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Heuristic Solutions of Virtual Network Embedding: A Survey 被引量:15
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作者 Haotong Cao Han Hu +1 位作者 Zhicheng Qu Longxiang Yang 《China Communications》 SCIE CSCD 2018年第3期186-219,共34页
Network virtualization(NV) is considered as an enabling tool to remove the gradual ossification of current Internet. In the network virtualization environment, a set of heterogeneous virtual networks(VNs), isolated fr... Network virtualization(NV) is considered as an enabling tool to remove the gradual ossification of current Internet. In the network virtualization environment, a set of heterogeneous virtual networks(VNs), isolated from each other, share the underlying resources of one or multiple substrate networks(SNs) according to the resource allocation strategy. This kind of resource allocation strategy is commonly known as so called Virtual Network Embedding(VNE) algorithm in network virtualization. Owing to the common sense that VNE problem is NP-hard in nature, most of VNE algorithms proposed in the literature are heuristic. This paper surveys and analyzes a number of representative heuristic solutions in the literature. Apart from the analysis of representative heuristic solutions, a taxonomy of the heuristic solutions is also presented in the form of table. Future research directions of VNE, especially for the heuristics, are emphasized and highlighted at the end of this survey. 展开更多
关键词 network virtualization virtual net-work embedding NP-HARD heuristic solution
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On Study of Solutions of Kac-van Moerbeke Lattice and Self-dual Network Equations 被引量:1
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作者 XIE Fu-Ding JI Min GONG Ling 《Communications in Theoretical Physics》 SCIE CAS CSCD 2006年第1期36-40,共5页
The closed form of solutions of Kac-van Moerbeke lattice and self-dual network equations are considered by proposing transformations based on Riccati equation, using symbolic computation. In contrast to the numerical ... The closed form of solutions of Kac-van Moerbeke lattice and self-dual network equations are considered by proposing transformations based on Riccati equation, using symbolic computation. In contrast to the numerical computation of travelling wave solutions for differential difference equations, our method obtains exact solutions which have physical relevance. 展开更多
关键词 Kac-van Moerbeke lattice self-dual network equation Riccati equation closed form solution
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LONG-TIME BEHAVIOR OF TRANSIENT SOLUTIONS FOR CELLULAR NEURAL NETWORK SYSTEMS
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作者 蒋耀林 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2000年第3期321-326,共6页
By establishing concept an transient solutions of general nonlinear systems converging to its equilibrium set, long-time behavior of solutions for cellular neural network systems is studied. A stability condition in g... By establishing concept an transient solutions of general nonlinear systems converging to its equilibrium set, long-time behavior of solutions for cellular neural network systems is studied. A stability condition in generalized sense is obtained. This result reported has an important guide to concrete neural network designs. 展开更多
关键词 dynamic stability cellular neural network systems long-time behavior of transient solutions
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ZTE's CDMA WLL Network Solutions
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作者 Zhang Jun (CDMA Division of ZTE Corporation, Shenzhen 518057, China) 《ZTE Communications》 2005年第4期38-42,共5页
关键词 CDMA OVER WLL ZTE’s CDMA WLL network solutions
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ZTE’s All-IP Based CDMA2000 Network Solution
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作者 Liu Shaoyong,Shen Guoqiang,Yan Weidong CDMA Division of ZTE Copration Shenzhen 518004 China 《ZTE Communications》 2005年第2期30-33,共4页
关键词 CDMA s All-IP Based CDMA2000 network solution CSCF LMSD IP ZTE
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ZTE's Fixed Access Network Solution
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作者 Wang Fengyan, Chang Mingbo (ZTE Shanghai R&D centre, Shanghai 210003, China) 《ZTE Communications》 2005年第4期61-64,共4页
This article introduces the Fiber-to-the-World total solution, a fixed access network solution launched by ZTE Corporation. The ZXA10-MSAN system, an important part of the solution, is presented. The ZXMSG 5200/5600 a... This article introduces the Fiber-to-the-World total solution, a fixed access network solution launched by ZTE Corporation. The ZXA10-MSAN system, an important part of the solution, is presented. The ZXMSG 5200/5600 access gateway system, the updated version of ZXA10-MSAN, is also described. Moreover, ZXPON, the passive optical network system, is mentioned. The wide application of the solution is demonstrated by three application cases in the end. 展开更多
