CN111373420B - 用于量子计算的方法和系统 - Google Patents
用于量子计算的方法和系统 Download PDFInfo
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- CN111373420B CN111373420B CN201880075391.XA CN201880075391A CN111373420B CN 111373420 B CN111373420 B CN 111373420B CN 201880075391 A CN201880075391 A CN 201880075391A CN 111373420 B CN111373420 B CN 111373420B
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N10/00—Quantum computing, i.e. information processing based on quantum-mechanical phenomena
- G06N10/60—Quantum algorithms, e.g. based on quantum optimisation, quantum Fourier or Hadamard transforms
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
- G06F7/38—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation
- G06F7/48—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices
- G06F7/544—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices for evaluating functions by calculation
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
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Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US15/823,654 | 2017-11-28 | ||
| US15/823,654 US10452990B2 (en) | 2017-11-28 | 2017-11-28 | Cost function deformation in quantum approximate optimization |
| PCT/EP2018/082495 WO2019105873A1 (en) | 2017-11-28 | 2018-11-26 | Cost function deformation in quantum approximate optimization |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN111373420A CN111373420A (zh) | 2020-07-03 |
| CN111373420B true CN111373420B (zh) | 2024-02-20 |
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| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN201880075391.XA Active CN111373420B (zh) | 2017-11-28 | 2018-11-26 | 用于量子计算的方法和系统 |
Country Status (6)
| Country | Link |
|---|---|
| US (3) | US10452990B2 (https=) |
| JP (1) | JP7210582B2 (https=) |
| CN (1) | CN111373420B (https=) |
| DE (1) | DE112018006047T5 (https=) |
| GB (1) | GB2582515A (https=) |
| WO (1) | WO2019105873A1 (https=) |
Families Citing this family (62)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US10996979B2 (en) * | 2017-09-29 | 2021-05-04 | International Business Machines Corporation | Job processing in quantum computing enabled cloud environments |
| US10977546B2 (en) * | 2017-11-29 | 2021-04-13 | International Business Machines Corporation | Short depth circuits as quantum classifiers |
| US11366741B2 (en) * | 2017-12-08 | 2022-06-21 | Microsoft Technology Licensing, Llc | Debugging quantum programs |
| US11568293B2 (en) * | 2018-07-18 | 2023-01-31 | Accenture Global Solutions Limited | Quantum formulation independent solver |
| US11507872B2 (en) | 2018-08-17 | 2022-11-22 | Zapata Computing, Inc. | Hybrid quantum-classical computer system and method for performing function inversion |
| US11074519B2 (en) * | 2018-09-20 | 2021-07-27 | International Business Machines Corporation | Quantum algorithm concatenation |
| CN112789629A (zh) | 2018-10-02 | 2021-05-11 | 札帕塔计算股份有限公司 | 用于对线性系统求解的混合量子经典计算机 |
| US11488049B2 (en) | 2019-04-09 | 2022-11-01 | Zapata Computing, Inc. | Hybrid quantum-classical computer system and method for optimization |
