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Pontoon Bridge Hydrodynamic Computations by Multi-block Grid Generation Technique
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作者 潘小强 沈庆 《Defence Technology(防务技术)》 SCIE EI CAS 2006年第1期57-62,共6页
To investigate the hydrodynamic characteristic of pontoon bridge, the multi-block grid generation technique with numerical methods for viscous fluid dynamics is applied to numerical simulations on the hydrodynamic cha... To investigate the hydrodynamic characteristic of pontoon bridge, the multi-block grid generation technique with numerical methods for viscous fluid dynamics is applied to numerical simulations on the hydrodynamic characteristic of a ribbon ferrying raft model at a series of towing speeds. Comparison of the simulated results with the experimental data indicates that the simulated results are acceptable. It shows that the multi-block grid generation technique is effective in the computation on pontoon bridge hydrodynamics. 展开更多
关键词 趸船 栅格技术 水力计算
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Marine organism classification method based on hierarchical multi-scale attention mechanism
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作者 XU Haotian CHENG Yuanzhi +1 位作者 ZHAO Dong XIE Peidong 《Optoelectronics Letters》 2025年第6期354-361,共8页
We propose a hierarchical multi-scale attention mechanism-based model in response to the low accuracy and inefficient manual classification of existing oceanic biological image classification methods. Firstly, the hie... We propose a hierarchical multi-scale attention mechanism-based model in response to the low accuracy and inefficient manual classification of existing oceanic biological image classification methods. Firstly, the hierarchical efficient multi-scale attention(H-EMA) module is designed for lightweight feature extraction, achieving outstanding performance at a relatively low cost. Secondly, an improved EfficientNetV2 block is used to integrate information from different scales better and enhance inter-layer message passing. Furthermore, introducing the convolutional block attention module(CBAM) enhances the model's perception of critical features, optimizing its generalization ability. Lastly, Focal Loss is introduced to adjust the weights of complex samples to address the issue of imbalanced categories in the dataset, further improving the model's performance. The model achieved 96.11% accuracy on the intertidal marine organism dataset of Nanji Islands and 84.78% accuracy on the CIFAR-100 dataset, demonstrating its strong generalization ability to meet the demands of oceanic biological image classification. 展开更多
关键词 integrate information different scales hierarchical multi scale attention lightweight feature extraction focal loss efficientnetv marine organism classification oceanic biological image classification methods convolutional block attention module
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Multi-Distributed Sampling Method to Optimize Physical-Informed Neural Networks for Solving Optical Solitons
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作者 Huasen Zhou Zhiyang Zhang +2 位作者 Muwei Liu Fenghua Qi Wenjun Liu 《Chinese Physics Letters》 2025年第7期1-9,共9页
Optical solitons,as self-sustaining waveforms in a nonlinear medium where dispersion and nonlinear effects are balanced,have key applications in ultrafast laser systems and optical communications.Physics-informed neur... Optical solitons,as self-sustaining waveforms in a nonlinear medium where dispersion and nonlinear effects are balanced,have key applications in ultrafast laser systems and optical communications.Physics-informed neural networks(PINN)provide a new way to solve the nonlinear Schrodinger equation describing the soliton evolution by fusing data-driven and physical constraints.However,the grid point sampling strategy of traditional PINN suffers from high computational complexity and unstable gradient flow,which makes it difficult to capture the physical details efficiently.In this paper,we propose a residual-based adaptive multi-distribution(RAMD)sampling method to optimize the PINN training process by dynamically constructing a multi-modal loss distribution.With a 50%reduction in the number of grid points,RAMD significantly reduces the relative error of PINN and,in particular,optimizes the solution error of the(2+1)Ginzburg–Landau equation from 4.55%to 1.98%.RAMD breaks through the lack of physical constraints in the purely data-driven model by the innovative combination of multi-modal distribution modeling and autonomous sampling control for the design of all-optical communication devices.RAMD provides a high-precision numerical simulation tool for the design of all-optical communication devices,optimization of nonlinear laser devices,and other studies. 展开更多
关键词 multi distributed sampling nonlinear schrodinger equation describing soliton evolution residual based adaptive grid point sampling strategy optical solitonsas optical communicationsphysics informed physical informed neural networks ultrafast laser systems
