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Deep Synchronization Control of Grid-Forming Converters:A Reinforcement Learning Approach
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作者 Zhuorui Wu Meng Zhang +2 位作者 Bo Fan Yang Shi Xiaohong Guan 《IEEE/CAA Journal of Automatica Sinica》 2025年第1期273-275,共3页
Dear Editor,This letter proposes a deep synchronization control(DSC) method to synchronize grid-forming converters with power grids. The method involves constructing a novel controller for grid-forming converters base... Dear Editor,This letter proposes a deep synchronization control(DSC) method to synchronize grid-forming converters with power grids. The method involves constructing a novel controller for grid-forming converters based on the stable deep dynamics model. To enhance the performance of the controller, the dynamics model is optimized within the deep reinforcement learning(DRL) framework. Simulation results verify that the proposed method can reduce frequency deviation and improve active power responses. 展开更多
关键词 reduce frequency deviation enhance performance stable deep dynamics model improve active power responses deep reinforcement learning drl dynamics model deep synchronization control dsc deep synchronization control
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IcD-FDRL:Intelligent-Edge Video Transmissions Utilizing Intra-clustered Dynamic Federated Deep Reinforcement Learning
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作者 Li Yan Wan Zheng 《China Communications》 2025年第12期255-268,共14页
Deep reinforcement learning is broadly employed in the optimization of wireless video transmissions.Nevertheless,the instability of the deep reinforcement learning algorithm affects the further improvement of the vide... Deep reinforcement learning is broadly employed in the optimization of wireless video transmissions.Nevertheless,the instability of the deep reinforcement learning algorithm affects the further improvement of the video transmission quality.The federated learning method based on distributed data sets was used to reduce network costs and increase the learning efficiency of the deep learning network model.It solved too much data transfer costs and broke down the data silos.Intra-clustered dynamic federated deep reinforcement learning(IcD-FDRL)was constructed in clustered mobile edge-computing(CMEC)networks due to the promoted video transmission quality for the stability and efficiency of the DRL algorithm.Then,the IcD-FDRL algorithm was employed to CMEC networks’edge for intelligentedge video transmissions,which could satisfy the diversified needs of different users.The simulation analysis proved the effectiveness of IcD-FDRL in improving QoE,cache hit ratio,and training. 展开更多
关键词 clustered MEC networks edge intelligence intra-clustered dynamic federated deep reinforcement learning video transmissions
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Dynamic Characteristics and Simplified Numerical Methods of An All-Vertical-Piled Wharf in Offshore Deep Water 被引量:5
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作者 张华庆 孙熙平 +2 位作者 王元战 尹纪龙 王朝阳 《China Ocean Engineering》 SCIE EI CSCD 2015年第5期705-718,共14页
There has been a growing trend in the development of offshore deep-water ports in China. For such deep sea projects, all-vertical-piled wharves are suitable structures and generally located in open waters, greatly aff... There has been a growing trend in the development of offshore deep-water ports in China. For such deep sea projects, all-vertical-piled wharves are suitable structures and generally located in open waters, greatly affected by wave action. Currently, no systematic studies or simplified numerical methods are available for deriving the dynamic characteristics and dynamic responses of all-vertical-piled wharves under wave cyclic loads. In this article, we compare the dynamic characteristics of an all-vertical-piled wharf with those of a traditional inshore high-piled wharf through numerical analysis; our research reveals that the vibration period of an all-vertical-piled wharf under cyclic loading is longer than that of an inshore high-piled wharf and is much closer to the period of the loading wave. Therefore, dynamic calculation and analysis should be conducted when designing and calculating the characteristics of an all-vertical-piled wharf. We establish a dynamic finite element model to examine the dynamic response of an all-vertical-piled wharf under wave cyclic loads and compare the results with those under wave equivalent static load; the comparison indicates that dynamic amplification of the structure is evident when the wave dynamic load effect is taken into account. Furthermore, a simplified dynamic numerical method for calculating the dynamic response of an all-vertical-piled wharf is established based on the P-Y curve. Compared with finite element analysis, the simplified method is more convenient to use and applicable to large structural deformation while considering the soil non-linearity. We confirmed that the simplified method has acceptable accuracy and can be used in engineering applications. 展开更多
关键词 offshore deep water port all-vertical-piled wharf dynamic characteristics wave cyclic loads dynamic response simplified calculating methods
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Dynamic responses of deep underground explosions based on improved Grigorian model 被引量:1
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作者 陈万祥 范新 +1 位作者 郭志昆 王明洋 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第1期323-331,共9页
