期刊文献+
共找到1,685篇文章
< 1 2 85 >
每页显示 20 50 100
Evolving patterns of agricultural production space in China:A network-based approach
1
作者 Shuhui Yang Zhongkai Li +2 位作者 Jianlin Zhou Yancheng Gao Xuefeng Cui 《Geography and Sustainability》 CSCD 2024年第1期121-134,共14页
The agricultural production space,as where and how much each agricultural product grows,plays a vital role in meeting the increasing and diverse food demands.Previous studies on agricultural production patterns have p... The agricultural production space,as where and how much each agricultural product grows,plays a vital role in meeting the increasing and diverse food demands.Previous studies on agricultural production patterns have predominantly centered on individual or specific crop types,using methods such as remote sensing or statistical metrological analysis.In this study,we characterize the agricultural production space(APS)by bipartite network connecting agricultural products and provinces,to reveal the relatedness between diverse agricultural products and the spatiotemporal characteristic of provincial production capabilities in China.The results show that core products are cereal,pork,melon,and pome fruit;meanwhile the milk,grape,and fiber crop show an upward trend in centrality,which is in line with diet structure changes in China over the past decades.The little changes in community components and structures of agricultural products and provinces reveal that agricultural production patterns in China are relatively stable.Additionally,identified provincial communities closely resemble China's agricultural natural zones.Furthermore,the observed growth in production capabilities in North and Northeast China implies their potential focus areas for future agricultural production.Despite the superior production capa-bilities of southern provinces,recent years have witnessed a notable decline,warranting special attentions.The findings provide a comprehensive perspective for understanding the complex relationship of agricultural prod-ucts'relatedness,production capabilities and production patterns,which serve as a reference for the agricultural spatial optimization and agricultural sustainable development. 展开更多
关键词 Agricultural system Complex network Agricultural production space Proximity matrix production capability
下载PDF
Semi-tensor product approach to controllability and stabilizability of finite automata 被引量:12
2
作者 Yongyi Yan Zengqiang Chen Zhongxin Liu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2015年第1期134-141,共8页
Using semi-tensor product of matrices, the controllability and stabilizability of finite automata are investigated. By expressing the states, inputs, and outputs in vector forms, the transition and output functions ar... Using semi-tensor product of matrices, the controllability and stabilizability of finite automata are investigated. By expressing the states, inputs, and outputs in vector forms, the transition and output functions are represented in matrix forms.Based on this algebraic description, a necessary and sufficient condition is proposed for checking whether a state is controllable to another one. By this condition, an algorithm is established to find all the control sequences of an arbitrary length. Moreover, the stabilizability of finite automata is considered, and a necessary and sufficient condition is presented to examine whether some states can be stabilized. Finally, the study of illustrative examples verifies the correctness of the presented results/algorithms. 展开更多
关键词 finite automata CONTROLLABILITY STABILIZABILITY semitensor product of matrices matrix approach
下载PDF
Matrix Inequalities for the Fan Product and the Hadamard Product of Matrices 被引量:6
3
