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A Technical Note for a Shor’s Algorithm by Phase Estimation
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作者 Gérard Fleury Philippe Lacomme 《Journal of Quantum Computing》 2022年第2期97-111,共15页
The objective of this paper concerns at first the motivation and the method of Shor’s algorithm including remarks on quantum computing introducing an algorithmic description of the method.The corner stone of the Shor... The objective of this paper concerns at first the motivation and the method of Shor’s algorithm including remarks on quantum computing introducing an algorithmic description of the method.The corner stone of the Shor’s algorithm is the modular exponentiation that is themost computational component(in time and space).A linear depth unit based on phase estimation is introduced and a description of a generic version of a modular multiplier based on phases is introduced to build block of a gates to efficient modular exponentiation circuit.Our proposal includes numerical experiments achieved on both the IBM simulator using the Qiskit library and on quantum physical optimizers provided by IBM.The shor’s algorithm based on phase estimation succeeds in factoring integer numbers with more than 35 digits using circuits with about 100 qubits. 展开更多
关键词 shor’s algorithm PHAsE
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Minimizing CNOT-count in quantum circuit of the extended Shor’s algorithm for ECDLP
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作者 Xia Liu Huan Yang Li Yang 《Cybersecurity》 2025年第1期153-179,共27页
The elliptic curve discrete logarithm problem(ECDLP)is a popular choice for cryptosystems due to its high level of security.However,with the advent of the extended Shor’s algorithm,there is concern that ECDLP may soo... The elliptic curve discrete logarithm problem(ECDLP)is a popular choice for cryptosystems due to its high level of security.However,with the advent of the extended Shor’s algorithm,there is concern that ECDLP may soon be vulnerable.While the algorithm does ofer hope in solving ECDLP,it is still uncertain whether it can pose a real threat in practice.From the perspective of the quantum circuits of the algorithm,this paper analyzes the feasibility of cracking ECDLP using an ion trap quantum computer with improved quantum circuits for the extended Shor’s algorithm.We give precise quantum circuits for extended Shor’s algorithm to calculate discrete logarithms on elliptic curves over prime felds,including modular subtraction,three diferent modular multiplication,and modular inverse.Additionally,we incorporate and improve upon windowed arithmetic in the circuits to reduce the CNOTcounts.Whereas previous studies mostly focused on minimizing the number of qubits or the depth of the circuit,we focus on minimizing the number of CNOT gates in the circuit,which greatly afects the running time of the algorithm on an ion trap quantum computer.Specifcally,we begin by presenting implementations of basic arithmetic operations with the lowest known CNOT-counts,along with improved constructions for modular inverse,point addition,and windowed arithmetic.Next,we precisely estimate that,to execute the extended Shor’s algorithm with the improved circuits to factor an n-bit integer,the CNOT-count required is1237n^(3)/log n+2n^(2)+n.Finally,we analyze the running time and feasibility of the extended Shor’s algorithm on an ion trap quantum computer. 展开更多
关键词 Elliptic curve discrete logarithm problem Extended shor’s algorithm Quantum circuits Ion trap quantum computer