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基于M2-MHA Block轻量化模型的小样本跨工况轴承故障诊断
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作者 邓兴超 朱冠华 +2 位作者 张清华 张发振 赵乾惠 《机床与液压》 北大核心 2025年第7期31-39,共9页
针对轴承故障诊断中存在的训练数据不充分、模型泛化能力差以及计算复杂度大等问题,提出一种基于轻量化卷积神经网络的小样本跨工况轴承故障诊断方法。采用原始振动信号与量纲一量辅助数据集的并行输入方式,搭建基于深度可分离卷积的多... 针对轴承故障诊断中存在的训练数据不充分、模型泛化能力差以及计算复杂度大等问题,提出一种基于轻量化卷积神经网络的小样本跨工况轴承故障诊断方法。采用原始振动信号与量纲一量辅助数据集的并行输入方式,搭建基于深度可分离卷积的多输入多尺度(M2)特征提取架构,避免了仅使用原始振动信号可能导致的特征不充分问题。此外,提出一种多头注意力块(MHA Block),以提升训练效率和诊断性能。最后,通过迁移学习技术实现了基于小样本的跨工况诊断,并在凯斯西储大学数据集上进行实验验证。结果表明:所提方法在源域下的平均诊断精度达99.8%,且模型参数量和模型大小仅分别为28 789和540.5 kB;在小样本跨工况迁移诊断中,采用100个样本进行训练、500个样本进行测试,平均诊断精度高达99.3%;文中所提方法能够在低计算量条件下,实现高准确率与良好的泛化性能。 展开更多
关键词 故障诊断 轻量化 多输入多尺度 多头注意力块 小样本 跨工况
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Over Modification Multi grid Method of Ship Propulsion Mechanism of Weis Fogh 被引量:1
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作者 Jianing Wei 1) Qinping Guo 1) Shesheng Zhang 1) Yakup Paker 2) Dennis Parkson 2) (Wuhan Transportation University 1) ,Wuhan 430063,P.R.China) (Queen Mary & WestFlied College, University of London 2) .E1 4NS) 《武汉理工大学学报(交通科学与工程版)》 1999年第S1期95-97,共3页
The paper presents an over modification multi grid method of the ship propulsion mechanism of Weis Fogh, and obtains the complex potential integral formula by distributing vortices on the wing. The numerical formula i... The paper presents an over modification multi grid method of the ship propulsion mechanism of Weis Fogh, and obtains the complex potential integral formula by distributing vortices on the wing. The numerical formula is given on fine grid and coarse grid. The numerical results show that the algorithm is best when over modification factor is 1.5. 展开更多
关键词 multi grid PROPULSION Weis Fogh MECHANISM
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Multi-grid simulation of pedestrian counter flow with topological interaction 被引量:7
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作者 马剑 宋卫国 廖光煊 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第12期586-594,共9页
We investigate the dynamics of pedestrian counter flow by using a multi-grid topological pedestrian counter flow model. In the model, each pedestrian occupies multi- rather than only one grid, and interacts with other... We investigate the dynamics of pedestrian counter flow by using a multi-grid topological pedestrian counter flow model. In the model, each pedestrian occupies multi- rather than only one grid, and interacts with others in the form of topological interaction, which means that a moving pedestrian interacts with a fixed number of those nearest neighbours coming from the opposite direction to determine his/her own moving direction. Thus the discretization of space and time are much finer, the decision making process of the pedestrian is more reliable, which all together makes the moving behaviour and boundary conditions much more realistic. When compared with field observations, it can be found that the modified model is able to reproduce well fitted pedestrian collective behaviour such as dynamical variation of lane formation, clustering of pedestrians in the same direction, etc. The fundamental diagram produced by the model fits also well with field data in thc frce flow region. Further analyses indicate that with the increase of the size of pedestrian counter flow system, it becomes harder for the system to transit into a jamming state, while the increase of interaction range does not change the transition point from free flow to jamming flow in the multi-grid topological counter flow model. It is also found that the asymmetry of the injection rate of pedestrians on the boundaries has direct influence on the process of transition from free flow to jamming flow, i.e., a symmetric injection makes it easier for the system to transit into jamming flow. 展开更多
关键词 pedestrian dynamics topological interaction multi-grid model lane formation
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Implementation of a novel two-attractor grid multi-scroll chaotic system 被引量:2
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作者 罗小华 涂正伟 +3 位作者 刘希瑞 蔡昌 梁亦龙 龚璞 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第7期123-128,共6页
This paper proposed a method of generating two attractors in a novel grid multi-scroll chaotic system. Based on a newly generated three-dimensional system, a two-attractor grid multi-scroll attractor system can be gen... This paper proposed a method of generating two attractors in a novel grid multi-scroll chaotic system. Based on a newly generated three-dimensional system, a two-attractor grid multi-scroll attractor system can be generated by adding two triangular waves and a sign function. Some basic dynamical properties, such as equilibrium points, bifurcations, and phase diagrams, were studied. Furthermore, the system was experimentally confirmed by an electronic circuit. The circuit simulation results and numerical simulation results verified the feasibility of this method. 展开更多