作者 Dongjie Gao 《Advances in Linear Algebra & Matrix Theory》 2015年第3期90-97,共8页
A new inequality on the minimum eigenvalue for the Fan product of nonsingular M-matrices is given. In addition, a new inequality on the spectral radius of the Hadamard product of nonnegative matrices is also obtained.... A new inequality on the minimum eigenvalue for the Fan product of nonsingular M-matrices is given. In addition, a new inequality on the spectral radius of the Hadamard product of nonnegative matrices is also obtained. These inequalities can improve considerably some previous results. 展开更多
关键词 M-matrix NONNEGATIVE matrix FAN product HADAMARD product Spectral Radius Minimum EIGENVALUE
下载PDF
The effect of the fibre orientation of electrospun scaffolds on the matrix production of rabbit annulus fibrosus-derived stem cells 被引量:16
4
作者 Chen Liu Caihong Zhu +4 位作者 Jun Li Pinghui Zhou Min Chen Huilin Yang Bin Li 《Bone Research》 SCIE CAS CSCD 2015年第2期112-120,共9页
Annulus fibrosus (AF) tissue engineering has recently received increasing attention as a treatment for intervertebral disc 0VD) degeneration; however, such engineering remains challenging because of the remarkable ... Annulus fibrosus (AF) tissue engineering has recently received increasing attention as a treatment for intervertebral disc 0VD) degeneration; however, such engineering remains challenging because of the remarkable complexity of AF tissue. In order to engineer a functional AF replacement, the fabrication of cell-scaffold constructs that mimic the cellular, biochemical and structural features of native AF tissue is critical. In this study, we fabricated aligned fibroua polyurethane scaffolds using an electrospinning technique and used them for culturing AF-derived-stem/progenitor cells (AFSCs). Random fibrous scaffolds, also prepared via electrospinningy were used as a control. We compared the morphology, proliferation, gene expression and matrix production of AFSCs on aligned scaffolds and random scaffolds. There was no apparent difference in the attachment or proliferation of cells cultured on aligned scaffolds and random scaffolds. However, compared to cells on random scaffolds, the AFSCs on aligned scaffolds were more elongated and better aligned, and they exhibited higher gene expression and matrix production of coUagen-I and aggrecan. The gene expression and protein production of coUagen-II did not appear to differ between the two groups. Together, these findings indicate that aligned fibrous scaffolds may provide a favourable microenvironment for the differentiation of AFSCs into cells similar to outer AF cells, which predominantly produce collagen-I matrix. 展开更多
关键词 The effect of the fibre orientation of electrospun scaffolds on the matrix production of rabbit annulus fibrosus-derived stem cells FIGURE STEM
下载PDF
Networked Evolutionary Model of Snow-Drift Game Based on Semi-Tensor Product 被引量:1
5
作者 Lv Chen 《Journal of Applied Mathematics and Physics》 2019年第3期726-737,共12页
This paper investigates the networked evolutionary model based on snow-drift game with the strategy of rewards and penalty. Firstly, by using the semi-tensor product of matrices approach, the mathematical model of the... This paper investigates the networked evolutionary model based on snow-drift game with the strategy of rewards and penalty. Firstly, by using the semi-tensor product of matrices approach, the mathematical model of the networked evolutionary game is built. Secondly, combined with the matrix expression of logic, the mathematical model is expressed as a dynamic logical system and next converted into its evolutionary dynamic algebraic form. Thirdly, the dynamic evolution process is analyzed and the final level of cooperation is discussed. Finally, the effects of the changes in the rewarding and penalty factors on the level of cooperation in the model are studied separately, and the conclusions are verified by examples. 展开更多
