Week 5 – Tightening cuts, first BSM point, and a dark matter detour

Week 5 was a mix of making the ZH selection more realistic, trying out the first non-zero Wilson coefficients, and going down a dark matter rabbit hole in lectures.


Monday 27th October — Dark matter and “scintillates like a pig”

This Monday’s DM lecture was a nice change of pace from fighting with Herwig cards.

We went through the usual story: dark matter shows up in galaxy rotation curves, lensing, CMB and so on, but has never been directly detected. The three fronts are:

  • direct detection in underground detectors,
  • indirect detection via decay or annihilation products,
  • and collider production (where my project sits).

The fun part was going through detector technologies:

  • Liquid xenon and argon experiments (LZ, DarkSide, DEAP), with the classic two-phase design: S1 prompt light, then drifting electrons up to create S2, so you get both timing and position information. Liquid xenon “scintillates like a pig”, apparently.
  • Solid detectors with crystals like germanium or tellurium, reading out phonons and light with transition edge sensors and SQUIDs.
  • Gaseous detectors with beautiful track information but tiny target mass.

We also talked about backgrounds: uranium and thorium chains, radon (the worst), neutrons from (alpha, n) reactions, and cosmic-ray activation of cavern rock. The overall message: even before you see any DM, the detector is already busy with the Standard Model.

It is nice to see how all this links back to collider searches: they are all poking at the same question from different angles.


Z pT cuts in Herwig – focusing on the boosted regime

Back to the project.

To move closer to the phase space where my boosted Higgs tagger is relevant, I started applying generator-level cuts on the Z transverse momentum in Herwig:

  • set /Herwig/Cuts/JetKtCut:MinKT 150*GeV
  • set /Herwig/Cuts/JetZ0Cut:MinKT 150*GeV

Effect:

  • The inclusive ZH cross section dropped sharply after these cuts, which is exactly what should happen if I insist on high-pT Z bosons.
  • MadGraph and Herwig agreed on the new, smaller cross sections to within statistical errors.

I also looked at a more aggressive Z pT cut around 400 GeV. Again, the pattern was consistent: both generators see a big suppression, landing around the 10^-2 pb level at 85 TeV. This is the region where the Higgs is so boosted that it really looks like a single fat jet, which is what my Rivet routine is designed to tag.


First BSM benchmark: switching on cH, cHW, cHB

With the SM baseline in good shape, I tried the first “toy” BSM point in HEL:

  • cH = 0.2
  • cHW = 0.1
  • cHB = 0.1

at 85 TeV.

This is not meant to be realistic; the aim is just to test that the UFO model and Herwig can cope with non-zero coefficients.

Results:

  • The SM / coefficient-zero cross section at 85 TeV is around 5–6 pb.
  • For the BSM point above, MadGraph gave roughly 197 pb and Herwig about 205 pb.

So turning on these operators boosts the ZH rate by a large factor, and both generators see the same effect. That gives me confidence that the HEL implementation works not just in the SM limit but also in a non-trivial BSM point. It is now safe to start thinking about scanning over a grid of coefficients.


Rivet routine and cut-flow – now with proper numbers

On the analysis side, this week was about running larger event samples through the Rivet routine and checking that the cut-flow makes sense.

The event is kept only if:

  • the missing energy is above a set threshold,
  • the leading big jet passes basic pT and eta cuts,
  • the jet contains b-hadrons (so it looks like it came from H -> bb),
  • the jet mass is close to the Higgs mass window, around 115–140 GeV,
  • and the ratio of jet pT to MET sits within a loose range (roughly 0.8–1.2).

From the Herwig logs I can now read off:

  • how many events pass the MET cut,
  • how many survive the fat-jet and b-tagging requirements,
  • how many end up as tagged Higgs candidates after the mass window.

It is still early days, but at least the numbers are stable and the efficiencies are in a sensible ballpark.


Small quality-of-life improvements

To stop myself from re-typing the same commands all week, I also:

  • set up some bash aliases for quicker logins to the cluster,
  • wrote a simple Herwig qsub script for batch jobs,
  • and cleaned up the directory structure a bit so different runs (SM vs BSM, different cuts) are easier to track.

Not very exciting, but future-me will probably be grateful.


Friday 31st Oct UCL ATLAS meeting and Spooky Halloween 👻:

ATLAS weekly overview and Alex gave a talk on Global Trigger.

I finished the week in a more human part of particle physics: the Friday UCL ATLAS meeting.

We had the usual round of ATLAS news, this time presented via a collaboration-wide slide set. It is a good reminder that behind all the plots and cross sections there is a very large organisation that someone actually has to run.

The slide was essentially collaboration politics in bullet-point form: endorsement of new committee chairs and co-ordinators, a list of open roles, and a long list of institutes joining ATLAS. One highlight for UCL was seeing Jon Butterworth’s name on the screen as Outreach and Education Co-Coordinator for ATLAS from 2026 to 2028. It is slightly surreal to sit in a small meeting room in Gower Street and watch your project supervisor’s name come up on a collaboration slide that represents thousands of physicists.

There was also a parade of open positions: computing co-coordinator, data preparation, trigger, physics co-coordinators, publications, early-career boards, diversity and inclusion roles, and so on. It is a good snapshot of how much invisible work goes into keeping a big experiment alive: software, calibration, documentation, outreach, internal review. All of that has to function before anyone can claim a fancy physics result.

For me, as a student just starting to work on a relatively narrow FCC study, it is a useful reality check. The analysis I am developing now sits at the end of a chain that, in ATLAS, is supported by an entire ecosystem of people in roles like the ones on that slide. If I do end up in this world long-term, at some point I will need to contribute on that side as well, not just in analysis code.

Week 5 in one line

The project finally feels like a pipeline: SM and BSM ZH samples with realistic pT cuts, a working Rivet routine with a clear cut-flow, and a better understanding of where dark matter fits into the bigger picture.

PS: By FAR the cooliest Halloween custom EVER !!!

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