1
|
Park B, Ahn D. Reducing CNOT count in quantum Fourier transform for the linear nearest-neighbor architecture. Sci Rep 2023; 13:8638. [PMID: 37244939 DOI: 10.1038/s41598-023-35625-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 05/21/2023] [Indexed: 05/29/2023] Open
Abstract
Physical limitations of quantum hardware often necessitate nearest-neighbor (NN) architecture. When synthesizing quantum circuits using the basic gate library, which consists of CNOT and single-qubit gates, CNOT gates are required to convert a quantum circuit into one suitable for an NN architecture. In the basic gate library, CNOT gates are considered the primary cost of quantum circuits due to their higher error rates and longer execution times compared to single-qubit gates. In this paper, we propose a new linear NN (LNN) circuit design for quantum Fourier transform (QFT), one of the most versatile subroutines in quantum algorithms. Our LNN QFT circuit has only about 40% of the number of CNOT gates compared to previously known LNN QFT circuits. Subsequently, we input both our QFT circuits and conventional QFT circuits into the Qiskit transpiler to construct QFTs on IBM quantum computers, which necessitate NN architectures. Consequently, our QFT circuits demonstrate a substantial advantage over conventional QFT circuits in terms of the number of CNOT gates. This outcome implies that the proposed LNN QFT circuit design could serve as a novel foundation for developing QFT circuits implemented in quantum hardware that demands NN architecture.
Collapse
Affiliation(s)
- Byeongyong Park
- Department of Electrical and Computer Engineering and Center for Quantum Information Processing, University of Seoul, 163 Seoulsiripdae-ro, Dongdaemun-gu, Seoul, 02504, Republic of Korea
- First Quantum Inc., 2F-210, Sparkplus, 180, Bangbae-ro, Seocho-gu, Seoul, 06586, Republic of Korea
| | - Doyeol Ahn
- Department of Electrical and Computer Engineering and Center for Quantum Information Processing, University of Seoul, 163 Seoulsiripdae-ro, Dongdaemun-gu, Seoul, 02504, Republic of Korea.
- First Quantum Inc., 2F-210, Sparkplus, 180, Bangbae-ro, Seocho-gu, Seoul, 06586, Republic of Korea.
- Physics Department, Charles E. Schmidt College of Science, Florida Atlantic University, 777 Glades Road, Boca Raton, FL, 33431-0991, USA.
| |
Collapse
|
2
|
Li T, Zhao P, Zhou Y, Zhang Y. Quantum Image Processing Algorithm Using Line Detection Mask Based on NEQR. ENTROPY (BASEL, SWITZERLAND) 2023; 25:e25050738. [PMID: 37238493 DOI: 10.3390/e25050738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 04/23/2023] [Accepted: 04/27/2023] [Indexed: 05/28/2023]
Abstract
Line detection is a fundamental technique in image processing. It can extract the required information, while the information that does not need attention can be ignored, thus reducing the amount of data. At the same time, line detection is also the basis of image segmentation and plays an important role in this process. In this paper, we implement a quantum algorithm based on a line detection mask for novel enhanced quantum representation (NEQR). We build a quantum algorithm for line detection in different directions and design a quantum circuit for line detection. The detailed module designed is also provided. On a classical computer, we simulate the quantum method, and the simulation results prove the feasibility of the quantum method. By analyzing the complexity of quantum line detection, we find that the computation complexity of the proposed method is improved compared to some similar edge detection algorithms.
Collapse
Affiliation(s)
- Tao Li
- College of Science, Northwest A&F University, Yangling 712100, China
| | - Pengpeng Zhao
- College of Science, Northwest A&F University, Yangling 712100, China
| | - Yadong Zhou
- College of Optical and Electronic Technology, China Jiliang University, Hangzhou 310018, China
| | - Yidai Zhang
- College of Science, Northwest A&F University, Yangling 712100, China
| |
Collapse
|
3
|
Li HS, Fan P, Peng H, Song S, Long GL. Multilevel 2-D Quantum Wavelet Transforms. IEEE TRANSACTIONS ON CYBERNETICS 2022; 52:8467-8480. [PMID: 33502993 DOI: 10.1109/tcyb.2021.3049509] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Wavelet transform is being widely used in classical image processing. One-dimension quantum wavelet transforms (QWTs) have been proposed. Generalizations of the 1-D QWT into multilevel and multidimension have been investigated but restricted to the quantum wavelet packet transform (QWPTs), which is the direct product of 1-D QWPTs, and there is no transform between the packets in different dimensions. A 2-D QWT is vital for image processing. We construct the multilevel 2-D QWT's general theory. Explicitly, we built multilevel 2-D Haar QWT and the multilevel Daubechies D4 QWT, respectively. We have given the complete quantum circuits for these wavelet transforms, using both noniterative and iterative methods. Compared to the 1-D QWT and wavelet packet transform, the multilevel 2-D QWT involves the entanglement between components in different degrees. Complexity analysis reveals that the proposed transforms offer exponential speedup over their classical counterparts. Also, the proposed wavelet transforms are used to realize quantum image compression. Simulation results demonstrate that the proposed wavelet transforms are significant and obtain the same results as their classical counterparts with an exponential speedup.
