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The Features of Sedimentary Facies and Copper Enrichment Metallogenic Regularities of Kuzigongsu Group in Sareke Glutenite Type Copper Deposits,Wuqia,Xinjiang 被引量:4
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作者 WANG Lei FANG Weixuan +3 位作者 JIA Runxing LU Jia YE Lei 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2017年第S1期195-196,共2页
1 Introduction Sareke glutenite-type copper deposit is the large size copper deposit discovered in recent years,and it is located Sarekebayi intracontinental pull-apart basin in the western margin of the Tarim basin.C... 1 Introduction Sareke glutenite-type copper deposit is the large size copper deposit discovered in recent years,and it is located Sarekebayi intracontinental pull-apart basin in the western margin of the Tarim basin.Conglomerate of 展开更多
关键词 The Features of Sedimentary Facies and Copper Enrichment Metallogenic regularities of Kuzigongsu Group in Sareke Glutenite Type Copper Deposits Wuqia XINJIANG
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POLYGENETIC COMPOUND ORE DEPOSITS AND THEIR ORIGIN IN THE CONTEXT OF REGULARITIES IN CRUSTAL EVOLUTION 被引量:2
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作者 Chen Guoda(Institute of Diwa Metallogeny, Central South University of Technology Changsha Institute of Geotectonics, Academia Sinica, Changsha 410013, China) 《Geotectonica et Metallogenia》 1998年第Z1期1-27,共27页
Polygenetic compound ore deposits are here defined as those ore deposits which evidently possess n1any sided genetic characteristics as a comprehensive result of more than one rnineralization stages, from many rnateri... Polygenetic compound ore deposits are here defined as those ore deposits which evidently possess n1any sided genetic characteristics as a comprehensive result of more than one rnineralization stages, from many rnaterial sources, and of many genetic types. They are formed most commonly during the diwa (geo(lepression) stage in the process of crustal evolution and, therefore, spread most widely in diwa regions. At the present stage of our knowledge, they may be subdivided into three principal models and many types of metallogenesis, controlled by different geotectonic conditions and being distributed in time and in space according to the corresponding regularities. This is a newly rccognizcd, third gcnetic type of ore deposits, being not reasonable to be simply referred to either pure endogenic or pure exogenic origin. They are very important and are of great study significance, becausc they comrnonly are rich and have a large amount of reserve with high economic value. 展开更多
关键词 Polygenetic COMPOUND ORE DEPOSIT DIWA stage genetic type met ALLOGENIC regularities
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Exploring Local Regularities for 3D Object Recognition
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作者 TIAN Huaiwen QIN Shengfeng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第6期1104-1113,共10页
In order to find better simplicity measurements for 3D object recognition, a new set of local regularities is developed and tested in a stepwise 3D reconstruction method, including localized minimizing standard deviat... In order to find better simplicity measurements for 3D object recognition, a new set of local regularities is developed and tested in a stepwise 3D reconstruction method, including localized minimizing standard deviation of angles(L-MSDA), localized minimizing standard deviation of segment magnitudes(L-MSDSM), localized minimum standard deviation of areas of child faces (L-MSDAF), localized minimum sum of segment magnitudes of common edges (L-MSSM), and localized minimum sum of areas of child face (L-MSAF). Based on their effectiveness measurements in terms of form and size distortions, it is found that when two local regularities: L-MSDA and L-MSDSM are combined together, they can produce better performance. In addition, the best weightings for them to work together are identified as 10% for L-MSDSM and 90% for L-MSDA. The test results show that the combined usage of L-MSDA and L-MSDSM with identified weightings has a potential to be applied in other optimization based 3D recognition methods to improve their efficacy and robustness. 展开更多
关键词 stepwise 3D reconstruction localized regularities 3D object recognition polyhedral objects line drawing