关键词 CHAOS grid multi-scroll attractor two-attractor grid multi-scroll chaotic system circuit simulation
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Grid Side Distributed Energy Storage Cloud Group End Region Hierarchical Time-Sharing Configuration Algorithm Based onMulti-Scale and Multi Feature Convolution Neural Network 被引量:1
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作者 Wen Long Bin Zhu +3 位作者 Huaizheng Li Yan Zhu Zhiqiang Chen Gang Cheng 《Energy Engineering》 EI 2023年第5期1253-1269,共17页
There is instability in the distributed energy storage cloud group end region on the power grid side.In order to avoid large-scale fluctuating charging and discharging in the power grid environment and make the capaci... There is instability in the distributed energy storage cloud group end region on the power grid side.In order to avoid large-scale fluctuating charging and discharging in the power grid environment and make the capacitor components showa continuous and stable charging and discharging state,a hierarchical time-sharing configuration algorithm of distributed energy storage cloud group end region on the power grid side based on multi-scale and multi feature convolution neural network is proposed.Firstly,a voltage stability analysis model based onmulti-scale and multi feature convolution neural network is constructed,and the multi-scale and multi feature convolution neural network is optimized based on Self-OrganizingMaps(SOM)algorithm to analyze the voltage stability of the cloud group end region of distributed energy storage on the grid side under the framework of credibility.According to the optimal scheduling objectives and network size,the distributed robust optimal configuration control model is solved under the framework of coordinated optimal scheduling at multiple time scales;Finally,the time series characteristics of regional power grid load and distributed generation are analyzed.According to the regional hierarchical time-sharing configuration model of“cloud”,“group”and“end”layer,the grid side distributed energy storage cloud group end regional hierarchical time-sharing configuration algorithm is realized.The experimental results show that after applying this algorithm,the best grid side distributed energy storage configuration scheme can be determined,and the stability of grid side distributed energy storage cloud group end region layered timesharing configuration can be improved. 展开更多
关键词 multiscale and multi feature convolution neural network distributed energy storage at grid side cloud group end region layered time-sharing configuration algorithm
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Implementation of configuration dependent stiffness proportional damping for the dynamics of rigid multi-block systems 被引量:4
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作者 Yun Byeong Chae Jae Kwan Kim 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2003年第1期87-98,共12页
The distinct element method(DEM)has been used successfully for the dynamic analysis of rigid block sys- tems.One of many difficulties associated with DEM is modeling of damping.In this paper,new procedures are propose... The distinct element method(DEM)has been used successfully for the dynamic analysis of rigid block sys- tems.One of many difficulties associated with DEM is modeling of damping.In this paper,new procedures are proposed for the damping modeling and its numerical implementation in distinct element analysis of rigid muhi-block systems.The stiff- ness proportional damping is constructed for the prescribed damping ratio,based on the non-zero fundamental frequency ef- fective during the time interval while the boundary conditions remain essentially constant.At this time interval,the funda- mental frequency can be estimated without complete eigenvalue analysis.The damping coefficients will vary while the damp- ing ratio remains the same throughout the entire analysis.A new numerical procedure is developed to prevent unnecessary energy loss that can occur during the separation phases.These procedures were implemented in the development of the dis- tinet element method for the dynamic analyses of piled multi-block systems.The analysis results |or the single-block and two-block systems were in a good agreement with the analytic predictions.Applications to the seismic analyses of piled four- block systems revealed that the new procedures can make a significant difference and may lead to much-improved results. 展开更多
关键词 multi-block systems stiffness proportional damping ROCKING impact distinet element method rigid body dynamics
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Study on Multi-Objective Effect Evaluation System of Smart Grid Construction 被引量:2
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作者 Yanling Wang Zhengjie Pan +1 位作者 Haitian Hao Ziqing Zhou 《Journal of Power and Energy Engineering》 2015年第4期85-91,共7页