Collapse
|
4
|
Klco N, Roggero A, Savage MJ. Standard model physics and the digital quantum revolution: thoughts about the interface. REPORTS ON PROGRESS IN PHYSICS. PHYSICAL SOCIETY (GREAT BRITAIN) 2022; 85:064301. [PMID: 35213853 DOI: 10.1088/1361-6633/ac58a4] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Accepted: 02/25/2022] [Indexed: 06/14/2023]
Abstract
Advances in isolating, controlling and entangling quantum systems are transforming what was once a curious feature of quantum mechanics into a vehicle for disruptive scientific and technological progress. Pursuing the vision articulated by Feynman, a concerted effort across many areas of research and development is introducing prototypical digital quantum devices into the computing ecosystem available to domain scientists. Through interactions with these early quantum devices, the abstract vision of exploring classically-intractable quantum systems is evolving toward becoming a tangible reality. Beyond catalyzing these technological advances, entanglement is enabling parallel progress as a diagnostic for quantum correlations and as an organizational tool, both guiding improved understanding of quantum many-body systems and quantum field theories defining and emerging from the standard model. From the perspective of three domain science theorists, this article compilesthoughts about the interfaceon entanglement, complexity, and quantum simulation in an effort to contextualize recent NISQ-era progress with the scientific objectives of nuclear and high-energy physics.
Collapse
Affiliation(s)
- Natalie Klco
- Institute for Quantum Information and Matter and Walter Burke Institute for Theoretical Physics, California Institute of Technology, Pasadena CA 91125, United States of America
| | - Alessandro Roggero
- InQubator for Quantum Simulation (IQuS), Department of Physics, University of Washington, Seattle, WA 98195, United States of America
| | - Martin J Savage
- InQubator for Quantum Simulation (IQuS), Department of Physics, University of Washington, Seattle, WA 98195, United States of America
| |
Collapse
|
5
|
Córcoles AD, Takita M, Inoue K, Lekuch S, Minev ZK, Chow JM, Gambetta JM. Exploiting Dynamic Quantum Circuits in a Quantum Algorithm with Superconducting Qubits. PHYSICAL REVIEW LETTERS 2021; 127:100501. [PMID: 34533358 DOI: 10.1103/physrevlett.127.100501] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 08/06/2021] [Indexed: 06/13/2023]
Abstract
To date, quantum computation on real, physical devices has largely been limited to simple, time-ordered sequences of unitary operations followed by a final projective measurement. As hardware platforms for quantum computing continue to mature in size and capability, it is imperative to enable quantum circuits beyond their conventional construction. Here we break into the realm of dynamic quantum circuits on a superconducting-based quantum system. Dynamic quantum circuits not only involve the evolution of the quantum state throughout the computation but also periodic measurements of qubits midcircuit and concurrent processing of the resulting classical information on timescales shorter than the execution times of the circuits. Using noisy quantum hardware, we explore one of the most fundamental quantum algorithms, quantum phase estimation, in its adaptive version, which exploits dynamic circuits, and compare the results to a nonadaptive implementation of the same algorithm. We demonstrate that the version of real-time quantum computing with dynamic circuits can yield results comparable to an approach involving classical asynchronous postprocessing, thus opening the door to a new realm of available algorithms on real quantum systems.
Collapse
Affiliation(s)
- A D Córcoles
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| | - Maika Takita
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| | - Ken Inoue
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| | - Scott Lekuch
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| | - Zlatko K Minev
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| | - Jerry M Chow
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| | - Jay M Gambetta
- IBM Quantum, IBM T. J. Watson Research Center, Yorktown Heights, New York 10598, USA
| |
Collapse
|
6
|
Skosana U, Tame M. Demonstration of Shor's factoring algorithm for N [Formula: see text] 21 on IBM quantum processors. Sci Rep 2021; 11:16599. [PMID: 34400695 PMCID: PMC8368060 DOI: 10.1038/s41598-021-95973-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 07/26/2021] [Indexed: 01/26/2023] Open
Abstract
We report a proof-of-concept demonstration of a quantum order-finding algorithm for factoring the integer 21. Our demonstration involves the use of a compiled version of the quantum phase estimation routine, and builds upon a previous demonstration. We go beyond this work by using a configuration of approximate Toffoli gates with residual phase shifts, which preserves the functional correctness and allows us to achieve a complete factoring of [Formula: see text]. We implemented the algorithm on IBM quantum processors using only five qubits and successfully verified the presence of entanglement between the control and work register qubits, which is a necessary condition for the algorithm's speedup in general. The techniques we employ may be useful in carrying out Shor's algorithm for larger integers, or other algorithms in systems with a limited number of noisy qubits.