| US11537928B2 (en) | 2019-05-03 | 2022-12-27 | Zapata Computing, Inc. | Quantum-classical system and method for matrix computations |
| AU2020292425B2 (en) | 2019-06-14 | 2023-02-23 | Zapata Computing, Inc. | Hybrid quantum-classical computer for bayesian inference with engineered likelihood functions for robust amplitude estimation |
| JP7042867B2 (ja) * | 2019-07-12 | 2022-03-28 | アクセンチュア グローバル ソリューションズ リミテッド | 物流配送の最適ルートの決定 |
| EP4052194A4 (en) * | 2019-10-30 | 2023-02-08 | Zapata Computing, Inc. | Hybrid quantum-classical computer system for parameter-efficient circuit training |
| US11687815B2 (en) * | 2019-12-16 | 2023-06-27 | International Business Machines Corporation | Estimation of an expected energy value of a Hamiltonian |
| WO2021157008A1 (ja) * | 2020-02-06 | 2021-08-12 | 日本電信電話株式会社 | 最適化関数生成装置、最適化関数生成方法、プログラム |
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| WO2021216497A1 (en) * | 2020-04-20 | 2021-10-28 | Zapata Computing, Inc. | Computer system and method for solving pooling problem as an unconstrained binary optimization |
| CN111241356B (zh) * | 2020-04-26 | 2020-08-11 | 腾讯科技(深圳)有限公司 | 基于模拟量子算法的数据搜索方法、装置及设备 |
| JP6985479B1 (ja) * | 2020-09-28 | 2021-12-22 | 鉄道情報システム株式会社 | 計算方法、計算装置、計算プログラム、記録媒体 |
| JP6985480B1 (ja) * | 2020-09-28 | 2021-12-22 | 鉄道情報システム株式会社 | 計算方法、計算装置、計算プログラム、記録媒体 |
| JP6985481B1 (ja) * | 2020-09-28 | 2021-12-22 | 鉄道情報システム株式会社 | 計算方法、計算装置、計算プログラム、記録媒体 |
| EP3975073B1 (en) * | 2020-09-29 | 2024-02-28 | Terra Quantum AG | Hybrid quantum computation architecture for solving quadratic unconstrained binary optimization problems |
| CN112464391B (zh) * | 2020-10-15 | 2022-09-06 | 昆明理工大学 | 一种柴油发电机组哈密顿模型的建立方法 |
| US12067458B2 (en) | 2020-10-20 | 2024-08-20 | Zapata Computing, Inc. | Parameter initialization on quantum computers through domain decomposition |
| JP2022072685A (ja) * | 2020-10-30 | 2022-05-17 | 富士通株式会社 | 評価関数生成プログラム、評価関数生成方法、最適化方法及び最適化装置 |
| AU2020477683A1 (en) * | 2020-11-20 | 2023-06-01 | Alibaba Group Holding Limited | Systems and methods for simulation of quantum circuits using decoupled hamiltonians |
| US20230419143A1 (en) * | 2020-11-20 | 2023-12-28 | Alibaba Group Holding Limited | Systems and methods for simulation of quantum circuits using extracted hamiltonians |
| CN112529193B (zh) * | 2020-12-04 | 2021-10-08 | 北京百度网讯科技有限公司 | 基于量子系统的数据处理方法及量子设备 |
| CN112541590B (zh) * | 2020-12-10 | 2021-09-14 | 北京百度网讯科技有限公司 | 量子纠缠探测方法、装置、电子设备及存储介质 |
| CN114638369B (zh) * | 2020-12-15 | 2025-05-09 | 华为技术有限公司 | 量子计算方法和系统 |
| CN112819170B (zh) * | 2021-01-22 | 2021-11-05 | 北京百度网讯科技有限公司 | 控制脉冲生成方法、装置、系统、设备及存储介质 |
| CN112819169B (zh) * | 2021-01-22 | 2021-11-23 | 北京百度网讯科技有限公司 | 量子控制脉冲生成方法、装置、设备及存储介质 |
| CA3212467A1 (en) * | 2021-03-23 | 2022-09-29 | Guoming WANG | Classically-boosted quantum optimization |
| CN113190719B (zh) * | 2021-05-08 | 2022-02-01 | 北京百度网讯科技有限公司 | 节点分组方法、装置及电子设备 |
| CN115423107B (zh) * | 2021-05-13 | 2025-05-16 | 华为技术有限公司 | 通过量子线路确定目标对象的状态的方法和设备 |
| US12456000B2 (en) | 2021-05-24 | 2025-10-28 | Electronics And Telecommunications Research Institute | Computing device and operating method of computing device for mapping quantum circuit |