This paper builds multi-objective effect evaluation indicator system of smart grid construction from five connotations including strong and reliable, clean and green, friendly and interactive, transparent and open, ec... This paper builds multi-objective effect evaluation indicator system of smart grid construction from five connotations including strong and reliable, clean and green, friendly and interactive, transparent and open, economical and effective, which is embodied in the power generation, transmission, transformation, distribution, consumption, dispatching and information communication platform of smart grid. Taking the construction of smart grid in a certain area of China as an example, this paper uses analytic hierarchy process (AHP) to make an empirical analysis on it, and makes a comprehensive and objective evaluation on its construction effect. 展开更多
关键词 SMART grid multi-OBJECTIVE EFFECT Evaluation INDICATOR System AHP
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Multi-narrowband signals receiving method based on analog-to-information convertor and block sparsity 被引量:2
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作者 Hongyi Xu Haiqing Jiang Chaozhu Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第4期643-653,共11页
The analog-to-information convertor (AIC) is a successful practice of compressive sensing (CS) theory in the analog signal acquisition. This paper presents a multi-narrowband signals sampling and reconstruction model ... The analog-to-information convertor (AIC) is a successful practice of compressive sensing (CS) theory in the analog signal acquisition. This paper presents a multi-narrowband signals sampling and reconstruction model based on AIC and block sparsity. To overcome the practical problems, the block sparsity is divided into uniform block and non-uniform block situations, and the block restricted isometry property and sub-sampling limit in different situations are analyzed respectively in detail. Theoretical analysis proves that using the block sparsity in AIC can reduce the restricted isometric constant, increase the reconstruction probability and reduce the sub -sampling rate. Simulation results show that the proposed model can complete sub -sampling and reconstruction for multi-narrowband signals. This paper extends the application range of AIC from the finite information rate signal to the multi-narrowband signals by using the potential relevance of support sets. The proposed receiving model has low complexity and is easy to implement, which can promote the application of CS theory in the radar receiver to reduce the burden of analog-to digital convertor (ADC) and solve bandwidth limitations of ADC. 展开更多
关键词 compressive sensing (CS) block sparsity analog-to-information convertor (AIC) multi-narrowband signals
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ALGEBRAIC MULTI-GRID METHOD IN TWO-DIMENSION ELECTRICALLY LARGE PROBLEMS
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作者 Xu Yuan Fang Dagang (Millimeter Wave Technique Laboratory, Nanjing University of Science & Technology, Nanjing 210094) 《Journal of Electronics(China)》 2000年第1期77-83,共7页
In this paper the algebraic multi-grid principle is applied to the multilevel moment method, which makes the new multilevel method easier to implement and more adaptive to structure. Moreover, the error spectrum is an... In this paper the algebraic multi-grid principle is applied to the multilevel moment method, which makes the new multilevel method easier to implement and more adaptive to structure. Moreover, the error spectrum is analyzed, and the reason why conjugate gradient iteration is not a good relaxation scheme for multi-grid algorithm is explored. The numerical results show that our algebraic block Gauss Seidel multi-grid algorithm is very effective. 展开更多
关键词 MOMENT METHOD ALGEBRAIC multi-grid METHOD block GAUSS Seidel algorithm
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Design of an Intelligent Self-Healing Smart Grid using a Hybrid Multi-Agent Framework 被引量:1
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作者 Darmawan Sutanto 《Journal of Electronic Science and Technology》 CAS 2011年第1期17-22,共6页
This paper discusses the applications of a hybrid multi-agent framework for self-healing applications in an intelligent smart grid system following catastrophic disturbances such as loss of generators or during system... This paper discusses the applications of a hybrid multi-agent framework for self-healing applications in an intelligent smart grid system following catastrophic disturbances such as loss of generators or during system fault.The proposed hybrid multi-agent framework is a hybrid of both centralized and decentralized scheme to allow distributed intelligent agent in the smart grid system to make fast local decision while allowing the slower central controller to judge the effectiveness of the decision made by the local agents and to suggest more optimal solutions. 展开更多
关键词 Intelligent agent multi-AGENT power system SELF-HEALING smart grid.
