The quantum linear problem and its quantum algorithmic solutions

In this final year project, we will attempt to quantum mechanically solve the solution vector for the system of linear equations problem, given a problem matrix and vector, by treating it as a quantum linear problem. However, solving for solution quantum state that involves Hermitian operators requi...

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Main Author: Chee, Chong Hian
Other Authors: Gu Mile
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2020
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Online Access:https://hdl.handle.net/10356/138662
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1386622023-02-28T23:17:07Z The quantum linear problem and its quantum algorithmic solutions Chee, Chong Hian Gu Mile School of Physical and Mathematical Sciences ceptryn@gmail.com Science::Physics In this final year project, we will attempt to quantum mechanically solve the solution vector for the system of linear equations problem, given a problem matrix and vector, by treating it as a quantum linear problem. However, solving for solution quantum state that involves Hermitian operators requires careful treatment. Intuitively, the solution state, can be interpreted as a normalised pre-collapse quantum state of the measurement of input quantum state by the Hermitian operator with normalisation factor. By employing three ideas that were implicitly developed by Aram Harrow, Avinatan Hassidim and Seth Lloyd (HHL), it is possible to construct a quantum linear solver (QLS) algorithm to obtain the solution state probabilistically, but not without implementation problems. To mitigate this, two promising version of QLS, a simplified and a full version, will be proposed and thoroughly analysed for the 2 and 4 dimensions, with an extension to the 2^n dimension. Several worked examples will be suggested and implemented by constructing and simulating its quantum circuit on an IBM Qiskit quantum simulator. The theoretical results suggest that predicting the probability of obtaining the solution state requires knowledge of the eigenvalues of M. In addition, constructing any quantum circuit version of HHL QLS algorithm requires the possession of multiple copies of controlled exponential of the Hermitian operator gate or its gate decomposition. Otherwise, its implementation would be impossible. Bachelor of Science in Physics 2020-05-11T07:59:54Z 2020-05-11T07:59:54Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/138662 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Physics
spellingShingle Science::Physics
Chee, Chong Hian
The quantum linear problem and its quantum algorithmic solutions
description In this final year project, we will attempt to quantum mechanically solve the solution vector for the system of linear equations problem, given a problem matrix and vector, by treating it as a quantum linear problem. However, solving for solution quantum state that involves Hermitian operators requires careful treatment. Intuitively, the solution state, can be interpreted as a normalised pre-collapse quantum state of the measurement of input quantum state by the Hermitian operator with normalisation factor. By employing three ideas that were implicitly developed by Aram Harrow, Avinatan Hassidim and Seth Lloyd (HHL), it is possible to construct a quantum linear solver (QLS) algorithm to obtain the solution state probabilistically, but not without implementation problems. To mitigate this, two promising version of QLS, a simplified and a full version, will be proposed and thoroughly analysed for the 2 and 4 dimensions, with an extension to the 2^n dimension. Several worked examples will be suggested and implemented by constructing and simulating its quantum circuit on an IBM Qiskit quantum simulator. The theoretical results suggest that predicting the probability of obtaining the solution state requires knowledge of the eigenvalues of M. In addition, constructing any quantum circuit version of HHL QLS algorithm requires the possession of multiple copies of controlled exponential of the Hermitian operator gate or its gate decomposition. Otherwise, its implementation would be impossible.
author2 Gu Mile
author_facet Gu Mile
Chee, Chong Hian
format Final Year Project
author Chee, Chong Hian
author_sort Chee, Chong Hian
title The quantum linear problem and its quantum algorithmic solutions
title_short The quantum linear problem and its quantum algorithmic solutions
title_full The quantum linear problem and its quantum algorithmic solutions
title_fullStr The quantum linear problem and its quantum algorithmic solutions
title_full_unstemmed The quantum linear problem and its quantum algorithmic solutions
title_sort quantum linear problem and its quantum algorithmic solutions
publisher Nanyang Technological University
publishDate 2020
url https://hdl.handle.net/10356/138662
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