关键词 Snow-Drift GAME semi-tensor product NETWORKED EVOLUTIONARY Games Rewarding and PENALTY Strategy
下载PDF
Linear Maps Preserving Idempotency of Products of Matrices on Upper Triangular Matrix Algebras
6
作者 QI JING Ji GUO-XING 《Communications in Mathematical Research》 CSCD 2009年第3期253-264,共12页
Let Tn be the algebra of all n × n complex upper triangular matrices. We give the concrete forms of linear injective maps on Tn which preserve the nonzero idempotency of either products of two matrices or triple ... Let Tn be the algebra of all n × n complex upper triangular matrices. We give the concrete forms of linear injective maps on Tn which preserve the nonzero idempotency of either products of two matrices or triple Jordan products of two matrices. 展开更多
关键词 linear map matrix IDEMPOTENT product of two matrices triple Jordan product of two matrices
下载PDF
MATRIX PRODUCT CODES WITH ROSENBLOOM-TSFASMAN METRIC
7
作者 陈博聪 林丽仁 刘宏伟 《Acta Mathematica Scientia》 SCIE CSCD 2013年第3期687-700,共14页
In this article, the Rosenbloom-Tsfasman metric of matrix product codes over finite commutative rings is studied and the lower bounds for the minimal Rosenbloom- Tsfasman distances of the matrix product codes axe obta... In this article, the Rosenbloom-Tsfasman metric of matrix product codes over finite commutative rings is studied and the lower bounds for the minimal Rosenbloom- Tsfasman distances of the matrix product codes axe obtained. The lower bounds of the dual codes of matrix product codes over finite commutative Frobenius rings are also given. 展开更多
关键词 Finite commutative Frobenius ring matrix product code Rosenbloom-Tsfasman metric
下载PDF
Properties of Parity Non-conserved and Parity Conserved States in Matrix Product Systems
8
作者 祝敬敏 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第8期373-379,共7页
In terms of reflection transformation of a matrix product state (MPS), the parity of the MPS is defined. Based on the reflective parity non-conserved MPS pair we construct the even-parity state |ψe〉 and the odd-p... In terms of reflection transformation of a matrix product state (MPS), the parity of the MPS is defined. Based on the reflective parity non-conserved MPS pair we construct the even-parity state |ψe〉 and the odd-parity state |ψσ〉. It is interesting to find that the parity non-conserved reflective MPS pair have no long-range correlations; instead the even-parity state |ψe〉 and the odd-parity state |ψo〉 constructed from them have the same long-range correlations for the parity non-conserved block operators. Moreover, the entanglement between a block of n contiguous spins and the rest of the spin chain for the states |ψe〉 and |ψo〉 is larger than that for the reflective MPS pair except for n = 1, and the difference of them approaches 1 monotonically and asymptotically from 0 as n increases from 1. These characteristics indicate that MPS parity as a conserved physical quantity represents a kind of coherent collective quantum mode, and that the parity conserved MPSs contain more correlation, coherence, and entanglement than the parity non-conserved ones. 展开更多
关键词 matrix product state parity operator long-range correlation entanglement entropy
下载PDF
Structure of continuous matrix product operator for transverse field Ising model:An analytic and numerical study
9
作者 Yueshui Zhang Lei Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第11期121-142,共22页
