position and orientation from the ideal geometry (dx, dy, dz) in translation and (d$\alpha$, d$\beta$, d$\gamma$) in rotation. In this presentation, we will showcase the status of the MVTX detector's internal alignment based on first-year commissioning data, and discuss its impact on heavy flavor measurements

Category Experiment

Primary author

Jaehyun Kim (Yonsei University (KR))

Presentation materials