It is important to investigate the dynamic behaviors of deep rocks near explosion cavity to reveal the mechanisms of deformations and fractures. Some improvements are carried out for Grigorian model with focuses on th... It is important to investigate the dynamic behaviors of deep rocks near explosion cavity to reveal the mechanisms of deformations and fractures. Some improvements are carried out for Grigorian model with focuses on the dilation effects and the relaxation effects of deep rocks, and the high pressure equations of states with Mie-Grüneisen form are also established. Numerical calculations of free field parameters for deep underground explosions are carried out based on the user subroutines which are compiled by means of the secondary development functions of LS-DYNA9703 D software. The histories of radial stress, radial velocity and radial displacement of rock particles are obtained, and the calculation results are compared with those of U.S. Hardhat nuclear test. It is indicated that the dynamic responses of free field for deep underground explosions are well simulated based on improved Grigorian model, and the calculation results are in good agreement with the data of U.S. Hardhat nuclear test. The peak values of particle velocities are consistent with those of test, but the waveform widths and the rising times are obviously greater than those without dilation effects. The attenuation rates of particle velocities are greater than the calculation results with classic plastic model, and they are consistent with the results of Hardhat nuclear test. The attenuation behaviors and the rising times of stress waves are well shown by introducing dilation effects and relaxation effects into the calculation model. Therefore, the defects of Grigorian model are avoided. It is also indicated that the initial stress has obvious influences on the waveforms of radial stress and the radial displacements of rock particles. 展开更多
关键词 underground explosion deep rock Grigorian model numerical calculation dynamic response
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Understanding the local structure and thermophysical behavior of Mg-La liquid alloys via machine learning potential
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作者 Jia Zhao Taixi Feng Guimin Lu 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS 2025年第2期439-449,共11页
The local structure and thermophysical behavior of Mg-La liquid alloys were in-depth understood using deep potential molecular dynamic(DPMD) simulation driven via machine learning to promote the development of Mg-La a... The local structure and thermophysical behavior of Mg-La liquid alloys were in-depth understood using deep potential molecular dynamic(DPMD) simulation driven via machine learning to promote the development of Mg-La alloys. The robustness of the trained deep potential(DP) model was thoroughly evaluated through several aspects, including root-mean-square errors(RMSEs), energy and force data, and structural information comparison results;the results indicate the carefully trained DP model is reliable. The component and temperature dependence of the local structure in the Mg-La liquid alloy was analyzed. The effect of Mg content in the system on the first coordination shell of the atomic pairs is the same as that of temperature. The pre-peak demonstrated in the structure factor indicates the presence of a medium-range ordered structure in the Mg-La liquid alloy, which is particularly pronounced in the 80at% Mg system and disappears at elevated temperatures. The density, self-diffusion coefficient, and shear viscosity for the Mg-La liquid alloy were predicted via DPMD simulation, the evolution patterns with Mg content and temperature were subsequently discussed, and a database was established accordingly. Finally, the mixing enthalpy and elemental activity of the Mg-La liquid alloy at 1200 K were reliably evaluated,which provides new guidance for related studies. 展开更多
关键词 magnesium-lanthanum liquid alloys local structure macroscopic properties thermodynamic behavior deep potential mo-lecular dynamic simulation
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Some important scientific problems in current lithospheric physics research in China 被引量:7
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作者 Teng Jiwen 《Applied Geophysics》 SCIE CSCD 2007年第1期66-72,共7页
China has achieved much during recent years in the area of lithospheric physics research and promoted the development of the geosciences (Teng, 2004). However, in the 21^st century, national needs and policy challen... China has achieved much during recent years in the area of lithospheric physics research and promoted the development of the geosciences (Teng, 2004). However, in the 21^st century, national needs and policy challenges the science of lithospheric physics. I suggest a general analysis, research, and development direction for lithospheric physics and point out clearly the content, core problems, and key scientific problems in this field. The realization of the earth and the discovery of the basic mechanisms of mountains, basins, minerals, and natural disasters depend basically on high-resolution observations of geophysics, the delineation of the fine structure of crust and mantle (2D and 3D) inside the lithosphere, substance and energy exchanges in the deep earth, the process of deep physical, mechanical, and chemical actions, and deep dynamical response. Therefore, geophysics should be the pioneer in the geosciences field in the first half of the 21^st century. I end with an analysis and discussion of some problems and difficulties in the research of lithospheric physics. 展开更多
关键词 Physics of the lithosphere exchanges of deep substance and energy resources energy and disaster pioneer function and deep dynamical process.