Collapse
Affiliation(s)
- Unathi Skosana
- Department of Physics, Stellenbosch University, Matieland, 7602 South Africa
| | - Mark Tame
- Department of Physics, Stellenbosch University, Matieland, 7602 South Africa
| |
Collapse
|
7
|
Song X, Wang S, A. Abd El-Latif A, Niu X. Dynamic watermarking scheme for quantum images based on Hadamard transform. MULTIMEDIA SYSTEMS 2014; 20:379-388. [DOI: 10.1007/s00530-014-0355-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
|
8
|
Song XH, Wang S, Liu S, Abd El-Latif AA, Niu XM. A dynamic watermarking scheme for quantum images using quantum wavelet transform. QUANTUM INFORMATION PROCESSING 2013; 12:3689-3706. [DOI: 10.1007/s11128-013-0629-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
|
9
|
da Silva MP, Landon-Cardinal O, Poulin D. Practical characterization of quantum devices without tomography. PHYSICAL REVIEW LETTERS 2011; 107:210404. [PMID: 22181862 DOI: 10.1103/physrevlett.107.210404] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2011] [Indexed: 05/31/2023]
Abstract
Quantum tomography is the main method used to assess the quality of quantum information processing devices. However, the amount of resources needed for quantum tomography is exponential in the device size. Part of the problem is that tomography generates much more information than is usually sought. Taking a more targeted approach, we develop schemes that enable (i) estimating the fidelity of an experiment to a theoretical ideal description, (ii) learning which description within a reduced subset best matches the experimental data. Both these approaches yield a significant reduction in resources compared to tomography. In particular, we demonstrate that fidelity can be estimated from a number of simple experiments that is independent of the system size, removing an important roadblock for the experimental study of larger quantum information processing units.
Collapse
Affiliation(s)
- Marcus P da Silva
- Disruptive Information Processing Technologies Group, Raytheon BBN Technologies, Cambridge, Massachusetts 02138, USA
| | | | | |
Collapse
|
10
|
Chuang IL. Quantum algorithm for distributed clock synchronization. PHYSICAL REVIEW LETTERS 2000; 85:2006-2009. [PMID: 10970669 DOI: 10.1103/physrevlett.85.2006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2000] [Indexed: 05/23/2023]
Abstract
The clock synchronization problem is to determine the time difference Delta between two spatially separated clocks. When message delivery times between the two clocks are uncertain, O(2(2n)) classical messages must be exchanged between the clocks to determine n digits of Delta. On the other hand, as we show, there exists a quantum algorithm to obtain n digits of Delta while communicating only O(n) quantum messages.
Collapse
Affiliation(s)
- IL Chuang
- IBM Almaden Research Center, 650 Harry Road, San Jose, California 95120, USA
| |
Collapse
|
11
|
Quantum Wavelet Transforms: Fast Algorithms and Complete Circuits. QUANTUM COMPUTING AND QUANTUM COMMUNICATIONS 1999. [DOI: 10.1007/3-540-49208-9_2] [Citation(s) in RCA: 58] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
|
12
|
Plenio MB, Knight PL. Decoherence limits to quantum computation using trapped ions. Proc Math Phys Eng Sci 1997. [DOI: 10.1098/rspa.1997.0109] [Citation(s) in RCA: 76] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- M. B. Plenio
- Blackett Laboratory, Imperial College of Science, Technology and Medicine, London SW7 2BZ, UK
| | - P. L. Knight
- Blackett Laboratory, Imperial College of Science, Technology and Medicine, London SW7 2BZ, UK
| |
Collapse
|
13
|
D'Helon C, Milburn GJ. Measurements on trapped laser-cooled ions using quantum computations. PHYSICAL REVIEW. A, ATOMIC, MOLECULAR, AND OPTICAL PHYSICS 1996; 54:5141-5146. [PMID: 9914083 DOI: 10.1103/physreva.54.5141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
|