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Distinction of self-synchronous scrambled linear blockcodes based on multi-fractal spectrum 被引量:2
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作者 xinhao li min zhang +1 位作者 shu'nan han quan yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2016年第5期968-978,共11页
This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block co... This study proposes a novel multi-fractal spectrumbasedapproach to distinguish linear block codes from its selfsynchronousscrambled codes. Given that the linear block codeand self-synchronous scrambled linear block code share the propertyof linear correlation, the existing linear correlation-basedidentification method is invalid for this case. This drawback can becircumvented by introducing a novel multi-fractal spectrum-basedmethod. Simulation results show that the new method has highrobustness and under the same conditions of bit error, the lowerthe code rate, the higher the recognition rate. Thus, the methodhas significant potential for future application in engineering. 展开更多
关键词 linear block code self-synchronous scrambled code multi-fractal spectrum statistical physics algorithm.
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Hydrodynamic Performance Analysis of the Ducted Propeller Based on the Combination of Multi-Block Hybrid Mesh and Reynolds Stress Model 被引量:1
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作者 Xueming He Hecai Zhao +2 位作者 Xuedong Chen Zailei Luo Yannan Miao 《Journal of Flow Control, Measurement & Visualization》 2015年第2期67-74,共8页
In order to analyze the hydrodynamic performance of the ducted propeller with high precision, this paper proposes a new method which combines Multi-Block Hybrid Mesh and Reynolds Stress Model (MBHM & RSM). The cal... In order to analyze the hydrodynamic performance of the ducted propeller with high precision, this paper proposes a new method which combines Multi-Block Hybrid Mesh and Reynolds Stress Model (MBHM & RSM). The calculation errors of MBHM & RSM and standard two-equation model (standard k-ε model) on the ducted propeller JD7704 +Ka4-55 are compared. The maximum error of the total thrust coefficient KT, the duct thrust coefficient KTN, the torque coefficient KQ and the open-water efficiency η0 of MBHM & RSM are 2.98%, 4.01%, 1.46%, and 0.89%, respectively, which are lower than those of standard k-ε model. Indeed, the pressure distribution on the propeller surfaces, the pressure and the velocity vector distribution of the flow field are also analyzed, which are consistent with the theory. It is demonstrated that MBHM & RSM on the thruster dynamics analysis are feasible. This paper provides reference in the thruster designing of underwater robot. 展开更多
关键词 multi-block Hybrid MESH RSM Ducted PROPELLER HYDRODYNAMIC Performance
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Early Palaeozoic Evolution of the Zhen' an- Xichuan Block and the Small Qinling Multi-Island Ocean Basin 被引量:1
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作者 Yin Hongfu Huang DinghuaChina U niversity of Geosciences, W uhan, Hubei 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 1996年第1期1-15,共15页
Based on studies of palaeogeography, palaeobiogeography, palaeomagnetism, geochemistry and volcanism, this paper proposes that the Zhen'an-Xichuan area was a small Early Palaeozoic block rifted away from South Qin... Based on studies of palaeogeography, palaeobiogeography, palaeomagnetism, geochemistry and volcanism, this paper proposes that the Zhen'an-Xichuan area was a small Early Palaeozoic block rifted away from South Qinling and suturing onto North Qinling earlier than the other parts of South Qinling. In the Early Palaeozoic Qinling was a small archipelagic ocean basin with 5 rows of islands including the Zhen'an-Xichuan block. The drifting of the Yangtze and North China plates and the islands between them in the same direction at different speeds caused their suturing process to be different from the classic plate collision, which is the major feature of the suturing of the multi-island Tethys ocean basin. This also explains the problem that the Caledonian collision did not result in orogeny in eastern Qinling. 展开更多
关键词 Eastern Qinling multi-island small ocean basin Caledonian movement Zhen'an-Xichuan block
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Multi-characteristics Based Data Scheduling Over the Smart Grid
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作者 Dong-Feng Fang Zhou Su +1 位作者 Qi-Chao Xu Ze-Jun Xu 《International Journal of Automation and computing》 EI CSCD 2016年第2期151-158,共8页
