14,681 research outputs found
A generalized Gaussian process model for computer experiments with binary time series
Non-Gaussian observations such as binary responses are common in some
computer experiments. Motivated by the analysis of a class of cell adhesion
experiments, we introduce a generalized Gaussian process model for binary
responses, which shares some common features with standard GP models. In
addition, the proposed model incorporates a flexible mean function that can
capture different types of time series structures. Asymptotic properties of the
estimators are derived, and an optimal predictor as well as its predictive
distribution are constructed. Their performance is examined via two simulation
studies. The methodology is applied to study computer simulations for cell
adhesion experiments. The fitted model reveals important biological information
in repeated cell bindings, which is not directly observable in lab experiments.Comment: 49 pages, 4 figure
Design data collection with Skylab/EREP microwave instrument S-193
There are no author-identified significant results in this report
Lanczos exact diagonalization study of field-induced phase transition for Ising and Heisenberg antiferromagnets
Using an exact diagonalization treatment of Ising and Heisenberg model
Hamiltonians, we study field-induced phase transition for two-dimensional
antiferromagnets. For the system of Ising antiferromagnet the predicted
field-induced phase transition is of first order, while for the system of
Heisenberg antiferromagnet it is the second-order transition. We find from the
exact diagonalization calculations that the second-order phase transition
(metamagnetism) occurs through a spin-flop process as an intermediate step.Comment: 4 pages, 4 figure
An efficient surrogate model for emulation and physics extraction of large eddy simulations
In the quest for advanced propulsion and power-generation systems,
high-fidelity simulations are too computationally expensive to survey the
desired design space, and a new design methodology is needed that combines
engineering physics, computer simulations and statistical modeling. In this
paper, we propose a new surrogate model that provides efficient prediction and
uncertainty quantification of turbulent flows in swirl injectors with varying
geometries, devices commonly used in many engineering applications. The novelty
of the proposed method lies in the incorporation of known physical properties
of the fluid flow as {simplifying assumptions} for the statistical model. In
view of the massive simulation data at hand, which is on the order of hundreds
of gigabytes, these assumptions allow for accurate flow predictions in around
an hour of computation time. To contrast, existing flow emulators which forgo
such simplications may require more computation time for training and
prediction than is needed for conducting the simulation itself. Moreover, by
accounting for coupling mechanisms between flow variables, the proposed model
can jointly reduce prediction uncertainty and extract useful flow physics,
which can then be used to guide further investigations.Comment: Submitted to JASA A&C
"Dark" Z implications for Parity Violation, Rare Meson Decays, and Higgs Physics
General consequences of mass mixing between the ordinary Z boson and a
relatively light Z_d boson, the "dark" Z, arising from a U(1)_d gauge symmetry,
associated with a hidden sector such as dark matter, are examined. New effects
beyond kinetic mixing are emphasized. Z-Z_d mixing introduces a new source of
low energy parity violation well explored by possible future atomic parity
violation and planned polarized electron scattering experiments. Rare K (B)
meson decays into pi (K) l^+ l^- (l = e, mu) and pi (K) nu anti-nu are found to
already place tight constraints on the size of Z-Z_d mixing. Those
sensitivities can be further improved with future dedicated searches at K and B
factories as well as binned studies of existing data. Z-Z_d mixing can also
lead to the Higgs decay H -> Z Z_d, followed by Z -> l_1^+ l_1^- and Z_d ->
l_2^+ l_2^- or "missing energy", providing a potential hidden sector discovery
channel at the LHC. An illustrative realization of these effects in a 2 Higgs
doublet model is presented.Comment: Version to appear in PR
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