| GB202107468D0 (en) * | 2021-05-26 | 2021-07-07 | Cambridge Quantum Computing Ltd | Computing system using a quantum computing arrangement and method for operation |
| CN113313261B (zh) * | 2021-06-08 | 2023-07-28 | 北京百度网讯科技有限公司 | 函数处理方法、装置及电子设备 |
| CN115545210B (zh) * | 2021-06-11 | 2025-05-16 | 华为技术有限公司 | 量子计算的方法和相关装置 |
| CN116090274B (zh) * | 2021-10-29 | 2024-06-14 | 本源量子计算科技(合肥)股份有限公司 | 基于量子计算的材料变形模拟方法、装置、终端及介质 |
| US11809426B2 (en) * | 2022-02-03 | 2023-11-07 | Bank Of America Corporation | System for implementing a data driven channel for query executions using quantum computing |
| KR102848107B1 (ko) | 2022-03-08 | 2025-08-21 | 한국전자통신연구원 | 3d 문화재 데이터를 생성하는 영상 처리 장치 및 그의 동작 방법 |
| WO2023215401A1 (en) * | 2022-05-03 | 2023-11-09 | University Of Washington | Systems and methods including combinatorial optimization circuitry utilizing sram cells and noise |
| CN115310616B (zh) * | 2022-07-26 | 2024-07-30 | 北京量子信息科学研究院 | 一种测量量子扰动的方法及电子设备 |
| CN115099072B (zh) * | 2022-08-24 | 2022-11-11 | 自然资源部第一海洋研究所 | 一种海洋生态动力学模型参数非线性优化方法 |
| CN117709415B (zh) * | 2022-08-31 | 2026-02-17 | 本源量子计算科技(合肥)股份有限公司 | 一种量子神经网络模型的优化方法及装置 |
| US12566992B2 (en) * | 2022-10-07 | 2026-03-03 | Bank Of America Corporation | Quantum-computing-powered system with multi-dimensional scaling for database backup, search, and recovery |
| CN116153434B (zh) * | 2023-03-20 | 2024-07-16 | 电子科技大学 | 一种分子图特征提取方法、装置、存储介质及终端 |
| CN116776996B (zh) * | 2023-03-28 | 2025-10-17 | 深圳量旋科技有限公司 | 组合优化问题的量子化求解方法、装置、存储介质和设备 |
| IL302161B1 (en) * | 2023-04-17 | 2026-03-01 | Elta Systems Ltd | Quantum tracking method and system |
| CN119047596A (zh) * | 2023-05-29 | 2024-11-29 | 本源量子计算科技(合肥)股份有限公司 | 一种基于脉冲表征的量子模拟方法及装置 |
| DE102023206218A1 (de) * | 2023-06-30 | 2025-01-02 | Zf Friedrichshafen Ag | Verfahren und Hybridsystem |
| EP4498290A1 (en) | 2023-07-24 | 2025-01-29 | Multiverse Computing S.L. | Method and system for combinatorial optimisation of cost functions |
| JP2025145553A (ja) | 2024-03-21 | 2025-10-03 | 富士通株式会社 | 情報処理プログラム、情報処理方法、および情報処理装置 |
| CN118014091A (zh) * | 2024-04-08 | 2024-05-10 | 国开启科量子技术(安徽)有限公司 | 基于量子线路确定非线性规划问题最优解的方法、装置 |
| JP2025173532A (ja) | 2024-05-15 | 2025-11-28 | 富士通株式会社 | 量子化学計算プログラム、量子化学計算方法、および情報処理装置 |
| CN118350473B (zh) * | 2024-06-18 | 2024-09-13 | 量子科技长三角产业创新中心 | 过程张量层析模型训练及过程张量层析方法和装置 |
| JP2026040189A (ja) | 2024-08-23 | 2026-03-09 | 富士通株式会社 | 情報処理プログラム、情報処理方法、および情報処理装置 |
| CN119718553B (zh) * | 2025-02-27 | 2025-06-24 | 苏州元脑智能科技有限公司 | 任务的运算方法、电子设备、介质及产品 |
| CN119814597B (zh) * | 2025-03-13 | 2025-07-15 | 国开启科量子技术(安徽)有限公司 | 基于量子计算的网络干扰优化方法、装置、设备及介质 |
| CN120012027B (zh) * | 2025-04-17 | 2025-06-27 | 中国海洋大学 | 海洋物理数据智能融合与优化处理方法 |
| CN120295488A (zh) * | 2025-06-13 | 2025-07-11 | 景色智慧(北京)信息科技有限公司 | 用于智慧公园的智能游戏互动方法 |
| CN120952196B (zh) * | 2025-10-14 | 2025-12-12 | 上海微观纪元数字科技有限公司 | 近似求解哈密顿量基态能量方法、系统和电子设备 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP3113084A1 (en) * | 2015-06-29 | 2017-01-04 | Universität Innsbruck | Quantum processing device and method |
| CN106537424A (zh) * | 2014-06-18 | 2017-03-22 | 阿尔卡特朗讯 | 用于纠缠量子态的硬件高效校验子提取 |
| CN107004162A (zh) * | 2014-12-05 | 2017-08-01 | 微软技术许可有限责任公司 | 量子深度学习 |