In this paper, we propose multi-characteristics based data scheduling over smart grid. Three different pricing strategies are presented based on user priority and load rate. Then the corresponding novel scheduling alg... In this paper, we propose multi-characteristics based data scheduling over smart grid. Three different pricing strategies are presented based on user priority and load rate. Then the corresponding novel scheduling algorithms are introduced by the proposed data priority and pricing strategies. The simulation experiments are carried out to evaluate the proposed algorithms based on trace data. And the results show that our methods can outperform the conventional method. 展开更多
关键词 SCHEDULING multi-characteristics PRICING data priority smart grid
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SYNTHESIS AND CHARACTERIZATION OF LIQUID CRYSTALLINE MULTI-BLOCK COPOLYMERS,POLY[1,6-BIS(4-OXYBENZOYL-OXY)HEXANE TEREPHTHALATE]-b-BISPHENOL A POLYCARBONATE
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作者 周其庠 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 1999年第5期447-452,共6页
A series of liquid crystalline multi-block copolymers poly[1.6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segment lengths were synthesized in tetrachloroethane ... A series of liquid crystalline multi-block copolymers poly[1.6-bis(4-oxybenzoyl-oxy)hexane terephthalate]-b-bisphenol A polycarbonate (PHTH-6-b-PC) with different segment lengths were synthesized in tetrachloroethane by solution polycondensation in which hydroxyl terminated PC and acyl chloride terminated PHTH-6 were used. It is found that block copolymers with high molecular weight and well-defined structures were obtained. All the block copolymers exhibit a nematic liquid crystalline texture. 展开更多
关键词 liquid crystalline multi-block copolymer synthesis texture
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Study on Integral Expression in Measurement of Average Ion Velocity by Multi-Grid Probe
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作者 宁中喜 于达仁 魏振磊 《Plasma Science and Technology》 SCIE EI CAS CSCD 2008年第4期471-475,共5页
In order to improve the interference rejection performance in the measurement of average ion velocity by multi-grid probe, an integral expression is proposed. The integral expression, differing from other expressions ... In order to improve the interference rejection performance in the measurement of average ion velocity by multi-grid probe, an integral expression is proposed. The integral expression, differing from other expressions for probe measurement, avoids the differential operation on the I-V characteristics of multi-grid probe measurement; and by this method, the ion average velocity can be figured out directly by the I-V characteristics of multi-grid probe measurement. 展开更多
关键词 multi-grid probe ion beam speed measurement
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A Multi-Agent Framework for Operation of a Smart Grid
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作者 Ruchi Gupta Deependra Kumar Jha +1 位作者 Vinod Kumar Yadav Sanjeev Kumar 《Energy and Power Engineering》 2013年第4期1330-1336,共7页
This paper presents the operation of a Multi-agent system (MAS) for the control of a smart grid. The proposed Multi-agent system consists of seven types of agents: Single Smart Grid Controller (SGC), Load Agents (LAGs... This paper presents the operation of a Multi-agent system (MAS) for the control of a smart grid. The proposed Multi-agent system consists of seven types of agents: Single Smart Grid Controller (SGC), Load Agents (LAGs), a Wind Turbine Agent (WTAG), Photo-Voltaic Agents (PVAGs), a Micro-Hydro Turbine Agent (MHTAG), Diesel Agents (DGAGs) and a Battery Agent (BAG). In a smart grid LAGs act as consumers or buyers, WTAG, PVAGs, MHTAG & DGAGs acts as producers or sellers and BAG act as producer/consumer or seller/buyer. The paper demonstrates the use of a Multi-agent system to control the smart grid in a simulated environment. In order to validate the performance of the proposed system, it has been applied to a simple model system with different time zone i.e. day time and night time and when power is available from the grid and when there is power shedding. Simulation results show that the proposed Multi-agent system can perform the operation of the smart grid efficiently. 展开更多
关键词 multi-AGENT System SMART grid MICRO-grid DISTRIBUTED Generation RENEWABLE Energy
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