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Fast Mixture Distribution Optimization for Rain-Flow Matrix of a Steel Arch Bridge by REBMIX Algorithm
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作者 Yuliang He Weihong Lou +1 位作者 Da Hang Youhua Su 《Structural Durability & Health Monitoring》 2025年第4期887-902,共16页
The computational accuracy and efficiency of modeling the stress spectrum derived from bridge monitoring data significantly influence the fatigue life assessment of steel bridges.Therefore,determining the optimal stre... The computational accuracy and efficiency of modeling the stress spectrum derived from bridge monitoring data significantly influence the fatigue life assessment of steel bridges.Therefore,determining the optimal stress spectrum model is crucial for further fatigue reliability analysis.This study investigates the performance of the REBMIX algorithm in modeling both univariate(stress range)and multivariate(stress range and mean stress)distributions of the rain-flowmatrix for a steel arch bridge,usingAkaike’s Information Criterion(AIC)as a performance metric.Four types of finitemixture distributions—Normal,Lognormal,Weibull,and Gamma—are employed tomodel the stress range.Additionally,mixed distributions,including Normal-Normal,Lognormal-Normal,Weibull-Normal,and Gamma-Normal,are utilized to model the joint distribution of stress range and mean stress.The REBMIX algorithm estimates the number of components,component weights,and component parameters for each candidate finite mixture distribution.The results demonstrate that the REBMIX algorithm-based mixture parameter estimation approach effectively identifies the optimal distribution based on AIC values.Furthermore,the algorithm exhibits superior computational efficiency compared to traditional methods,making it highly suitable for practical applications. 展开更多
关键词 steel bridge stress spectrum finite mixture distribution REBMIX algorithm Akaike’s information criterion
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Optimizing Connections:Applied Shortest Path Algorithms for MANETs
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作者 Ibrahim Alameri Jitka Komarkova +2 位作者 Tawfik Al-Hadhrami Abdulsamad Ebrahim Yahya Atef Gharbi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第10期787-807,共21页
This study is trying to address the critical need for efficient routing in Mobile Ad Hoc Networks(MANETs)from dynamic topologies that pose great challenges because of the mobility of nodes.Themain objective was to del... This study is trying to address the critical need for efficient routing in Mobile Ad Hoc Networks(MANETs)from dynamic topologies that pose great challenges because of the mobility of nodes.Themain objective was to delve into and refine the application of the Dijkstra’s algorithm in this context,a method conventionally esteemed for its efficiency in static networks.Thus,this paper has carried out a comparative theoretical analysis with the Bellman-Ford algorithm,considering adaptation to the dynamic network conditions that are typical for MANETs.This paper has shown through detailed algorithmic analysis that Dijkstra’s algorithm,when adapted for dynamic updates,yields a very workable solution to the problem of real-time routing in MANETs.The results indicate that with these changes,Dijkstra’s algorithm performs much better computationally and 30%better in routing optimization than Bellman-Ford when working with configurations of sparse networks.The theoretical framework adapted,with the adaptation of the Dijkstra’s algorithm for