A New Multicommodity Network Flow Model and Branch and Cut for Optimal Quantum Boolean Circuit Synthesis

被引:0
|
作者
Jung, Jihye [1 ]
Choi, In-Chan [2 ]
机构
[1] Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
[2] Korea Univ, Div Ind Management Engn, Seoul 02841, South Korea
关键词
mixed-integer programming; multicommodity network; branch and cut; quantum computing; circuit synthesis; OPTIMIZATION; DECOMPOSITION; ALGORITHM;
D O I
10.1287/ijoc.2024.0562
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study introduces a new optimization model and a branch-and-cut approach for synthesizing optimal quantum circuits for reversible Boolean functions, which are pivotal components in quantum algorithms. Although heuristic algorithms have been extensively explored for quantum circuit synthesis, research on exact counterparts remains relatively limited. However, the need to design quantum circuits with guaranteed optimality is increasing, especially for improving computational fidelity on noisy intermediate-scale quantum devices. This study presents mathematical optimization as a viable option for optimal synthesis, with the potential to accommodate practical considerations arising in fast-evolving quantum technologies. We set a demonstrative problem to implement reversible Boolean functions using high-level gates known as multiple control Toffoli gates while minimizing a technology-based proxy called quantum cost-the number of low-level gates used to realize each high-level gate. To address this problem, we propose a discrete optimization model based on a multicommodity network and discuss potential future variations at an abstract level to incorporate technical considerations. A customized branch and cut is then developed upon different aspects of our model, including polyhedron integrality, surrogate constraints, and variable prioritization. Our experiments demonstrate the robustness of the proposed approach in finding cost-optimal circuits for all benchmark instances within a two-hour time frame. Furthermore, we present interesting intuitions from these experiments and compare our computational results with relevant studies, highlighting newly discovered circuits with the lowest quantum costs reported in this paper.
引用
收藏
页数:22
相关论文
共 50 条
  • [1] THE MULTIPERIOD ASSIGNMENT PROBLEM - A MULTICOMMODITY NETWORK FLOW MODEL AND SPECIALIZED BRANCH AND BOUND ALGORITHM
    ARONSON, JE
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1986, 23 (03) : 367 - 381
  • [2] A multi-commodity network model for optimal quantum reversible circuit synthesis
    Jung, Jihye
    Choi, In-Chan
    PLOS ONE, 2021, 16 (06):
  • [3] Applying Quantum Computing to Solve Multicommodity Network Flow Problem
    Niu, Chence
    Rastogi, Purvi
    Soman, Jaikishan
    Tamuli, Kausik
    Dixit, Vinayak
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2025,
  • [4] The impact of filtering in a branch-and-cut algorithm for multicommodity capacitated fixed charge network design
    Chouman, Mervat
    Crainic, Teodor Gabriel
    Gendron, Bernard
    EURO JOURNAL ON COMPUTATIONAL OPTIMIZATION, 2018, 6 (02) : 143 - 184
  • [5] A linear model for compound multicommodity network flow problems
    Machado, Catia M. S.
    Mayerle, Sergio F.
    Trevisan, Vilmar
    COMPUTERS & OPERATIONS RESEARCH, 2010, 37 (06) : 1075 - 1086
  • [6] Using branch-and-price-and-cut to solve origin-destination integer multicommodity flow problems
    Barnhart, C
    Hane, CA
    Vance, PH
    OPERATIONS RESEARCH, 2000, 48 (02) : 318 - 326
  • [7] The interior point branch and cut method for Optimal Power Flow
    Ding, XY
    Wang, XF
    Song, YH
    Geng, J
    POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS, 2002, : 651 - 655
  • [8] Entanglement Distribution in a Quantum Network: A Multicommodity Flow-Based Approach
    Chakraborty K.
    Elkouss D.
    Rijsman B.
    Wehner S.
    IEEE Transactions on Quantum Engineering, 2020, 1
  • [9] A new min-cut max-flow ratio for multicommodity flows
    Gunluk, Oktay
    SIAM JOURNAL ON DISCRETE MATHEMATICS, 2007, 21 (01) : 1 - 15
  • [10] A MULTICLASS, MULTICOMMODITY FLOW MODEL OF A FAST PACKET SWITCHED NETWORK
    ROSSITER, MH
    HARRIS, RJ
    AUSTRALIAN TELECOMMUNICATION RESEARCH, 1989, 23 (02): : 39 - 46