We study the structure of the continuous matrix product operator(cMPO)^([1]) for the transverse field Ising model(TFIM).We prove TFIM’s cMPO is solvable and has the form T=e^(-1/2H_(F)).H_(F) is a non-local free ferm... We study the structure of the continuous matrix product operator(cMPO)^([1]) for the transverse field Ising model(TFIM).We prove TFIM’s cMPO is solvable and has the form T=e^(-1/2H_(F)).H_(F) is a non-local free fermionic Hamiltonian on a ring with circumferenceβ,whose ground state is gapped and non-degenerate even at the critical point.The full spectrum of H_(F) is determined analytically.At the critical point,our results verify the state–operator-correspondence^([2]) in the conformal field theory(CFT).We also design a numerical algorithm based on Bloch state ansatz to calculate the lowlying excited states of general(Hermitian)cMPO.Our numerical calculations coincide with the analytic results of TFIM.In the end,we give a short discussion about the entanglement entropy of cMPO’s ground state. 展开更多
关键词 continuous matrix product operator transverse field Ising model state-operator-correspondence
下载PDF
Development of Product Design Projects Applying Specifications and Factors Matrix (SFM) as a Support Tool in Higher Education
10
作者 José Luis Santolaya Anna Maria Biedermann Ana Serrano 《World Journal of Engineering and Technology》 2016年第2期141-152,共12页
The application of work strategies taking into account, from the initial stages, all the factors involved in the product design process is considered essential by the researches to generate higher quality products, as... The application of work strategies taking into account, from the initial stages, all the factors involved in the product design process is considered essential by the researches to generate higher quality products, assess users’ needs and anticipate design problems. This paper presents two approaches of design project development, denominated respectively: projects with imposed specifications and projects with derived specifications and proposes the use of the matrix that integrates specifications and design factors (SFM). This design support tool complements others already used in the development of product concepts by higher education students, increasing the capacity of synthesis and structuring of information in order to facilitate decision-making into the design process. Its elaboration implies understanding of objectives, identifying of factors and establishing of specifications. At the same time, it aims to foster the reflection process and an integrated information analysis. The application of SFM and its contribution to different project approaches are shown in this paper. 展开更多
关键词 product Design matrix SPECIFICATIONS FACTORS Engineering Education
下载PDF
The Exact Solutions of Such Coupled Linear Matrix Fractional Differential Equations of Diagonal Unknown Matrices by Using Hadamard Product
11
作者 Zayed Al-Zuhiri Zeyad Al-Zhour Khaled Jaber 《Journal of Applied Mathematics and Physics》 2016年第2期432-442,共11页
In this paper, we present the general exact solutions of such coupled system of matrix fractional differential equations for diagonal unknown matrices in Caputo sense by using vector extraction operators and Hadamard ... In this paper, we present the general exact solutions of such coupled system of matrix fractional differential equations for diagonal unknown matrices in Caputo sense by using vector extraction operators and Hadamard product. Some illustrated examples are also given to show our new approach. 展开更多
关键词 Fractional Operators matrix Fractional Differential Equations Hadamard product Vector Extraction Operator
下载PDF
Effective Customer Review Analysis Using Combined Capsule Networks with Matrix Factorization Filtering
12
作者 K.Selvasheela A.M.Abirami Abdul Khader Askarunisa 《Computer Systems Science & Engineering》 SCIE EI 2023年第3期2537-2552,共16页