dynamically changing network topologies,is novel in this work and quite different from any traditional application.The adaptation should offer more efficient routing and less computational overhead,most apt in the limited resource environment of MANETs.Thus,from these findings,one may derive a conclusion that the proposed version of Dijkstra’s algorithm is the best and most feasible choice of the routing protocol for MANETs given all pertinent key performance and resource consumption indicators and further that the proposed method offers a marked improvement over traditional methods.This paper,therefore,operationalizes the theoretical model into practical scenarios and also further research with empirical simulations to understand more about its operational effectiveness. 展开更多
关键词 Dijkstra’s algorithm optimization complexity analysis shortest path first comparative algorithm analysis nondeterministic polynomial(NP)-complete
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基于正规基的大规模S盒FPGA设计与实现
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作者 张磊 李国元 +2 位作者 洪睿鹏 王建新 肖超恩 《密码学报(中英文)》 北大核心 2025年第4期854-869,共16页
传统上的分组密码S盒硬件实现采用查表法,其实现效果受到芯片资源的限制.针对16-bit大规模S盒在FPGA硬件实现中资源消耗大的问题,本文提出了基于复合域中正规基的S盒构造方法,研究使用较少的硬件资源实现16-bit S盒.首先,设计了基于复... 传统上的分组密码S盒硬件实现采用查表法,其实现效果受到芯片资源的限制.针对16-bit大规模S盒在FPGA硬件实现中资源消耗大的问题,本文提出了基于复合域中正规基的S盒构造方法,研究使用较少的硬件资源实现16-bit S盒.首先,设计了基于复合域的16-bit S盒构造实现方案,构建了线性的同构映射矩阵及其逆矩阵.其次,通过映射矩阵使有限域GF(2^(16))的乘法逆转换到复合域GF((((2^(2))^(2))^(2))^(2))上,进而将非线性的高维乘法逆简化为低维子域运算.然后,通过分析各级复合域不同参数对S盒实现的影响,筛选最优参数.最后,结合所提出的16-bit S盒构造实现框架,本文利用Xilinx公司的Vivado开发工具,以MK-3算法的16-bit S盒为例进行了FPGA仿真验证与性能分析.结果表明,本文构造方法实现的MK-3算法S盒需要186个LUT,时钟频率为114.129 MHz,在时钟频率/LUT的性能指标下达到了0.61360.同目前已公开文献同类方法中的最优实现性能0.43538相比,性能提升了40.93%.本文的16-bit S盒实现方案能够在降低硬件资源消耗的同时保持密码算法较高的运行频率,对有基于有限域构造的S盒的高效软硬件实现具有一定的参考价值. 展开更多
关键词 大规模s 复合域 正规基 MK-3算法 FPGA
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基于XGBoost与改进D-S证据理论的油浸式变压器故障诊断方法
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作者 陈辉 白雪婷 +3 位作者 吴一庆 江友华 徐非非 叶尚兴 《仪表技术》 2025年第4期72-77,81,共7页
针对油浸式变压器故障诊断中存在的油中溶解气体数据量不足及传统D-S证据理论故障诊断精度低的问题,提出了一种基于XGBoost与改进D-S证据理论的变压器故障诊断方法。通过单一气体特征衍生构建包含溶解气体含量及其比值的双结构特征集,... 针对油浸式变压器故障诊断中存在的油中溶解气体数据量不足及传统D-S证据理论故障诊断精度低的问题,提出了一种基于XGBoost与改进D-S证据理论的变压器故障诊断方法。通过单一气体特征衍生构建包含溶解气体含量及其比值的双结构特征集,并利用XGBoost算法筛选出最优故障特征子集;基于K-近邻算法计算特征模型值与待识别样本间贴近度,生成基本概率分配(BPA)函数;通过信念散度距离实现证据再分配,并采用D-S证据理论合成规则进行多源证据融合,以提高诊断准确性。实验结果表明,所提方法的故障诊断准确率达到90.21%,相较于IEC三比值法、灰色关联分析、CART、WOA-BP、GA-SVM分别提高了11.91%、10.91%、9.81%、8.71%和3.21%,显著提升了变压器故障诊断的可靠性。 展开更多
关键词 油浸式变压器 故障诊断 XGBoost算法 D-s证据理论 K-近邻算法
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基于改进YOLOX-S算法的雾天图像目标检测
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作者 唐亮 《机械设计与制造工程》 2025年第5期104-108,共5页
为了改善雾天场景下目标的检测效果,为自动驾驶、智能监控等实际应用提供可靠的解决方案,提出了基于改进YOLOX-S算法的雾天图像目标检测算法。将双边滤波器引入到Retinex算法中,增强雾天图像质量;基于改进YOLOX-S构建雾天图像目标检测结... 为了改善雾天场景下目标的检测效果,为自动驾驶、智能监控等实际应用提供可靠的解决方案,提出了基于改进YOLOX-S算法的雾天图像目标检测算法。将双边滤波器引入到Retinex算法中,增强雾天图像质量;基于改进YOLOX-S构建雾天图像目标检测结构,由CSPDarknet主干网络提取多尺度特征图及其权重;在下采样阶段引入深度可分离卷积改进Neck-FPN网络,提取目标感兴趣区域特征图,实现雾天图像目标检测。实验结果表明:该算法可有效提升雾天图像质量,峰值信噪比指标达到20.828 dB,结构相似度指标为0.814;可实现目标的精准检测,平均精度(IoU=0.5)为94.5%,检测帧率为27.37帧/s。 展开更多
关键词 改进YOLOX-s算法 雾天图像 双边滤波器 RETINEX算法 ECANet通道注意力
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量子噪声对Shor算法的影响
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作者 黄天龙 吴永政 +2 位作者 倪明 汪士 叶永金 《物理学报》 SCIE EI CAS CSCD 北大核心 2024年第5期43-58,共16页
