44 research outputs found
Search for ultralight scalar dark matter with atomic spectroscopy
We report new limits on ultralight scalar dark matter (DM) with dilaton-like
couplings to photons that can induce oscillations in the fine-structure
constant alpha. Atomic dysprosium exhibits an electronic structure with two
nearly degenerate levels whose energy splitting is sensitive to changes in
alpha. Spectroscopy data for two isotopes of dysprosium over a two-year span is
analyzed for coherent oscillations with angular frequencies below 1 rad/s. No
signal consistent with a DM coupling is identified, leading to new constraints
on dilaton-like photon couplings over a wide mass range. Under the assumption
that the scalar field comprises all of the DM, our limits on the coupling
exceed those from equivalence-principle tests by up to 4 orders of magnitude
for masses below 3 * 10^-18 eV. Excess oscillatory power, inconsistent with
fine-structure variation, is detected in a control channel, and is likely due
to a systematic effect. Our atomic spectroscopy limits on DM are the first of
their kind, and leave substantial room for improvement with state-of-the-art
atomic clocks.Comment: 5 pages, 4 figures; v2: references adde
Maximizing boosted top identification by minimizing N-subjettiness
N -subjettiness is a jet shape designed to identify boosted hadronic objects such as top quarks. Given N subjet axes within a jet, N-subjettiness sums the angular distances of jet constituents to their nearest subjet axis. Here, we generalize and improve on N -subjettiness by minimizing over all possible subjet directions, using a new variant of the k-means clustering algorithm. On boosted top benchmark samples from the BOOST2010 workshop, we demonstrate that a simple cut on the 3-subjettiness to 2-subjettiness ratio yields 20% (50%) tagging efficiency for a 0.23% (4.1%) fake rate, making N -subjettiness a highly effective boosted top tagger. N-subjettiness can be modified by adjusting an angular weighting exponent, and we find that the jet broadening measure is preferred for boosted top searches. We also explore multivariate techniques, and show that additional improvements are possible using a modified Fisher discriminant. Finally, we briefly mention how our minimization procedure can be extended to the entire event, allowing the event shape N-jettiness to act as a fixed N cone jet algorithm.Massachusetts Institute of Technology. Dept. of Physics (2011 Joel Matthew Orloff Award)National Science Foundation (U.S.) (Grant No. 1066293)United States. Dept. of Energy (Early Career research program DE-FG02-11ER-41741)United States. Dept. of Energy (cooperative research agreement DE-FG0205ER41360
A small weak scale from a small cosmological constant
We propose a framework in which Weinberg's anthropic explanation of the
cosmological constant problem also solves the hierarchy problem. The weak scale
is selected by chiral dynamics that controls the stabilization of an extra
dimension. When the Higgs vacuum expectation value is close to a fermion mass
scale, the radius of an extra dimension becomes large, and develops an enhanced
number of vacua available to scan the cosmological constant down to its
observed value. At low energies, the radion necessarily appears as an
unnaturally light scalar, in a range of masses and couplings accessible to
fifth-force searches as well as scalar dark matter searches with atomic clocks
and gravitational-wave detectors. The fermion sector that controls the size of
the extra dimension consists of a pair of electroweak doublets and several
singlets. These leptons satisfy approximate mass relations related to the weak
scale and are accessible to the LHC and future colliders.Comment: 58 pages, 16 figure
Identifying boosted objects with N-subjettiness and linear k-means clustering
Thesis (S.B.)--Massachusetts Institute of Technology, Dept. of Physics; and, (S.B.)--Massachusetts Institute of Technology, Dept. of Mathematics, 2011.Cataloged from PDF version of thesis.Includes bibliographical references (p. 57-59).In this thesis, I explore aspects of a new jet shape - N-subjettiness - designed to identify boosted hadronically-decaying objects (with a particular focus on tagging top quarks) at particle accelerators such as the Large Hadron Collider. Combined with an invariant mass cut on jets, N-subjettiness is a powerful discriminating variable for tagging boosted objects such as top quarks and rejecting the fake background of QCD jets with large invariant mass. In a crossover analysis, the N-subjettiness method is found to outperform the common top tagging methods of the BOOST2010 conference, with top tagging efficiencies of 50% and 20% against mistag rates of 4.0% and 0.19%, respectively. The N-subjettiness values are calculated using a new infrared- and collinear-safe minimization procedure which I call the linear k-means clustering algorithm. As a true jet shape with highly effective tagging performances, N-subjettiness has many advantages on the experimental as well as on the theoretical side.by Ken Van Tilburg.S.B
Detecting Dark Compact Objects in Gaia DR4: A Data Analysis Pipeline for Transient Astrometric Lensing Searches
The Gaia satellite is cataloging the astrometric properties of an
unprecedented number of stars in the Milky Way with extraordinary precision.
This provides a gateway for conducting extensive surveys of transient
astrometric lensing events caused by dark compact objects. In this work, we
establish a data analysis pipeline capable of searching for such events in the
upcoming Gaia Data Release 4 (DR4). We use Gaia Early Data Release 3 (EDR3) and
current dark matter and astrophysical black hole population models to create
mock DR4 catalogs containing stellar trajectories perturbed by lensing. Our
analysis of these mock catalogs suggests that Gaia DR4 will contain about 4
astrometric lensing events from astrophysical black holes at a
significance level. Furthermore, we project that our data analysis pipeline
applied to Gaia DR4 will result in leading constraints on compact dark matter
in the mass range -- down to a dark matter fraction of about
one percent.Comment: 39 pages, 18 figure
