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Trapped Ion Quantum Computing Quantum Simulation

The Quantum Trellis: A classical algorithm for sampling the parton shower with interference effects

arXiv
Authors: Sebastian Macaluso, Kyle Cranmer

Year

2021

Paper ID

40286

Status

Preprint

Abstract Read

~2 min

Abstract Words

131

Citations

N/A

Abstract

Simulations of high-energy particle collisions, such as those used at the Large Hadron Collider, are based on quantum field theory; however, many approximations are made in practice. For example, the simulation of the parton shower, which gives rise to objects called `jets', is based on a semi-classical approximation that neglects various interference effects. While there is a desire to incorporate interference effects, new computational techniques are needed to cope with the exponential growth in complexity associated to quantum processes. We present a classical algorithm called the quantum trellis to efficiently compute the un-normalized probability density over N-body phase space including all interference effects, and we pair this with an MCMC-based sampling strategy. This provides a potential path forward for classical computers and a strong baseline for approaches based on quantum computing.

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  • This paper contributes to the Quantum Simulation research area in the Quantum Articles archive.
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  • Simulations of high-energy particle collisions, such as those used at the Large Hadron Collider, are based on quantum field theory; however, many approximations are made in...

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