Shor算法能够借助量子计算机以多项式级别复杂度解决大整数因式分解问题,从而破解一系列安全性基于大整数因式分解的加密算法,例如Rivest-Shamir-Adleman加密算法、Diffie-Hellman密钥交换协议等.由于量子测量结果是概率性的,在运行量... Shor算法能够借助量子计算机以多项式级别复杂度解决大整数因式分解问题,从而破解一系列安全性基于大整数因式分解的加密算法,例如Rivest-Shamir-Adleman加密算法、Diffie-Hellman密钥交换协议等.由于量子测量结果是概率性的,在运行量子线路时很容易受到噪声的干扰,这将导致无法测量得到预期结果.本文分别研究了不同通道的噪声对Shor算法的影响,分别是去极化通道、状态制备与测量通道以及热退相干通道.本文模拟在噪声环境中运行Shor算法并且给出了数值结果.数值结果表明Shor算法成功分解整数的概率易受到噪声影响,其中去极化通道中的噪声能够以指数形式影响Shor算法成功分解整数的概率,其次是热退相干通道噪声,最后是状态制备与测量通道噪声,能够线性影响到Shor算法成功分解的概率.本文能够为后续纠错、改进Shor算法以及确定工程实现Shor算法所需要的保真度等提供建设性意见. 展开更多
关键词 量子计算 量子算法 量子噪声 shor算法
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Binary Hybrid Artificial Hummingbird with Flower Pollination Algorithm for Feature Selection in Parkinson’s Disease Diagnosis 被引量:1
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作者 Liuyan Feng Yongquan Zhou Qifang Luo 《Journal of Bionic Engineering》 SCIE EI CSCD 2024年第2期1003-1021,共19页
Parkinson’s disease is a neurodegenerative disorder that inflicts irreversible damage on humans.Some experimental data regarding Parkinson’s patients are redundant and irrelevant,posing significant challenges for di... Parkinson’s disease is a neurodegenerative disorder that inflicts irreversible damage on humans.Some experimental data regarding Parkinson’s patients are redundant and irrelevant,posing significant challenges for disease detection.Therefore,there is a need to devise an effective method for the selective extraction of disease-specific information,ensuring both accuracy and the utilization of fewer features.In this paper,a Binary Hybrid Artificial Hummingbird and Flower Pollination Algorithm(FPA),called BFAHA,is proposed to solve the problem of Parkinson’s disease diagnosis based on speech signals.First,combining FPA with Artificial Hummingbird Algorithm(AHA)can take advantage of the strong global exploration ability possessed by FPA to improve the disadvantages of AHA,such as premature convergence and easy falling into local optimum.Second,the Hemming distance is used to determine the difference between the other individuals in the population and the optimal individual after each iteration,if the difference is too significant,the cross-mutation strategy in the genetic algorithm(GA)is used to induce the population individuals to keep approaching the optimal individual in the random search process to speed up finding the optimal solution.Finally,an S-shaped function converts the improved algorithm into a binary version to suit the characteristics of the feature selection(FS)tasks.In this paper,10 high-dimensional datasets from UCI and the ASU are used to test the performance of BFAHA and apply it to Parkinson’s disease diagnosis.Compared with other state-of-the-art algorithms,BFAHA shows excellent competitiveness in both the test datasets and the classification problem,indicating that the algorithm proposed in this study has apparent advantages in the field of feature selection. 展开更多
关键词 Artificial Hummingbird algorithm Flower pollination algorithm Feature selection Parkinson’s disease Meta-heuristic
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A Note on Shor’s Quantum Algorithm 被引量:1
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作者 曹正军 刘丽华 《Journal of Shanghai Jiaotong university(Science)》 EI 2006年第3期368-370,共3页
Shor proposed a polynomial time algorithm for computing the order of one element in a multiplicative group using a quantum computer. Based on Miller’s randomization, he then gave a factorization algorithm. But the al... Shor proposed a polynomial time algorithm for computing the order of one element in a multiplicative group using a quantum computer. Based on Miller’s randomization, he then gave a factorization algorithm. But the algorithm has two shortcomings, the order must be even and the output might be a trivial factor. Actually, these drawbacks can be overcome if the number is an RSA modulus. Applying the special structure of the RSA modulus, an algorithm is presented to overcome the two shortcomings. The new algorithm improves Shor’s algorithm for factoring RSA modulus. The cost of the factorization algorithm almost depends on the calculation of the order of 2 in the multiplication group. 展开更多
