3,939 research outputs found
Efficient Algorithms for Universal Quantum Simulation
A universal quantum simulator would enable efficient simulation of quantum
dynamics by implementing quantum-simulation algorithms on a quantum computer.
Specifically the quantum simulator would efficiently generate qubit-string
states that closely approximate physical states obtained from a broad class of
dynamical evolutions. I provide an overview of theoretical research into
universal quantum simulators and the strategies for minimizing computational
space and time costs. Applications to simulating many-body quantum simulation
and solving linear equations are discussed
A Hierarchical Spatio-Temporal Statistical Model Motivated by Glaciology
In this paper, we extend and analyze a Bayesian hierarchical spatio-temporal
model for physical systems. A novelty is to model the discrepancy between the
output of a computer simulator for a physical process and the actual process
values with a multivariate random walk. For computational efficiency, linear
algebra for bandwidth limited matrices is utilized, and first-order emulator
inference allows for the fast emulation of a numerical partial differential
equation (PDE) solver. A test scenario from a physical system motivated by
glaciology is used to examine the speed and accuracy of the computational
methods used, in addition to the viability of modeling assumptions. We conclude
by discussing how the model and associated methodology can be applied in other
physical contexts besides glaciology.Comment: Revision accepted for publication by the Journal of Agricultural,
Biological, and Environmental Statistic
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