Dark Photon Search at BABAR
Description
Presented is the current progress of a search for the signature of a dark photon or new particle using the BaBar data set. We search for the processes e+e- → γISRA(prime),A(prime) → e+e- and e+e- → γISRγ, γ → A(prime),A(prime) → e+e-, where γISR is an initial state radiated photon of energy Eγ >= 1 GeV. Twenty-five sets of Monte Carlo, simulating e+e- collisions at an energy of 10.58 GeV, were produced with different values of the A(prime) mass ranging from 100 MeV to 9.5 GeV. The mass resolution is calculated based on Monte Carlo simulations. We implement ROOT's Toolkit for Multivariate Analysis (TMVA), a machine learning tool that allows us to evaluate the signal character of events based on many of discriminating variables. TMVA training is conducted with samples of Monte Carlo as signal and a small portion of Run 6 as background. The multivariate analysis produces additional cuts to separate signal and background. The signal efficiency and sensitivity are calculated. The analysis will move forward to fit the background and scan the residuals for the narrow resonance peak of a new particle.
Availability note (English)
Available from http://www.slac.stanford.edu/cgi-wrap/pubpage?SLAC-TN--12-023.html; PURL: https://www.osti.gov/servlets/purl/1050217/Additional details
Identifiers
Publishing Information
- Imprint Pagination
- 17 p.
- Report number
- SLAC-TN--12-023
INIS
- Country of Publication
- United States
- Country of Input or Organization
- United States
- INIS RN
- 43128004
- Subject category
- S72: PHYSICS OF ELEMENTARY PARTICLES AND FIELDS;
- Resource subtype / Literary indicator
- Non-conventional Literature
- Descriptors DEI
- EFFICIENCY; LEARNING; MASS RESOLUTION; MULTIVARIATE ANALYSIS; PHOTONS; RESONANCE; SENSITIVITY; TRAINING
- Descriptors DEC
- BOSONS; EDUCATION; ELEMENTARY PARTICLES; MASSLESS PARTICLES; MATHEMATICS; RESOLUTION; STATISTICS
Optional Information
- Contract/Grant/Project number
- AC02-76SF00515
- Funding organization
- US DOE Office of Science (United States)