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Ore-controlling Regularities of Thrust-fold structures and features of Tectono-geochemical Anomalies at the Xiaozhuqing Exploration Area in the Huize Zn-Pb District
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作者 Gong Hongsheng Han Runsheng +2 位作者 Li Ziteng Ren Tao Wang Jiasheng 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2017年第S1期202-203,共2页
1 Introduction The huize Zn-Pb ore district in Yunnan province is locatedinthecentralsouthernofthe Sichuan—Yunnan—GuizhouPb-ZnPoly-metallic Mineralization Area in the southwestern margin of the Yangtze Block,and is ... 1 Introduction The huize Zn-Pb ore district in Yunnan province is locatedinthecentralsouthernofthe Sichuan—Yunnan—GuizhouPb-ZnPoly-metallic Mineralization Area in the southwestern margin of the Yangtze Block,and is strictly controlled by fault structures.It has developed to one of the famous production bases of lead&zinc and germanium in China. 展开更多
关键词 PB Ore-controlling regularities of Thrust-fold structures and features of Tectono-geochemical Anomalies at the Xiaozhuqing Exploration Area in the Huize Zn-Pb District Zn
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Pedoecological Regularities of Organic Carbon Retention in Estonian Mineral Soils
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作者 Raimo Kolli Tiina Koster +1 位作者 Karin Kauer Illar Lemetti 《International Journal of Geosciences》 2010年第3期139-148,共10页
Soil organic carbon (SOC) retaining capacities of epipedon (EP), subsoil (SS) and soil cover (SC) as a whole, are soil type specific. Depending on individual and sites characteristics, the generalized humus status ind... Soil organic carbon (SOC) retaining capacities of epipedon (EP), subsoil (SS) and soil cover (SC) as a whole, are soil type specific. Depending on individual and sites characteristics, the generalized humus status indices of soil types (EP and SC thickness and SOC stocks) may vary. Land use and land use change primarily influence the properties and fabric of the EP, but the humus status (SOC concentration and stock, fabric of horizons) of the SS remains practically unchangeable. The mean mineral soils SOC stocks, EP quality and SOC distribution in soil profiles depend mainly on the water regime, mineral composition (texture, calcareousness), development of eluvial processes and the land use peculiarities of soils. The mean area weighted SC SOC stock of Estonian mineral soils is 99.9 Mg ha–1, thereby the mean hydromorphic soils SOC retention capacity considerably exceeds the SOC retention capacity of automorphic soils (means are accordingly 127.5 and 78.9 Mg ha–1). The sustainable management of SOC is based on adequate information about actual SOC stocks and theoretically established or optimal humus status levels of soil types. The aggregate of SOC retained in the mineral soils of Estonia (3,235,100 ha) amounts to 323 ± 46 Tg (1 Tg = 1012 g). Approximately 42% of this is sequestered into stabilized humus, 40% into instable raw-humous material and 18% into forest (grassland) floor and shallow peat layers. 展开更多
关键词 Carbon Retention Capacity Land Use Mineral Soils Pedoecological regularities
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Regularities of fresh groundwater quality formation in Lithuania
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《Global Geology》 1998年第1期115-116,共2页
关键词 regularities of fresh groundwater quality formation in Lithuania
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The Metallogenetic Regularities of Lithium Deposits in China 被引量:33
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作者 LI Jiankang ZOU Tianren +2 位作者 LIU Xifang WANG Denghong DING Xin 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2015年第2期652-670,共19页
Lithium resources support the development of high-technology industries. China has abundant lithium resources which are mainly distributed in Tibet, Qinghai, Sichuan and Jiangxi. Salt lakes in China have significant l... Lithium resources support the development of high-technology industries. China has abundant lithium resources which are mainly distributed in Tibet, Qinghai, Sichuan and Jiangxi. Salt lakes in China have significant lithium reserves, but lithium is mainly produced from hard rock lithium deposits because the extraction from salt lakes requires further improvements. The hard rock lithium deposits mainly occur in granitic pegmatite in the Altay region of Xinjiang and the Jiajika deposit in western Sichuan