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Since edm4hep has no jet-specific data type (e.g. see the discussions here and here), we opted to use edm4eic::ReconstructedParticle to hold the jet kinematic information when implementing jet reconstruction in EICrecon. This has obvious shortcomings:
Jets are extended objects (have an area), and there are no fields reflecting this in ReconstructedParticle;
Jets also necessarily pick up background, which is also not reflected in ReconstructedParticle;
And this also introduces conceptual confusion: while there is a correspondence between jets and the partons that produce them, it's not necessarily one-to-one, and concepts like "jet charge" carry meanings distinct from their particle counterparts.
Describe the solution you'd like
The FastJet PseudoJet provides a very nice starting point. A possible way something similar could be implemented in our data model is like so:
edm4eic::Jet:
Description: "A reconstructed jet, inspired by the FastJet PseudoJet"
Author: "Joan Jet"
Members:
- uint32_t nCst // number of constituents in jet
- float area // jet area [sr]
- float energy // jet energy [GeV]
- float bkgdEnergy // background energy density * area [GeV]
- edm4hep::Vector3f momentum // jet 3-momentum [GeV]
OneToManyRelations:
- edm4eic::Jet jets // jets that have been combined to form this jet
- edm4eic::ReconstructedParticle constituents // constituents of the jets
Note that there are a couple of intentional design choices here:
Constituents are constrained to be reconstructed particles only;
And while access to the constituents is preserved through the one-to-many relations, there are no fields for jet substructure/shapes like zg or ptD.
The former point places jet reconstruction at the very end of our reconstruction workflow; and the latter point is due to the fact that quantities like zg are often highly analysis-dependent, are frequently algorithmically complex, and there are a lot of them. Personally, my opinion is that these would be better served as functions of jets that users could call during downstream analysis.
Also note that the jets one-to-many relation could be used to indicate things like sub-jets.
Describe alternatives you've considered
An alternative approach could be to design a "jet information" type that runs parallel to the jets and stores all of the information not captured by ReconstructedParticle.
The text was updated successfully, but these errors were encountered:
Looks good to me. Please don't use abbreviations (nCst, bkgd). We don't need to store number of constituents separately, as we know the size of OneToMany relations.
Since
edm4hep
has no jet-specific data type (e.g. see the discussions here and here), we opted to useedm4eic::ReconstructedParticle
to hold the jet kinematic information when implementing jet reconstruction in EICrecon. This has obvious shortcomings:ReconstructedParticle
;ReconstructedParticle
;Describe the solution you'd like
The FastJet PseudoJet provides a very nice starting point. A possible way something similar could be implemented in our data model is like so:
Note that there are a couple of intentional design choices here:
zg
orptD
.The former point places jet reconstruction at the very end of our reconstruction workflow; and the latter point is due to the fact that quantities like
zg
are often highly analysis-dependent, are frequently algorithmically complex, and there are a lot of them. Personally, my opinion is that these would be better served as functions of jets that users could call during downstream analysis.Also note that the
jets
one-to-many relation could be used to indicate things like sub-jets.Describe alternatives you've considered
An alternative approach could be to design a "jet information" type that runs parallel to the jets and stores all of the information not captured by
ReconstructedParticle
.The text was updated successfully, but these errors were encountered: