Karla Peña

• Tong, Tony and Di Marco, E. and Spiropulu, M. (2012) Measurement of Z+jets/W+jets with muon final states Berends-Giele Scaling using 5 fb−1 of data at sqrt(s)=8TeV
• Takeda, Alex and Spiropulu, Maria and Di Marco, Emanuele (2012) Study of Higgs detection in CMS experiment, and of the sensitivity to a Higgs boson in the mH < 130 GeV range
• Tong, Tony and Di Marco, E. and Spiropulu, M. (2012) W+jets and Z+jets studies with 5 fb−1 of proton-proton collisions at sqrt(s) = 8 TeV

High energy particle colliders, like the LHC, are one of three ways proposed to detect dark matter. Dark matter is theorized to be a natural candidate for the lightest supersymmetric particle and is proposed to be a decay product in an event where SUSY sparticles are pair produced and decay into standard model quarks, which are detected in the collider and a neutralino that escapes detection (proposed DM). The other two methods are direct detection, in which we expect dark matter scattering off a nuclei, and indirect detection, in which dark matter annihilates and remnants of this annihilation are studied. Previous collider searches have been done for dark matter produced in association with a single photon or jet. My work looks specifically for events where dark matter particles are produced in association with at least two jets and leave behind a signature of large missing transverse energy (E_T) in the detector. Because of the large amount of missing E_T, we can utilize the razor variables M_R and R², developed initially for SuperSymmetry searches . My aim is to improve upper limits on the DM production cross section and translate these into the cross section of DM-nucleon interaction to compare with results from direct detection experiments. I also hope to analyze the results for various different theoretical models.

The production of a massive vector boson alongside one or more jets is an important background for Higgs and SUSY searches. I will analyze this background using the full CMS dataset, examining the scaling of the number of events as a function of jet multiplicity.

Phase 2 Analysis of WW → 2l 2ν with high pileup

With the luminosity upgrades to the LHC in the next decade, the pileup in events will be approximately 3x larger than those seen at the end of Run 1. With this expectation, I'm currently working on analysis of these Phase 2 events, specifically looking at lepton detection efficiencies and MET in simulated Drell-Yan -> ee and WW -> 2l2nu events at 14TeV and 140 pileup. These channels are of particular interest to the continued study of the properties of the Higgs-like boson.

After the discovery of a Higgs-like boson around 125 GeV it has become important to measure the properties of the new state. I am determining the expected sensitivity of our measurement of the particle's spin in the LHC run 2 dataset, and how proposed upgrades to CMS will affect the sensitivity.

My project is focused on the possible measurement of the trilinear Higgs self-coupling at 14 TeV. This will be done through an analysis of diHiggs production. I will be looking at the potential of analyzing the HH -> bbgammagamma decay channel in order to determine a significant value for the self-coupling.

HH → bbγγ decay

With the upgrade of the CMS detector in 2020 to a luminosity of 14 TeV there will be the potential to measure the self-coupling constant of the Higgs boson, which has applications to measuring the Higgs potential. In order to better understand the significance of various backgrounds for di-Higgs events we will characterize the potential background channels for the HH → bbγγ decay. My three areas of interest will be events containing two fake photons produced with two real bottom jets, two mistagged charm jets, or two mistagged light jets. By determining the efficiency rates for these various faking events and normalizing by their cross sections, we may weight events in these background channels and produce the expected distributions and number of events for each channel.

Four Dimensional Shower Profiling for Time-of-Flight-Based Vertex Reconstruction

Following the planned Phase II upgrade to the CMS detector, high event pile-up will be common. Associating detections with their proper vertices will be a challenging task, so it has been proposed to use timing systems to help in vertex reconstruction. In order to implement a time-based vertex reconstruction algorithm, it is necessary to define time of flight in a statistically precise and meaningful way. The current scope of my project is to investigate the time and space characteristics of hits in order to assign a proper time of flight to each detection in ECAL, and to see what additional difficulties arise in high pile-up.

SUSY Searches

I am currently working on generating collision events for the Simplified Model Spectra (SMS) models T1ttbb and T2tb with the objective of narrowing the search for SUSY particles. His primary work involves the optimization of code utilized by event generating and analysis software, such as MadGraph and Pythia, and the interpretation of incoming data to ensure that observations correspond with the pertinent models."

I will be analyzing H → WW → llνν decays using razor variables for a high mass Higgs. This will then be extended to a boosted di-Higgs analysis in which each Higgs decays to a WW pair. Here the first WW undergoes a leptonic decay while the second WW pair (from the other Higgs) undergoes a fully hadronic decay producing merged jets.

H → γ γ : Superior resolution of ECAL and the clean kinematics of photon final states enable kinematic reconstruction of parent particles with great accuracy. I want to parametrize a fitting function against Monte Carlo Standard Model background processes and then compare this to the data from the photon photon final state. The pulls on the fit parameters suggest how well our standard model and the data from CMS agree.

H → WW : The decay to two W contains a lot of kinematic information, but there are many challenges is distinguishing our signal from background. Background sources of missing energy and dilepton final states require a series of discriminating cuts. My analysis focuses on vector boson fusion Higgs production with a characteristic 2-jet final state. By carefully choosing events with these signatures, we can then apply kinematic analysis à la razor techniques to learn about the Higgs.

I will be analyzing the data from the muon test in the Lauristen laboratory. In particular, at this first stage I will be using the ROOT physics analysis framework to get the spectrum of energy deposited by cosmic muons in a LYSO crystal as well as the rise time and decay time of such a device.

My research will focus on exploring both R-parity conserving and RPV MFV SUSY in detail. I hope to develop an analytical method to detect certain signal SUSY events with ttbar background, such as a RPV gluino decay to a top, bottom, and strange quark. This involves implementing a new razor-like analysis and developing various fit models, which will help us set new limits for SUSY models such as RPV Gtbs, T2bw, and T2tt.

I will be studying simple SUSY models using the razor variables. In particular I will be trying to distinguish between these models and the common ttbar background process, but using a multi-b-jet analysis. Some of the models of interest include RPV-gluino-gluino, T2bw, T2tt dna T6ttHH.

My research will focus on exploring how machine learning, specifically reinforcement learning, can be used to better handle matching of the workflows of the LHC experiments with LHC Grid resources. I will be using the RLPypackage (written in Python) developed at MIT to facilitate the investigation into reinforcement learning by implementing my own simulations of computer systems. The aim is to understand which learning systems better fit with a distributed system as the LHC Grid as well as to evaluate the speed with which such systems can be learned.

Python for Reinforcement Machine Learning

Machine learning has found wide applications in systems where decisions have to be made based on data. This includes control systems, computer systems, data analysis, etc. One of the tools of choice is often the python programming language, due to the very large amount of existing python libraries as well as to the general popularity of the language itself. During my FSRI research I plan to write python modules and programs that implement machine learning scenarios in the context of simple computer systems.

Razor variable analysis of simple SUSY models: I will be studying simple SUSY models using the razor variables. In particular I will be trying to distinguish between these models and the common ttbar background process, but using a multi-b-jet analysis. Some of the models of interest include RPV-gluino-gluino, T2bw, T2tt dna T6ttHH.

Students

Jeff Picard

Ann Wang

Georges Obied

Natalie Harrison

Ian Wessen

Da An

Valère Lambert

Gautam Upadhya

Cedric Flamant

Anthony Lutz

Karla Peña

Dustin Anderson

Thomas Arnold

Christopher Hayes

Marco Cruz-Heredia

Michaelangelo Lucas

Information from Summer 2012

Projects and Final Reports from previous SURF students

• Takeda, Alex and Spiropulu, M. and Xie, S. and Di Marco, E. Validation of procedures used by CMS in the characterization of Higgs candidate events
• Horton, Max and Spiropulu, M. and Duarte, J. and Rogan, C. (2011) Developing A Maximum Likelihood Fit Workspace In RooFit/ROOT
• Lee, Lisa and Spiropulu, M. and Chen, Y. and Apresyan, A. (2012) Optimization of the hadron calorimeter in the CMS detector in the search for physics beyond the Standard Model
• Lee, Lisa and Spiropulu, M. and Chen, Y. and Apresyan, A. (2012) Study of the HCAL Fit-Based Noise Filters in 2012 Data
• Chen, Kevin and Spiropulu, M. and Kcira, D. and Bunn, J. (2012) Using Map/Reduce for Analyzing Physics Data from the Large Hadron Collider
• Chun, Sung Bong and Spiropulu, M. (2012) Study of Lepton Final States in Proton-Proton Collisions with the CMS Detector at the LHC
• Lambert, Valere and Bornheim, A. and Spiropulu, M. (2012) Measurement of the CMS ECAL Performance with Z Dielectron Decay Events in 2012 Data
• Tong, Tony and Di Marco, E. and Spiropulu, M. (2012) Measurement of Z+jets/W+jets with muon final states Berends-Giele Scaling using 5 fb−1 of data at sqrt(s)=8TeV
• Takeda, Alex and Spiropulu, Maria and Di Marco, Emanuele (2012) Study of Higgs detection in CMS experiment, and of the sensitivity to a Higgs boson in the mH < 130 GeV range
• Tong, Tony and Di Marco, E. and Spiropulu, M. (2012) W+jets and Z+jets studies with 5 fb−1 of proton-proton collisions at sqrt(s) = 8 TeV

Higgs properties measurement in H to gamma gamma

HCAL noise

Razoy SUSY

Si Xie

Full event kinematics in H to Zgamma

Adi Bornheim :

A high precision time-of-flight detector for CMS

(Adi, Artur, Javier, Cristian)

A time-of-flight (TOF) detector with a timing resolution of order a few pico
seconds is discussed for the CMS Phase II upgrade for the high luminosity
LHC (HL-LHC). A major challenge at HL-LHC will be the number of simultaneous
interactions per bunch crossing (pile-up, PU). An average of 140 PU interactions
is expected with the accelerator desing currently envisioned for HL-LHC.
Based on toy MC studies and fully simulated events algorithms
have to be developed which allow to associate a vertex location to a physics
object such as a Photon or a Jet. Filtering techniques need to be developed which
allow to suppress energy deposits from pile-up interactions in the object reconstruction.
The goal of the project is to work on the development of these algorithms,
test them on simulated events as well as on real CMS data.

Geant simulation for a high precision time-of-flight detector for CMS

(Cristian, Adi, Artur, Emanuele)

A time-of-flight (TOF) detector with a timing resolution of order a few pico
seconds is discussed for the CMS Phase II upgrade for the high luminosity
LHC (HL-LHC). A major challenge is to develop radiation hard detector technology
which allows the time of flight of all relevant final state particles produced in
LHC proton-proton collisions. A fundamental question is how the physical size
of a calorimetric device limits the achievable timing measurement precision.
The goal of this project is to carry out Geant as well as ray tracing simulation
based on the existing CMS ECAL crystals as well as proposed upgrade options
such as a crystal sampling calorimeter.

ECAL calibration and performance in the presence of radiation induce noise

(Adi, Emanuele)

The noise in the CMS electromagnetic calorimeter (ECAL) increases due to effects of
the radiation environment in LHC. This degrades the resolution performance and
has an impact of the isolation criterion which is used to distinguish electrons
and photons from jets. The increased noise also has an adverse effect on the ability
to select isolated low energy photons, which are used to calibrate the ECAL.
The goal of this project is to measure precisely the impact of the noise on the
ECAL performance and calibration procedure and develop a strategy to mitigate the
effect of the noise.

Emanuele Di Marco :

H->WW->2l2nu with full decay kinematics

CMS data collected at pp collisions at 7 and 8 TeV in LHC Run1
gave an observation for a Higgs-like boson with mass 126 GeV.
For this mass, due to the large BR and very clean final state, one the most
sensitive channel at CMS is H->WW->2l2nu. The problem with this decay
mode is the absence of a clear mass peak due to two undetected
neutrinos. The student should develop an alternative strategy
for the usage of available decay kinematics, in order to
separate the signal from non-resonant WW production and give
access to the mass also in this channel.
If this is achieved, the other informations of the opening
angle of the leptons can be used to determine the spin/parity
of the new particle.

H -> ZZ-> 4 leptons property measurement

CMS data collected at pp collisions at 7 and 8 TeV in LHC Run1
gave an observation for a Higgs-like boson with mass 126 GeV.
The golden mode in terms of sensitivity to the Higgs mass is H -> ZZ
-> 4 leptons final state. The student will study the applications of the full
kinematics available in this channel to characterize the properties of
a possible signal for a resonance in the still allowed mass range to
distinguish a Standard Model Higgs boson from Higgs "look-alikes".
He will also contribute to the experimental analysis using at
best the information on lepton momentum determination to improve
the determination of the mass of the new particle.

Yi Chen

HCAL noise

Javier Duarte

Razoy SUSY

Einstein

Bohr

Information from Summer 2013

Summer2013

Summer Students 2013

Table of contents:

Proposals

Procedure

• Please go ahead and submit your proposal for CERN summer students urgently tomorrow Feb 15.
• Link for potential supervisors to submit a project proposal(s): http://hrapps.cern.ch/auth/f?p=112:1
• Login: AIS login name and password
• Once you have completed your proposal please don't forget to hit the "create" button in order to submit your proposal as otherwise it will not be registered.

Adi Bornheim

Emanuele Di Marco

Artur Apresyan

Alex Mott

Students

Jeff Picard

2

General Information

Information from Summer 2012