关键词 shors quantum algorithm RsA modulus order
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Representation of an Integer by a Quadratic Form through the Cornacchia Algorithm
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作者 Moumouni Djassibo Woba 《Applied Mathematics》 2024年第9期614-629,共16页
Cornachia’s algorithm can be adapted to the case of the equation x2+dy2=nand even to the case of ax2+bxy+cy2=n. For the sake of completeness, we have given modalities without proofs (the proof in the case of the equa... Cornachia’s algorithm can be adapted to the case of the equation x2+dy2=nand even to the case of ax2+bxy+cy2=n. For the sake of completeness, we have given modalities without proofs (the proof in the case of the equation x2+y2=n). Starting from a quadratic form with two variables f(x,y)=ax2+bxy+cy2and n an integer. We have shown that a primitive positive solution (u,v)of the equation f(x,y)=nis admissible if it is obtained in the following way: we take α modulo n such that f(α,1)≡0modn, u is the first of the remainders of Euclid’s algorithm associated with n and α that is less than 4cn/| D |) (possibly α itself) and the equation f(x,y)=n. has an integer solution u in y. At the end of our work, it also appears that the Cornacchia algorithm is good for the form n=ax2+bxy+cy2if all the primitive positive integer solutions of the equation f(x,y)=nare admissible, i.e. computable by the algorithmic process. 展开更多
关键词 Quadratic Form Cornacchia algorithm Associated Polynomials Euclid’s algorithm Prime Number
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钻尖S型容屑槽的砂轮磨削位姿算法研究
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作者 熊建军 李海宾 +1 位作者 江磊 王金栋 《机械设计与制造》 北大核心 2025年第2期203-207,共5页
钻尖S型容屑槽作为一种新型的钻头端齿结构,不仅能有效提高钻头耐用度、排屑能力,还具有结构复杂、对精度要求高等特点。为了增强其磨削工艺扩展性并提高其加工精度,研究了该类容屑槽在数控加工过程中的砂轮磨削轨迹求解方法:首先,定义... 钻尖S型容屑槽作为一种新型的钻头端齿结构,不仅能有效提高钻头耐用度、排屑能力,还具有结构复杂、对精度要求高等特点。为了增强其磨削工艺扩展性并提高其加工精度,研究了该类容屑槽在数控加工过程中的砂轮磨削轨迹求解方法:首先,定义了容屑槽的结构参数、坐标系,建立了几何表达数学模型;其次,定义磨削工艺参数以及砂轮初始姿态,建立了磨削过程中砂轮轨迹的参数化控制数学模型;在此基础上,采用运动学原理并借助坐标变换矩阵的方式,推导了工件坐标系下的钻尖S型容屑砂轮磨削轨迹的计算方法。基于VC++环境,开发了相应的计算程序并进行了一系列的磨削仿真测试和加工验证,验证了算法的可行性和准确性。 展开更多
关键词 钻尖 s型容屑槽 磨削 位姿 算法
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(n,k)-排列图的t/s诊断度与t/s诊断算法研究
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作者 张世豪 冷明 《计算机科学》 北大核心 2025年第S1期893-901,共9页
鉴于多处理器系统中日益严峻的故障风险挑战,特别是在超级计算机领域,如何有效提升系统的可靠性和容错能力成为了亟待解决的关键问题。(n,k)-排列图作为一种新型的互连网络拓扑结构应运而生,它是基于星图网络的推广和变形。它在保留星... 鉴于多处理器系统中日益严峻的故障风险挑战,特别是在超级计算机领域,如何有效提升系统的可靠性和容错能力成为了亟待解决的关键问题。(n,k)-排列图作为一种新型的互连网络拓扑结构应运而生,它是基于星图网络的推广和变形。它在保留星图网络原有的对称性和容错性的同时,具有更好的灵活性。目前对于(n,k)-排列图的可靠性研究尚不全面。基于此,展开了对(n,k)-排列图的t/s和t/s诊断算法研究。首先,给出了(n,k)-排列图的系列拓扑性质;然后,度量了(n,k)-排列图在PMC(Preparata,Metze,Chien)模型下的t/s诊断度;最后,设计了一个时间复杂度为O(N log2N)的快速诊断算法,用于识别(n,k)-排列图的所有故障结点。(n,k)-排列图的t/s诊断度被确定,进一步完善了(n,k)-排列图网络的可靠性指标,为其在应用和推广中的可靠性提供了重要的依据。 展开更多
关键词 可靠性 t/s诊断度 t/s诊断算法 (n k)-排列图 PMC模型
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Implementation of ternary Shor's algorithm based on vibrational states of an ion in anharmonic potential
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作者 刘威 陈书明 +3 位作者 张见 吴春旺 吴伟 陈平形 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第3期157-165,共9页