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Characterization of transient groundwater flow through a high arch dam foundation during reservoir impounding 被引量:6
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作者 Yifeng Chen Jiamin Hong +1 位作者 Shaolong Tang Chuangbing Zhou 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2016年第4期462-471,共10页
Numerous deep underground projects have been designed and constructed in China, which are beyond the current specifications in terms of scale and construction difficulty. The severe failure problems induced by high in... Numerous deep underground projects have been designed and constructed in China, which are beyond the current specifications in terms of scale and construction difficulty. The severe failure problems induced by high in situ stress, such as rockburst, spalling, damage of deep surrounding rocks, and timedependent damage, were observed during construction of these projects. To address these problems, the dynamic design method for deep hard rock tunnels is proposed based on the disintegration process of surrounding rocks using associated dynamic control theories and technologies. Seven steps are basically employed:(i) determination of design objective,(ii) characteristics of site, rock mass and project, and identification of constraint conditions,(iii) selection or development of global design strategy,(iv)determination of modeling method and software,(v) preliminary design,(vi) comprehensive integrated method and dynamic feedback analysis, and(vii) final design. This dynamic method was applied to the construction of the headrace tunnels at Jinping II hydropower station. The key technical issues encountered during the construction of deep hard rock tunnels, such as in situ stress distribution along the tunnels, mechanical properties and constitutive model of deep hard rocks, determination of mechanical parameters of surrounding rocks, stability evaluation of surrounding rocks, and optimization design of rock support and lining, have been adequately addressed. The proposed method and its application can provide guidance for deep underground projects characterized with similar geological conditions. 展开更多
关键词 deep hard rock tunnels Dynamic design method Rockburst In situ stress Constitutive model
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A hybrid CNN-LSTM model for diagnosing rice nutrient levels at the rice panicle initiation stage
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作者 Fubing Liao Xiangqian Feng +6 位作者 Ziqiu Li Danying Wang Chunmei Xu Guang Chu Hengyu Ma Qing Yao Song Chen 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2024年第2期711-723,共13页
Nitrogen(N)and potassium(K)are two key mineral nutrient elements involved in rice growth.Accurate diagnosis of N and K status is very important for the rational application of fertilizers at a specific rice growth sta... Nitrogen(N)and potassium(K)are two key mineral nutrient elements involved in rice growth.Accurate diagnosis of N and K status is very important for the rational application of fertilizers at a specific rice growth stage.Therefore,we propose a hybrid model for diagnosing rice nutrient levels at the early panicle initiation stage(EPIS),which combines a convolutional neural network(CNN)with an attention mechanism and a long short-term memory network(LSTM).The model was validated on a large set of sequential images collected by an unmanned aerial vehicle(UAV)from rice canopies at different growth stages during a two-year experiment.Compared with VGG16,AlexNet,GoogleNet,DenseNet,and inceptionV3,ResNet101 combined with LSTM obtained the highest average accuracy of 83.81%on the dataset of Huanghuazhan(HHZ,an indica cultivar).When tested on the datasets of HHZ and Xiushui 134(XS134,a japonica rice variety)in 2021,the ResNet101-LSTM model enhanced with the squeeze-and-excitation(SE)block achieved the highest accuracies of 85.38 and 88.38%,respectively.Through the cross-dataset method,the average accuracies on the HHZ and XS134 datasets tested in 2022 were 81.25 and 82.50%,respectively,showing a good generalization.Our proposed model works with the dynamic information of different rice growth stages and can efficiently diagnose different rice nutrient status levels at EPIS,which are helpful for making practical decisions regarding rational fertilization treatments at the panicle initiation stage. 展开更多
关键词 dynamic model of deep learning UAV rice panicle initiation nutrient level diagnosis image classification