Province; they mainly formed in the Mesozoic and occurred in a relatively stable stage during orogenic processes. On the basis of the information from 151 lithium deposits or spots, 14 lithium metallogenic series were identified, and granitic pegmatite, granite, and sedimentary types were considered to be the main prediction types of lithium resources. Twelve lithium mineralization belts were divided and a series of maps showing the lithium metallogenetic regularity in China were drawn. We conclude that the hard rock and brine type of lithium resources possibly have a similar lithium source related to magmatism. The mctallogenic features of the lithium in China were related with the distinct history of tectonic-magmatic activity in China. This study benefits the assessment of, and prospecting for, lithium resources in China. 展开更多
关键词 lithium deposit prediction type of lithium resources metallogenetic regularity metallogenic series PEGMATITE
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Geological characteristics, metallogenic regularities and the exploration of graphite deposits in China 被引量:10
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作者 Li Sun Cui-ping Xu +2 位作者 Ke-yan Xiao Yu-sheng Zhu Ling-ya Yan 《China Geology》 2018年第3期425-434,共10页
The demand for graphite resources has been increasing due to its extensive use.Graphite deposits in China are mainly distributed in Heilongjiang,Innner Mogolia,Sichuan,Shanxi and Shandong,characterized by "one ol... The demand for graphite resources has been increasing due to its extensive use.Graphite deposits in China are mainly distributed in Heilongjiang,Innner Mogolia,Sichuan,Shanxi and Shandong,characterized by "one old & one new" and "many in east & few in west".There are mainly three genetic types,including regional metamorphic type,contact metamorphic type and hydrothermal type.Here we provide a summary of the metallogenic regularity and 15 metallogenic belts in China based on the study of the geology of national graphite deposits.In recent years,great progress has been made in the research of genesis,mineral exploration and evaluation on graphite deposits,which indicate great potential for graphite resource in China.The authors suggest that the research on geochronology,ore sources,the genesis of crystalline graphite and exploration for hydrothermal graphite in China should be heightened. 展开更多
关键词 GRAPHITE METALLOGENIC REGULARITY MINERAL potential Research progress
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REGULARITIES AND SINGULARITIES OF THE ENERGY MINIMIZERS OF THE HEISENBERG GROUP TARGETS 被引量:1
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作者 贾高 《Acta Mathematica Scientia》 SCIE CSCD 2003年第4期447-452,共6页
In this paper, the properties of the maps for the Heisenberg group targets are studied. For u e∈W1,α(Ω, Hm), some Poincare type inequalities are proved. For the energy minimizers, the ∈-regularity theorems and the... In this paper, the properties of the maps for the Heisenberg group targets are studied. For u e∈W1,α(Ω, Hm), some Poincare type inequalities are proved. For the energy minimizers, the ∈-regularity theorems and the singularity theorems are obtained. 展开更多
关键词 Heisenberg group energy minimizer Legendrian map regularity singularity
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Sequence boundaries and regularities in the oil-gas distribution of the low swelling slope belt in the continental rift basin 被引量:3
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作者 Xie Zongkui 《Mining Science and Technology》 EI CAS 2011年第3期419-425,共7页
Where are the zones more enriched in sand deposits in the down slope and deep depression of the low swelling slope belt? Are there any screening conditions for oil and gas there? These are the chief geological problem... Where are the zones more enriched in sand deposits in the down slope and deep depression of the low swelling slope belt? Are there any screening conditions for oil and gas there? These are the chief geological problems to be solved during exploration of a region. Taking the Paleogene system developed along the east slope belt of Chengdao as an example the concepts of sequence stratigraphy and sedimentary sequenc are applied. A new research method likened to a way ''to get a melon by following the vine'' is proposed to determine the direction for exploring within un-drilled or less-drilled areas. This is the process: ''the characteristics