It is widely believed that Shor's factoring algorithm provides a driving force to boost the quantum computing research.However, a serious obstacle to its binary implementation is the large number of quantum gates. No... It is widely believed that Shor's factoring algorithm provides a driving force to boost the quantum computing research.However, a serious obstacle to its binary implementation is the large number of quantum gates. Non-binary quantum computing is an efficient way to reduce the required number of elemental gates. Here, we propose optimization schemes for Shor's algorithm implementation and take a ternary version for factorizing 21 as an example. The optimized factorization is achieved by a two-qutrit quantum circuit, which consists of only two single qutrit gates and one ternary controlled-NOT gate. This two-qutrit quantum circuit is then encoded into the nine lower vibrational states of an ion trapped in a weakly anharmonic potential. Optimal control theory(OCT) is employed to derive the manipulation electric field for transferring the encoded states. The ternary Shor's algorithm can be implemented in one single step. Numerical simulation results show that the accuracy of the state transformations is about 0.9919. 展开更多
关键词 ternary shors algorithm anharmonic ion trapping optimal control theory vibrational state
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基于s和B样条曲线的传输机构分段轨迹规划
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作者 王玉明 杨宝海 +2 位作者 姚宇轩 梁斌 刘冬 《组合机床与自动化加工技术》 北大核心 2025年第1期84-87,共4页
为了改善Pecvd设备在运输石墨舟过程中遇到的振动、过量损耗等问题,提出一种分段式作业轨迹规划方法。分别采用自适应的s曲线以及B样条曲线对传输机构的两段作业轨迹进行轨迹规划,并对较复杂的B样条曲线轨迹采用自适应遗传算法进行优化... 为了改善Pecvd设备在运输石墨舟过程中遇到的振动、过量损耗等问题,提出一种分段式作业轨迹规划方法。分别采用自适应的s曲线以及B样条曲线对传输机构的两段作业轨迹进行轨迹规划,并对较复杂的B样条曲线轨迹采用自适应遗传算法进行优化;同时采用模糊PID控制方法,将机构控制误差限制在合理范围之内。通过石墨舟传输机构模型轨迹仿真实验,验证了所提出的分段轨迹规划方法可使机构运动平稳;实际样机实验验证了该方法控制信号误差在5%以内。实验结果表明,所提出的轨迹规划方法在效率、误差控制方面均符合生产需求,可用于实际生产。 展开更多
关键词 轨迹规划 s曲线 B样条曲线 遗传算法
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Time Complexity of the Oracle Phase in Grover’s Algorithm
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作者 Ying Liu 《American Journal of Computational Mathematics》 2024年第1期1-10,共10页
Since Grover’s algorithm was first introduced, it has become a category of quantum algorithms that can be applied to many problems through the exploitation of quantum parallelism. The original application was the uns... Since Grover’s algorithm was first introduced, it has become a category of quantum algorithms that can be applied to many problems through the exploitation of quantum parallelism. The original application was the unstructured search problems with the time complexity of O(). In Grover’s algorithm, the key is Oracle and Amplitude Amplification. In this paper, our purpose is to show through examples that, in general, the time complexity of the Oracle Phase is O(N), not O(1). As a result, the time complexity of Grover’s algorithm is O(N), not O(). As a secondary purpose, we also attempt to restore the time complexity of Grover’s algorithm to its original form, O(), by introducing an O(1) parallel algorithm for unstructured search without repeated items, which will work for most cases. In the worst-case scenarios where the number of repeated items is O(N), the time complexity of the Oracle Phase is still O(N) even after additional preprocessing. 展开更多
关键词 Quantum Computing ORACLE Amplitude Amplification Grover’s algorithm
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O(logN) Algorithm for Amplitude Amplification and O(logN) Algorithms for Amplitude Transfer in Grover’s Algorithm