Nowadays,commercial transactions and customer reviews are part of human life and various business applications.The technologies create a great impact on online user reviews and activities,affecting the business proces... Nowadays,commercial transactions and customer reviews are part of human life and various business applications.The technologies create a great impact on online user reviews and activities,affecting the business process.Customer reviews and ratings are more helpful to the new customer to purchase the product,but the fake reviews completely affect the business.The traditional systems consume maximum time and create complexity while analyzing a large volume of customer information.Therefore,in this work optimized recommendation system is developed for analyzing customer reviews with minimum complexity.Here,Amazon Product Kaggle dataset information is utilized for investigating the customer review.The collected information is analyzed and processed by batch normalized capsule networks(NCN).The network explores the user reviews according to product details,time,price purchasing factors,etc.,ensuring product quality and ratings.Then effective recommendation system is developed using a butterfly optimized matrix factorizationfiltering approach.Then the system’s efficiency is evaluated using the Rand Index,Dunn index,accuracy,and error rate. 展开更多
关键词 Recommendation system customer reviews amazon product kaggle dataset batch normalized capsule networks butterfly optimized matrix factorizationfiltering
下载PDF
Measuring I/O-Production in Digital Economy
13
作者 Jean-Francois Emmenegger Hassan Ahmed Nour Eldin 《Chinese Business Review》 2023年第1期15-21,共7页
According to OECD standards(United Nations,2008),“productivity is commonly defined as a ratio of a volume measure of output to a volume measure of input use”.This ratio indicates how efficiently production inputs,su... According to OECD standards(United Nations,2008),“productivity is commonly defined as a ratio of a volume measure of output to a volume measure of input use”.This ratio indicates how efficiently production inputs,such as labour and capital,are being used in an economy to produce a given level of outputs.Productivity stays aside the main aggregates of national accounts,as the national income(a proxy of GDP),the total output and the circulating capital.Assume the existence of a Leontief-type national Input-Output Table with the vector of total output and the vector of intermediate inputs,situated on its right and lower border.In this paper a measure of capital productivity is proposed.It is called the productiveness,and results from the solution of a boundary value problem,elaborated for Input-Output Tables,involving the vector of total output and the vector of intermediate inputs. 展开更多
关键词 Input-Output Table(IOT) productiveness commodityflow matrix Perron-Frobenius theorem Frobenius number EIGENVECTORS
下载PDF
氧化苦参碱对脑梗死后血-脑脊液屏障保护作用的研究
14
作者 杨蕊 王力娜 +1 位作者 李辉 王九雪 《脑与神经疾病杂志》 CAS 2024年第9期552-557,共6页
目的 探讨缺血性脑卒中(CI)损伤后RAGE/NF-κB通路的动态变化及氧化苦参碱保护CI后血-脑脊液屏障(BCFB)通透性增加的具体机制。方法 应用线栓法制备大脑中动脉闭塞模型,并将大鼠随机分为4组:假手术组、缺血组和干预组分别为氧化苦参碱(O... 目的 探讨缺血性脑卒中(CI)损伤后RAGE/NF-κB通路的动态变化及氧化苦参碱保护CI后血-脑脊液屏障(BCFB)通透性增加的具体机制。方法 应用线栓法制备大脑中动脉闭塞模型,并将大鼠随机分为4组:假手术组、缺血组和干预组分别为氧化苦参碱(OMT) 60 mg·kg^(-1),OMT120mg·kg^(-1)。在脑缺血24 h时应用干湿重法测定脑水肿、伊文思蓝渗出评估BCFB的完整性,并从组织学、蛋白和mRNA水平检测IS脑组织中晚期糖基化终末产物受体(RAGE)、核因子-κB (NF-κB)、肿瘤坏死因子α (TNF-α)及基质金属蛋白酶-9 (MMP-9)的变化;以及OMT干预对其表达的影响。结果 OMT 120mg·kg-1组可明显降低脑含水量,减少伊文思蓝的渗出;高剂量OMT可降低RAGE、TNF-α、MMP-9的表达,并抑制NF-κB核转位。结论 OMT能够抑制IS后炎症反应,保护BCFB完整性,其作用可能通过RAGE/NF-κB信号通路介导。 展开更多
关键词 脑缺血 晚期糖基化终末产物受体 核因子-ΚB 肿瘤坏死因子α 基质金属蛋白酶-9 氧化苦参碱
下载PDF
Super-Shuffle Product and Cut-Box Coproduct on (0,1)-Matrices
15
作者 Sifan Song Huilan Li 《Open Journal of Applied Sciences》 2023年第8期1326-1335,共10页
