Speaker
Ben Carlson
(Westmont College)
Description
We present a method to suppress pileup and calibrate hadronic jet energy at L1 triggers using boosted decision trees for regression and classification. The fwX platform is used for implementation of BDTs on FPGA within the necessary timing and resource constraints. The in-situ pileup suppression can improve trigger performance in the high pileup environment of the HL-LHC.
Author
Ben Carlson
(Westmont College)
Co-authors
Stephen Roche
(University of Pittsburgh)
Tae Min Hong
(University of Pittsburgh (US))