Pileup Mitigation with Machine Learning (PUMML)

Pileup Mitigation with Machine Learning (PUMML)

Pileup involves the contamination of the energy distribution arising from the primary collision of interest (leading vertex) by radiation from soft collisions (pileup). We develop a new technique for removing this contamination using machine learning and convolutional neural networks. The network ta...

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Bibliographic Details
Main Authors: Nachman, Benjamin, Schwartz, Matthew D., Komiske, Patrick T., Metodiev, Eric Mario
Other Authors: Massachusetts Institute of Technology. Department of Physics
Format: Article
Language:English
Published: Springer Berlin Heidelberg 2018
Online Access:http://hdl.handle.net/1721.1/113351

Internet

http://hdl.handle.net/1721.1/113351

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