Research on Quantum Computer Simulation Acceleration by using an Emerging Memory Technology
- Abstract
- Quantum computers are currently regarded as an emerging computing technology that can solve problems more quickly than classical computers. However, since constructing a general quantum computer is technically difficult, quantum computer simulation has been used instead of real quantum computers. Simulating quantum computers on classical computers is challenging because the time and resources required for the vector–matrix multiplication (VMM) increase exponentially with the number of qubits. This paper proposes a new accelerator architecture called ReQUSA that leverages resistive random access memory (ReRAM) to accelerate the quantum computer simulation. The ReQUSA employs a ReRAM crossbar array structure, which is specialized for implementing the VMM, and a realized state method for reduced VMM operation. To the best of our knowledge, ReRAM-based accelerators for quantum computer simulator has not been previously reported. Here we describe the hardware design of the architecture and compare the performances (hardware resource, simulation time, and accuracy) of our accelerator with those of current quantum computer simulators (QuEST, QPlayer, and Qiskit). On average, our proposed architecture reduced the simulation times by factors of × 104 and × 103(× 102) on average from those of QuEST and QPlayer (also Qiskit), respectively. In addition, our architecture achieved 99% accuracy in 16-bit fixed-point data representation.
- Author(s)
- 이상현
- Issued Date
- 2024
- Awarded Date
- 2024-02
- Type
- Dissertation
- Publisher
- 국립부경대학교 대학원
- URI
- https://repository.pknu.ac.kr:8443/handle/2021.oak/33616
http://pknu.dcollection.net/common/orgView/200000743515
- Alternative Author(s)
- LEE SANG HYEON
- Affiliation
- 국립부경대학교 대학원
- Department
- 대학원 인공지능융합학과
- Advisor
- Young Sun Han
- Table Of Contents
- I. Introduction 1
II. Background 4
i. ReRAM crossbar 5
ii. Quantum computer simulation 7
iii. Realized state quantum computer simulation 10
III. Related works . 11
IV. ReQUSA: Proposed architecture . 13
i. Overall architecture 13
ii. Quantum processing unit . 16
iii. Our proposed acceleration methodology 20
iv. Realization of quantum computer simulation in QPU 23
V. Hardware Implementation 20
i. ReRAM crossbar array 26
ii. Pulse width modulator . 28
iii. Analog to digital converter . 29
VI. Evaluation 32
i. Experimental setup 32
ii. Performance analysis 36
A. Simulation time 36
B. Hardware resource 40
C. Simulation accuracy . 42
VII. Conclusion 46
- Degree
- Master
-
Appears in Collections:
- 대학원 > 인공지능융합학과
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