关键词 ACCESS MSAN NGN ZTE’s Fixed Access network solution
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IPTV Bearer Network Solution
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作者 Cheng Peng, Zhang Chengbin (Data Division of ZTE Corporation, Nanjing 210012, China) 《ZTE Communications》 2005年第3期48-51,共4页
IPTV uses the broadband Internet infrastructure, IP transfer technology, and TV or PC as the medium terminal to provide subscribers with basic, digital media services. This article analyzes the characteristics of IPTV... IPTV uses the broadband Internet infrastructure, IP transfer technology, and TV or PC as the medium terminal to provide subscribers with basic, digital media services. This article analyzes the characteristics of IPTV services in traffic flow and authentication, and their requirements for the bearer network. It introduces ZTE' s solution to IPTV services and a successful application case in India. 展开更多
关键词 IPTV Bearer network solution ZTE
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Softswitch Based Solution to Make Network Intelligent
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作者 Li MingdongHong JunDai Yuning(Central Academy of ZTE Corporation, Nanjing 210012, China) 《ZTE Communications》 2007年第1期21-25,共5页
The factors, such as the network optimization or the network amelioration by fixed telecommunication network operators, the convergence of the Personal Handy-phone System (PHS) network and the Public Switched Telephon... The factors, such as the network optimization or the network amelioration by fixed telecommunication network operators, the convergence of the Personal Handy-phone System (PHS) network and the Public Switched Telephone Network (PSTN), the integration of PSTN and the Third Generation Mobile Communication (3G) Network, the broadband and multimedia based communication networks, causes the requirement for fixed network’s intelligentization. The Softswitch is a feasible approach to meet this kind of requirement. The solution to make the network comprehensively intelligent based on Softswitch is highly advantageous, which enriches communication services and promotes Fixed and Mobile Convergence (FMC). 展开更多
关键词 PSTN 中兴 SHLR PHS Softswitch Based solution to Make network Intelligent 软交换 NGN 通讯技术
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ZTE to Supply Bearer Network Solution to Finnet Group
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作者 ZTE Corperation 《ZTE Communications》 2010年第1期59-59,共1页
ZTE Corporation, a leading global provider of telecommunications equipment and network solutions, announced an agreement with Westlink part of the Finish telecommunications group Finnet, to supply a unified multi-serv... ZTE Corporation, a leading global provider of telecommunications equipment and network solutions, announced an agreement with Westlink part of the Finish telecommunications group Finnet, to supply a unified multi-service metro bearer solution on February 18, 2010. 展开更多
关键词 ZTE to Supply Bearer network solution to Finnet Group PTN IP
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ZTE Debuts New Generation IPTN Bearer Network Solution
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作者 ZTE Corporation 《ZTE Communications》 2009年第3期59-59,共1页
ZTE Corporation announced the formal launch of its new generation IPTN bearer network solution targeting mobile backhaul and multi-service delivery to meet the needs of IP-based services on August 27,2009.It features ... ZTE Corporation announced the formal launch of its new generation IPTN bearer network solution targeting mobile backhaul and multi-service delivery to meet the needs of IP-based services on August 27,2009.It features packet 展开更多
关键词 ZTE Debuts New Generation IPTN Bearer network solution PTN
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ZTE F3G SOLUTIONS GIVE YOU A FULL-SERVICE NETWORK AT A QUICK BREAK-EVEN.
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《ZTE Communications》 2007年第3期3-3,共1页
When upgrading your network,you should consider ZTE F3G solutions.You get a total solution for Triple-play that increases your revenue dramatically,and you could cut your break-even time by 50%.
关键词 ZTE F3G solutionS GIVE YOU A FULL-SERVICE network AT A QUICK BREAK-EVEN AT QUICK
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ZTE F3G SOLUTIONS GIVE YOU A FULL-SERVICE NETWORK AT A QUICK BREAK-EVEN
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《ZTE Communications》 2006年第4期64-64,共1页
关键词 ZTE F3G solutionS GIVE YOU A FULL-SERVICE network AT A QUICK BREAK-EVEN AT QUICK
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ZTE F3G SOLUTIONS GIVE YOU A FULL-SERVICE NETWORK AT A QUICK BREAK-EVEN.
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《ZTE Communications》 2007年第2期66-66,共1页
When upgrading your network, you should consider ZTE F3G solutions.You get a total solution for Triple-play that increases your revenue dramatically, and you could cut your break-even time by 50%.
关键词 ZTE F3G solutionS GIVE YOU A FULL-SERVICE network AT A QUICK BREAK-EVEN AT QUICK
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ZTE F3G SOLUTIONS GIVE YOU A FULL-SERVICE NETWORK AT A QUICK BREAK-EVEN
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《ZTE Communications》 2007年第4期63-63,共1页
When upgrading your network, you should consider ZTE F3G solutions.You get a total solution tor Triple-play that increases your revenue dramatically,
关键词 ZTE F3G solutionS GIVE YOU A FULL-SERVICE network AT A QUICK BREAK-EVEN AT QUICK
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ZTE to Highlight Latest Network Solutions and Technologies at Global Workshops
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《ZTE Communications》 2005年第3期1-1,共1页
关键词 ZTE to Highlight Latest network solutions and Technologies at Global Workshops line
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ZTE Unveils Next Generation iCTN Transport Network Solution and Flagship Product ZXONE 5800 at MWC Barcelona 2009
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《ZTE Communications》 2009年第1期67-67,共1页
ZTE Corporation (ZTE),a leading global provider of telecommunications equipment and network solutions,shined at the Mobile World Congress (MWC) 2009 by rolling out its next generation intelligent Converged Transport
关键词 ZTE Unveils Next Generation iCTN Transport network solution and Flagship Product ZXONE 5800 at MWC Barcelona 2009 World Asia
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Periodic Solution for a Complex-Valued Network Model with Discrete Delay
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作者 Chunhua Feng 《Journal of Computer Science Research》 2022年第1期32-37,共6页
For a tridiagonal two-layer real six-neuron model,the Hopf bifurcation was investigated by studying the eigenvalue equations of the related linear system in the literature.In the present paper,we extend this two-layer... For a tridiagonal two-layer real six-neuron model,the Hopf bifurcation was investigated by studying the eigenvalue equations of the related linear system in the literature.In the present paper,we extend this two-layer real six-neuron network model into a complex-valued delayed network model.Based on the mathematical analysis method,some sufficient conditions to guarantee the existence of periodic oscillatory solutions are established under the assumption that the activation function can be separated into its real and imaginary parts.Our sufficient conditions obtained by the mathe­matical analysis method in this paper are simpler than those obtained by the Hopf bifurcation method.Computer simulation is provided to illustrate the correctness of the theoretical results. 展开更多
关键词 Complex-valued neural network model DELAY Periodic solution
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Existence and Exponential Stability of Almost Periodic Solution for Hopfield Neural Network Equations with Almost Periodic Imput 被引量:2
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作者 杨喜陶 《Northeastern Mathematical Journal》 CSCD 2006年第2期199-205,共7页
By constructing Liapunov functions and building a new inequality, we obtain two kinds of sufficient conditions for the existence and global exponential stability of almost periodic solution for a Hopfield-type neural ... By constructing Liapunov functions and building a new inequality, we obtain two kinds of sufficient conditions for the existence and global exponential stability of almost periodic solution for a Hopfield-type neural networks subject to almost periodic external stimuli. Irt this paper, we assume that the network parameters vary almost periodically with time and we incorporate variable delays in the processing part of the network architectures. 展开更多
关键词 Hopfield neural network almost periodic solution exponential stability Liapunov function
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Existence and exponential stability of almost-periodic solutions for MAM neural network with distributed delays on time scales 被引量:1
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作者 GAO Jin WANG Qi-ru LIN Yuan 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2021年第1期70-82,共13页
This paper is concerned with multidirectional associative memory neural network with distributed delays on almost-periodic time scales.Some sufficient conditions on the existence,uniqueness and the global exponential ... This paper is concerned with multidirectional associative memory neural network with distributed delays on almost-periodic time scales.Some sufficient conditions on the existence,uniqueness and the global exponential stability of almost-periodic solutions are established.An example is presented to illustrate the feasibility and effectiveness of the obtained results. 展开更多
关键词 multidirectional associative memory neural networks time scales almost-periodic solutions exponential stability.
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Application of novel physical picture based on artificial neural networks to predict microstructure evolution of Al-Zn-Mg-Cu alloy during solid solution process 被引量:6
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作者 刘蛟蛟 李红英 +1 位作者 李德望 武岳 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2015年第3期944-953,共10页
The effects of the solid solution conditions on the microstructure and tensile properties of Al?Zn?Mg?Cu aluminum alloy were investigated by in-situ resistivity measurement, optical microscopy (OM), scanning electron ... The effects of the solid solution conditions on the microstructure and tensile properties of Al?Zn?Mg?Cu aluminum alloy were investigated by in-situ resistivity measurement, optical microscopy (OM), scanning electron microscopy (SEM), transmission electron microscopy (TEM) and tensile test. A radial basis function artificial neural network (RBF-ANN) model was developed for the analysis and prediction of the electrical resistivity of the tested alloy during the solid solution process. The results show that the model is capable of predicting the electrical resistivity with remarkable success. The correlation coefficient between the predicted results and experimental data is 0.9958 and the relative error is 0.33%. The predicted data were adopted to construct a novel physical picture which was defined as “solution resistivity map”. As revealed by the map, the optimum domain for the solid solution of the tested alloy is in the temperature range of 465?475 °C and solution time range of 50?60 min. In this domain, the solution of second particles and the recrystallization phenomenon will reach equilibrium. 展开更多
关键词 aluminum alloy solution treatment electrical resistivity artificial neural network microstructure evolution
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