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Water-Mediated Proton Hopping Mechanisms at the SnO_(2)(110)/H_(2)O Interface from Ab Initio Deep Potential Molecular Dynamics
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作者 Mei Jia Yong-Bin Zhuang +2 位作者 Feng Wang Chao Zhang Jun Cheng 《Precision Chemistry》 2024年第12期644-654,共11页
The interfacial proton transfer(PT)reaction on the metal oxide surface is an important step in many chemical processes including photoelectrocatalytic water splitting,dehydrogenation,and hydrogen storage.The investiga... The interfacial proton transfer(PT)reaction on the metal oxide surface is an important step in many chemical processes including photoelectrocatalytic water splitting,dehydrogenation,and hydrogen storage.The investigation of the PT process,in terms of thermodynamics and kinetics,has received considerable attention,but the individual free energy barriers and solvent effects for different PT pathways on rutile oxide are still lacking.Here,by applying a combination of ab initio and deep potential molecular dynamics methods,we have studied interfacial PT mechanisms by selecting the rutile SnO_(2)(110)/H_(2)O interface as an example of an oxide with the characteristic of frequently interfacial PT processes.Three types of PT pathways among the interfacial groups are found,i.e.,proton transfer from terminal adsorbed water to bridge oxygen directly(surface-PT)or via a solvent water(mediated-PT),and proton hopping between two terminal groups(adlayer PT).Our simulations reveal that the terminal water in mediated-PT prefers to point toward the solution and forms a shorter H-bond with the assisted solvent water,leading to the lowest energy barrier and the fastest relative PT rate.In particular,it is found that the full solvation environment plays a crucial role in water-mediated proton conduction,while having little effect on direct PT reactions.The PT mechanisms on aqueous rutile oxide interfaces are also discussed by comparing an oxide series composed of SnO_(2),TiO_(2),and IrO_(2).Consequently,this work provides valuable insights into the ability of a deep neural network to reproduce the ab initio potential energy surface,as well as the PT mechanisms at such oxide/liquid interfaces,which can help understand the important chemical processes in electrochemistry,photoelectrocatalysis,colloid science,and geochemistry. 展开更多
关键词 Proton transfer mechanism ab initio molecular dynamics deep potential molecular dynamics rutile oxide machine learning solvation effect free energy
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Advances in dynamic test of deep rocks considering in-situ mechanical and hydraulic conditions 被引量:1
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作者 Kaiwen Xia Minlei Wang +3 位作者 Yan Fu Bangbiao Wu Ying Xu Wei Yao 《Deep Resources Engineering》 2024年第2期82-100,共19页
Determining the dynamic behaviors of deep rocks is important but challenging for deep underground rock engineering.Recently,great advances have been made by researchers in dynamic tests of deep rocks considering insit... Determining the dynamic behaviors of deep rocks is important but challenging for deep underground rock engineering.Recently,great advances have been made by researchers in dynamic tests of deep rocks considering insitu mechanical and hydraulic conditions.It is thus imperative to systematically review the progress in this field.This paper focuses on the dynamic experiments of deep rocks using the modified split Hopkinson pressure bar(SHPB),including new advances in experimental apparatuses,methodologies,and results.A comprehensive introduction to the principles of the triaxial confinement SHPB,the true triaxial SHPB,and SHPB with a coupled hydraulic-mechanical device is provided.The development of these systems for conducting dynamic tests of deep rocks is briefly presented.Moreover,the experimental methods and results for quantifying dynamic compressive,tensile,flexure,and shear strengths and mode I/II fracture toughness of rocks under axial preload,hydrostatic pressure,triaxial stress state,and coupled hydraulic-mechanical condition are systematically discussed,and the rate-dependent characteristics and mechanisms of deep rocks under various geological occurrence conditions are also summarized. 展开更多
关键词 deep rock dynamics Triaxial confinement Hydraulic-mechanical coupling Dynamic strength Dynamic fracture toughness
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