In 2014, Vargas first defined a super-shuffle product and a cut-box coproduct on permutations. In 2020, Aval, Bergeron and Machacek introduced the super-shuffle product and the cut-box coproduct on labeled simple grap... In 2014, Vargas first defined a super-shuffle product and a cut-box coproduct on permutations. In 2020, Aval, Bergeron and Machacek introduced the super-shuffle product and the cut-box coproduct on labeled simple graphs. In this paper, we generalize the super-shuffle product and the cut-box coproduct from labeled simple graphs to (0,1)-matrices. Then we prove that the vector space spanned by (0,1)-matrices with the super-shuffle product is a graded algebra and with the cut-box coproduct is a graded coalgebra. 展开更多
关键词 (0 1)-matrix Super-Shuffle product Cut-Box Coproduct Graded Algebra Graded Coalgebra
下载PDF
基于矩阵乘积压缩态的动态可扩展秘密共享方案
16
作者 赖红 万林春 《物理学报》 SCIE EI CAS CSCD 北大核心 2024年第18期24-37,共14页
目前,基于纠缠态的量子秘密共享(quantum secret sharing,QSS)方案未充分利用纠缠态的概率振幅潜力.然而,纠缠态的概率振幅是量子信息学的一个关键特性,在量子计算和量子通信等领域有着广泛的应用潜力.值得注意的是,纠缠态可以通过矩阵... 目前,基于纠缠态的量子秘密共享(quantum secret sharing,QSS)方案未充分利用纠缠态的概率振幅潜力.然而,纠缠态的概率振幅是量子信息学的一个关键特性,在量子计算和量子通信等领域有着广泛的应用潜力.值得注意的是,纠缠态可以通过矩阵乘积态(matrix product state,MPS)有效表达.利用MPS对纠缠态进行表征,能够准确地揭示与概率振幅相关的纠缠特性.本研究证明利用MPS表征纠缠态,可以将一个W态压缩为一个单光子和一个矩阵,展示一种新的技术路径.此外,本研究还提出MPS与秘密共享方案之间的创新互操作性,即通过压缩允许量子份额与共享的量子态之间形成非一对一的映射关系.这种方法可能提供一种更高效的方式来实现量子信息的编码和传输,对于量子秘密共享尤为重要.同时,我们提出的QSS方案具有动态特性,能够根据需要轻松地添加或移除参与者,以更好地适应参与者需求的变化,并在实际应用场景中展现出更高的实用性和适应性.本文的方案能够在保持高效纠缠利用的同时,满足系统的多元需求,包括但不限于通信安全性、数据传输率和系统的可扩展性. 展开更多
关键词 矩阵乘积压缩态 纠缠态的概率振幅 可扩展性 动态性
下载PDF
基于矩阵乘积态的有限纠缠量子傅里叶变换模拟
17
作者 刘晓楠 廉德萌 +1 位作者 杜帅岐 刘正煜 《计算机科学》 CSCD 北大核心 2024年第9期80-86,共7页
与经典计算不同,在量子计算中量子比特可以处于叠加态,多个量子比特之间还可以形成纠缠态。表示n个量子比特组成的量子态需要存储2^(n)个振幅,这种指数级的存储开销使得大规模的量子模拟难以进行。然而当量子态的纠缠程度有限时,使用矩... 与经典计算不同,在量子计算中量子比特可以处于叠加态,多个量子比特之间还可以形成纠缠态。表示n个量子比特组成的量子态需要存储2^(n)个振幅,这种指数级的存储开销使得大规模的量子模拟难以进行。然而当量子态的纠缠程度有限时,使用矩阵乘积态表示量子态仅需要线性的空间复杂度,可以扩大模拟的规模。使用HIP-Clang语言,基于CPU+DCU的异构编程模型,使用矩阵乘积态表示量子态,对量子傅里叶变换进行模拟。结合矩阵乘积态的特点,对量子傅里叶变换线路进行分析,减少模拟实现时不必要的张量缩并运算与正交化构建。对模拟过程中的张量缩并进行分析,使用TTGT算法完成张量缩并运算,同时利用DCU的并行处理能力来提高效率。对模拟结果进行分析,分别通过振幅误差与半经典Draper量子加法器的结果验证了模拟的正确性。对模拟规模进行分析,当量子态的纠缠熵最大时,使用16 GB的内存空间最多只能模拟24位的量子态,而当量子态内部纠缠程度较低时,可以对上百位的量子态进行量子傅里叶变换模拟。 展开更多
关键词 量子模拟 量子傅里叶变换 矩阵乘积态 异构计算 DCU HIP-Clang
下载PDF
利用转移矩阵模型研究江苏省长江岸线变化
18
作者 陈年松 徐贵阳 《地理空间信息》 2024年第5期74-76,92,共4页
开展长江生态环境监测,推动长江经济带发展是关系国家发展全局的重大战略,是加快推进生态文明建设的客观需要。以2015-2021年江苏省沿江2 km岸线范围内土地利用数据为研究对象,利用转移矩阵模型计算研究区域内各时间节点的转移矩阵表,... 开展长江生态环境监测,推动长江经济带发展是关系国家发展全局的重大战略,是加快推进生态文明建设的客观需要。以2015-2021年江苏省沿江2 km岸线范围内土地利用数据为研究对象,利用转移矩阵模型计算研究区域内各时间节点的转移矩阵表,分析生态、生活和生产空间用地的转入转出以及增减情况;再采用高斯-赛德尔迭代法绘制三生空间流转的桑基图,对江苏省长江岸线变化进行定量分析,为长江经济带(江苏段)的生态监测提供技术支持。 展开更多
关键词 三生空间 长江岸线 转移矩阵模型 土地利用 桑基图
下载PDF
构建现代化水库运行管理矩阵与发展水利新质生产力
19
作者 刘六宴 《中国水利》 2024年第9期5-8,共4页
加强水库安全管理具有极端重要性。分析了构建现代化水库运行管理矩阵、发展水利新质生产力对保障水库高水平安全的重大意义,从高科技、高效能、高质量三个维度阐释构建现代化水库运行管理矩阵与发展水利新质生产力的内在联系,提出强化... 加强水库安全管理具有极端重要性。分析了构建现代化水库运行管理矩阵、发展水利新质生产力对保障水库高水平安全的重大意义,从高科技、高效能、高质量三个维度阐释构建现代化水库运行管理矩阵与发展水利新质生产力的内在联系,提出强化“四全”管理、“四预”措施与信息技术深度融合等加快构建现代化水库运行管理矩阵、助力发展水利新质生产力的主要路径。 展开更多
关键词 水库安全管理 运行管理矩阵 水利新质生产力 高质量发展 高水平安全
下载PDF
基于CAE-TSNE的成品油管道运行工况识别 被引量:1
20
作者 郑坚钦 杜渐 +4 位作者 梁永图 赵伟 王昌 丁鹏 吴全 《石油科学通报》 CAS 2024年第1期148-157,共10页
成品油管道运行工况变化频繁,难以精准判断管道运行状态,依靠现场人员进行识别监控易造成误判。本文为实现管道运行工况的准确识别,考虑管道的物理空间特性,分析整理各站运行参数(压力、流量、密度);考虑管道运行的时间序列特性,基于SC... 成品油管道运行工况变化频繁,难以精准判断管道运行状态,依靠现场人员进行识别监控易造成误判。本文为实现管道运行工况的准确识别,考虑管道的物理空间特性,分析整理各站运行参数(压力、流量、密度);考虑管道运行的时间序列特性,基于SCADA管道数据构造运行数据矩阵,以克服单一时刻的瞬态扰动。针对管道运行数据高维度、非线性的特点,利用卷积自编码器(CAE)强大的特征压缩及重构能力对管道数据做降噪处理;利用T分布邻域嵌入算法(T-SNE)对管道数据做降维聚类处理,最终建立了基于CAE-TSNE的管道运行工况识别模型。以某两条成品油管道为例,对比主流的非线性分类模型(ANN、DT、RF),结果表明基于CAE-TSNE的工况识别模型精度最高,对降噪后的运行数据识别准确率可达到99%以上,可用于指导现场管道的运行管理。 展开更多
关键词 成品油管道 运行工况识别 数据矩阵 卷积自编码器 T分布邻域嵌入
下载PDF
上一页 1 2 85 下一页 到第
使用帮助 返回顶部