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作者 Ying Liu 《American Journal of Computational Mathematics》 2024年第2期169-188,共20页
Grovers algorithm is a category of quantum algorithms that can be applied to many problems through the exploitation of quantum parallelism. The Amplitude Amplification in Grovers algorithm is T = O(N). This paper intr... Grovers algorithm is a category of quantum algorithms that can be applied to many problems through the exploitation of quantum parallelism. The Amplitude Amplification in Grovers algorithm is T = O(N). This paper introduces two new algorithms for Amplitude Amplification in Grovers algorithm with a time complexity of T = O(logN), aiming to improve efficiency in quantum computing. The difference between Grovers algorithm and our first algorithm is that the Amplitude Amplification ratio in Grovers algorithm is an arithmetic series and ours, a geometric one. Because our Amplitude Amplification ratios converge much faster, the time complexity is improved significantly. In our second algorithm, we introduced a new concept, Amplitude Transfer where the marked state is transferred to a new set of qubits such that the new qubit state is an eigenstate of measurable variables. When the new qubit quantum state is measured, with high probability, the correct solution will be obtained. 展开更多
关键词 Quantum Computing ORACLE Amplitude Amplification Grover’s algorithm
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基于多种机器学习算法和D-S证据理论的滑坡风险等级预测
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作者 王引生 陆皓磊 +2 位作者 李永强 吴红刚 邱道宏 《人民黄河》 北大核心 2025年第11期139-143,共5页
针对单一机器学习算法预测滑坡风险等级时很难保证预测结果的可靠性问题,构建一种基于多种机器学习算法和D-S证据理论的滑坡风险等级预测模型。在某地区1644个滑坡点位数据的基础上,选取与河流的距离、与道路的距离、土地利用类型、水... 针对单一机器学习算法预测滑坡风险等级时很难保证预测结果的可靠性问题,构建一种基于多种机器学习算法和D-S证据理论的滑坡风险等级预测模型。在某地区1644个滑坡点位数据的基础上,选取与河流的距离、与道路的距离、土地利用类型、水流强度指数等16个影响因子进行统计分析,采用主成分分析法对数据进行降维处理。基于D-S证据理论对支持向量机(SVM)、反向传播(BP)神经网络、径向基函数(RBF)神经网络、随机森林(RF)和极限学习机(ELM)机器学习算法进行融合,将该融合模型应用于实际滑坡风险等级评价,结果表明;融合模型的预测准确率为81.66%,5种算法均至少对2个点位的风险等级预测错误,而融合模型能够实现更精准的预测,只出现1个点位预测错误,提高了滑坡风险等级预测的准确性和可靠性。 展开更多
关键词 机器学习算法 滑坡风险等级 预测 D-s证据理论 融合模型
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Beta混合模型结合K-S检验的系统谐波阻抗估计
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作者 陈一涵 曾成碧 +1 位作者 苗虹 杨小宝 《电力系统及其自动化学报》 北大核心 2025年第6期121-128,共8页
为提高概率分布类方法在系统谐波阻抗估计中的准确性和稳健性,提出Beta混合模型结合柯尔莫可洛夫-斯米洛夫(Kolmogorov-Smirnov,K-S)检验的系统谐波阻抗估计方法。首先,基于电力系统等效电路构建系统谐波电流的Beta混合模型,根据最大似... 为提高概率分布类方法在系统谐波阻抗估计中的准确性和稳健性,提出Beta混合模型结合柯尔莫可洛夫-斯米洛夫(Kolmogorov-Smirnov,K-S)检验的系统谐波阻抗估计方法。首先,基于电力系统等效电路构建系统谐波电流的Beta混合模型,根据最大似然估计原理建立模型的对数似然函数。其次,采用期望最大算法进行参数估计,通过求解对数似然函数,实现系统谐波阻抗的准确估计。最后,引入K-S检验方法,根据谐波电流数据的实际累积分布和理论累积分布计算检验统计量,检验Beta混合模型的系统谐波电流分布模拟能力。在仿真测试和实例分析中与多种方法进行对比,结果表明本文所提方法能够提高系统谐波阻抗估计的准确性和稳健性。 展开更多
关键词 电能质量 谐波阻抗估计 Beta混合模型 最大似然估计 期望最大算法 柯尔莫可洛夫-斯米洛夫检验
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数据中心机房温度T-S模糊预测模型
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作者 魏东 吴淦 孔明 《控制工程》 北大核心 2025年第7期1163-1176,共14页
数据中心空调末端系统预测控制的基础是对机柜入口温度的多步预测。为了改善预测模型的预测精度和可移植性,提出一种数据中心机房温度非线性Takagi-Sugeno(T-S)模糊模型构建方法。首先,采用计算流体动力学(computational fluid dynamics... 数据中心空调末端系统预测控制的基础是对机柜入口温度的多步预测。为了改善预测模型的预测精度和可移植性,提出一种数据中心机房温度非线性Takagi-Sugeno(T-S)模糊模型构建方法。首先,采用计算流体动力学(computational fluid dynamics,CFD)数值模拟方法建立机房CFD模型,并设计了数据采集策略,以捕捉系统的完整动态特性;然后,为了解决模糊C-均值聚类算法易陷入局部最优的问题,采用改进天牛须搜索算法对其进行优化,实现了T-S模糊模型的前件结构辨识;最后,采用容积卡尔曼滤波算法进行T-S模糊模型的后件参数辨识和在线修正。实验结果表明,与传统T-S模糊模型相比,此方法构建的T-S模糊模型具有更高的计算效率和预测精度,通过后件参数的更新可满足模型可移植的要求。 展开更多
关键词 数据中心 CFD T-s模糊模型 天牛须搜索算法 容积卡尔曼滤波
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