Family Cites Families (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US7398162B2 (en) * | 2003-02-21 | 2008-07-08 | Microsoft Corporation | Quantum mechanical model-based system and method for global optimization |
| US8832165B2 (en) * | 2007-12-12 | 2014-09-09 | Lockheed Martin Corporation | Computer systems and methods for quantum verification and validation |
| US8229863B2 (en) * | 2008-05-28 | 2012-07-24 | D-Wave Systems Inc. | Method and apparatus for evolving a quantum system using a mixed initial hamiltonian comprising both diagonal and off-diagonal terms |
| CA2840958C (en) * | 2011-07-06 | 2018-03-27 | D-Wave Systems Inc. | Quantum processor based systems and methods that minimize an objective function |
| US9830555B2 (en) * | 2013-07-09 | 2017-11-28 | The Board Of Trustees Of The Leland Stanford Junior University | Computation using a network of optical parametric oscillators |
| WO2016157333A1 (ja) * | 2015-03-27 | 2016-10-06 | 株式会社日立製作所 | 計算機、及び演算プログラム |
| EP3520041B1 (en) * | 2016-09-30 | 2026-03-11 | Rigetti & Co, LLC | Simulating quantum systems with quantum computation |
| US11120357B2 (en) * | 2017-03-10 | 2021-09-14 | Rigetti & Co, Inc. | Quantum approximate optimization |
| CA2968830C (en) * | 2017-05-29 | 2024-04-02 | Socpra Sciences Et Genie S.E.C. | Quantum processor, and method of quantum processing |
| US10332023B2 (en) * | 2017-09-22 | 2019-06-25 | International Business Machines Corporation | Hardware-efficient variational quantum eigenvalue solver for quantum computing machines |
-
2017
- 2017-11-28 US US15/823,654 patent/US10452990B2/en active Active
-
2018
- 2018-11-26 DE DE112018006047.0T patent/DE112018006047T5/de active Pending
- 2018-11-26 GB GB2008794.6A patent/GB2582515A/en not_active Withdrawn
- 2018-11-26 WO PCT/EP2018/082495 patent/WO2019105873A1/en not_active Ceased
- 2018-11-26 JP JP2020528163A patent/JP7210582B2/ja active Active
- 2018-11-26 CN CN201880075391.XA patent/CN111373420B/zh active Active
-
2019
- 2019-09-10 US US16/566,400 patent/US10664762B2/en active Active
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2020
- 2020-04-06 US US16/840,685 patent/US10963809B2/en active Active
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN106537424A (zh) * | 2014-06-18 | 2017-03-22 | 阿尔卡特朗讯 | 用于纠缠量子态的硬件高效校验子提取 |
| CN107004162A (zh) * | 2014-12-05 | 2017-08-01 | 微软技术许可有限责任公司 | 量子深度学习 |
| EP3113084A1 (en) * | 2015-06-29 | 2017-01-04 | Universität Innsbruck | Quantum processing device and method |
Non-Patent Citations (1)
| Title |
|---|
| Hardware-efficient Quantum Optimizer for Small Molecules and Quantum Magnets;Abhinav Kandala 等;arxiv.org;全文 * |
Also Published As
| Publication number | Publication date |
|---|---|
| US20200005179A1 (en) | 2020-01-02 |
| JP2021504805A (ja) | 2021-02-15 |
| US10664762B2 (en) | 2020-05-26 |
| US10963809B2 (en) | 2021-03-30 |
| US20200234174A1 (en) | 2020-07-23 |
| CN111373420A (zh) | 2020-07-03 |
| US20190164079A1 (en) | 2019-05-30 |
| GB202008794D0 (en) | 2020-07-22 |
| WO2019105873A1 (en) | 2019-06-06 |
| GB2582515A (en) | 2020-09-23 |
| JP7210582B2 (ja) | 2023-01-23 |
| DE112018006047T5 (de) | 2020-08-06 |
| US10452990B2 (en) | 2019-10-22 |
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