Recursive Soft Drop

We introduce a new jet substructure technique called Recursive Soft Drop, which generalizes the Soft Drop algorithm to have multiple grooming layers. Like the original Soft Drop method, this new recursive variant traverses a jet clustering tree to remove soft wide-angle contamination. By enforcing t...

Full description

Bibliographic Details
Main Authors: Necib, Lina, Soyez, Gregory, Dreyer, Frederic, Thaler, Jesse
Other Authors: Massachusetts Institute of Technology. Department of Physics
Format: Article
Language:English
Published: Springer Berlin Heidelberg 2018
Online Access:http://hdl.handle.net/1721.1/116608
https://orcid.org/0000-0002-2406-8160
_version_ 1826200471478468608
author Necib, Lina
Soyez, Gregory
Dreyer, Frederic
Thaler, Jesse
author2 Massachusetts Institute of Technology. Department of Physics
author_facet Massachusetts Institute of Technology. Department of Physics
Necib, Lina
Soyez, Gregory
Dreyer, Frederic
Thaler, Jesse
author_sort Necib, Lina
collection MIT
description We introduce a new jet substructure technique called Recursive Soft Drop, which generalizes the Soft Drop algorithm to have multiple grooming layers. Like the original Soft Drop method, this new recursive variant traverses a jet clustering tree to remove soft wide-angle contamination. By enforcing the Soft Drop condition N times, Recursive Soft Drop improves the jet mass resolution for boosted hadronic objects like W bosons, top quarks, and Higgs bosons. We further show that this improvement in mass resolution persists when including the effects of pileup, up to large pileup multiplicities. In the limit that N goes to infinity, the resulting groomed jets formally have zero catchment area. As an alternative approach, we present a bottom-up version of Recursive Soft Drop which, in its local form, is similar to Recursive Soft Drop and which, in its global form, can be used to perform event-wide grooming.
first_indexed 2024-09-23T11:37:00Z
format Article
id mit-1721.1/116608
institution Massachusetts Institute of Technology
language English
last_indexed 2024-09-23T11:37:00Z
publishDate 2018
publisher Springer Berlin Heidelberg
record_format dspace
spelling mit-1721.1/1166082022-09-27T20:47:38Z Recursive Soft Drop Necib, Lina Soyez, Gregory Dreyer, Frederic Thaler, Jesse Massachusetts Institute of Technology. Department of Physics Dreyer, Frederic Thaler, Jesse We introduce a new jet substructure technique called Recursive Soft Drop, which generalizes the Soft Drop algorithm to have multiple grooming layers. Like the original Soft Drop method, this new recursive variant traverses a jet clustering tree to remove soft wide-angle contamination. By enforcing the Soft Drop condition N times, Recursive Soft Drop improves the jet mass resolution for boosted hadronic objects like W bosons, top quarks, and Higgs bosons. We further show that this improvement in mass resolution persists when including the effects of pileup, up to large pileup multiplicities. In the limit that N goes to infinity, the resulting groomed jets formally have zero catchment area. As an alternative approach, we present a bottom-up version of Recursive Soft Drop which, in its local form, is similar to Recursive Soft Drop and which, in its global form, can be used to perform event-wide grooming. Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (Grant P2SKP2-165039) United States. Department of Energy. Office of High Energy and Nuclear Physics (Grant DE-SC0012567) 2018-06-26T14:17:57Z 2018-06-26T14:17:57Z 2018-06 2018-04 2018-06-22T03:56:06Z Article http://purl.org/eprint/type/JournalArticle 1029-8479 http://hdl.handle.net/1721.1/116608 Dreyer, Frédéric A., et al. “Recursive Soft Drop.” Journal of High Energy Physics, vol. 2018, no. 6, June 2018. https://orcid.org/0000-0002-2406-8160 en https://doi.org/10.1007/JHEP06(2018)093 Journal of High Energy Physics Creative Commons Attribution http://creativecommons.org/licenses/by/4.0/ The Author(s) application/pdf Springer Berlin Heidelberg Springer Berlin Heidelberg
spellingShingle Necib, Lina
Soyez, Gregory
Dreyer, Frederic
Thaler, Jesse
Recursive Soft Drop
title Recursive Soft Drop
title_full Recursive Soft Drop
title_fullStr Recursive Soft Drop
title_full_unstemmed Recursive Soft Drop
title_short Recursive Soft Drop
title_sort recursive soft drop
url http://hdl.handle.net/1721.1/116608
https://orcid.org/0000-0002-2406-8160
work_keys_str_mv AT neciblina recursivesoftdrop
AT soyezgregory recursivesoftdrop
AT dreyerfrederic recursivesoftdrop
AT thalerjesse recursivesoftdrop