of the sequence boundary ? the forming mechanism of the stratigraphic sequence ? the conditions of oil and gas accumulation ? the distribution zones of oil and gas''. The relationship between the dynamic mechanism of stratigraphic sequence and the forming conditions for oil and gas accumulation establishes that the tectonic disturbance of the slope belt has significant responses as denudation and deposition. Above the stratigraphic sequence boundary there are large scale sand bodies of the low stand system tract (LST) that have developed in the low swelling slope belt and its deep depression. Below the sequence boundary there are the remaining sand bodies of the high stand system tract (HST). On the slope there is a convergence of mudstone layers of the extended system tract (EST) with the mudstone of the underlying strata, which constitutes the screening conditions for the reservoir of the down slope and deep depression. The distribution regularities in preferred sand bodies on the surface of the sequence boundary, and in the system tract, indicate the ordering of oil-gas deposits. From the higher stand down to the depth of the slope there are, in order, areas where exploration was unfavorable, major areas of stratigraphic overlap of oil-gas reservoirs, unconformity screened oil-gas reservoirs, and, finally, sandstone lens oil-gas reservoirs. The low swelling slope belt of Chengdao was tectonically active, which is typical for a continental rift basin. The methodology and results of the present paper are significant for the theory and practice of predicting subtle reservoir and selecting strategic areas for exploration. 展开更多
关键词 Continental rift basinLow swelling ChengdaoSequence boundary Subtle reservoirThe distribution regularity of oil and gas
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Regularities of the Band Structures for the Even-Even Rare-Earth Nuclei
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作者 ZHAO Yumin CHEN Yan ZONG Hongshi 《Chinese Physics Letters》 SCIE CAS CSCD 1995年第7期385-388,共4页
The parametrizations,VNP and VNP/Vpair,are extracted empirically from nuclear binding energies.The systematics in the VNP and VNP/Vpairchemes,together with elegant regularities of the excitation energies for the grou... The parametrizations,VNP and VNP/Vpair,are extracted empirically from nuclear binding energies.The systematics in the VNP and VNP/Vpairchemes,together with elegant regularities of the excitation energies for the ground,β and γ bands for the even-even nuclei in the rare-earth region are reported letter. 展开更多
关键词 REGULAR RARE EVEN
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STUDY ON EVOLUTION REGULARITIES AND ABSORPTION CHARACTERISTICS OF SULFIDE DURING BITUMINOUS BRIQUETTE HORIZONTAL COMBUSTION
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作者 路春美 王永征 《Journal of Coal Science & Engineering(China)》 1999年第1期80-86,共7页
This paper discusses the evolution regularity and the absorption characters of sulfide for bituminous briquette burned in a horizontal burning fornace. The evolution rate of sulphur is affected by some factors, such a... This paper discusses the evolution regularity and the absorption characters of sulfide for bituminous briquette burned in a horizontal burning fornace. The evolution rate of sulphur is affected by some factors, such as the sulphur content in the burning coal, burning time and the mean excess air coefficient in the furnace. With processing the experimental result, the calculation related expression has been obtained to predict the evolution rate of sulfide. The sulphur absorption efficiency of briquette is affected by tbe factors such as the character of the sulphur sorbent, the type of the coal and the operating parameters. By means of appropriately adjusting the calciumsulphur mole ratio, the mean excess air coefficient and the time-interval between pushing two layer briquettes, a high sulphur absorption efficiency (>74% ) can be obtained. 展开更多
关键词 sulphur evolution regularity sulphur absorption characteristic BRIQUETTE horizontal combustion
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Regularities and Characteristics of Cross-border Capital Flow and Its Influence on Oil and Gas Enterprises
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作者 Kang Yu Duan Yixuan +1 位作者 Li Chunshuo Liu Yang 《China Oil & Gas》 CAS 2022年第6期51-58,共8页
Cross-border capital flow is an important indicator in the field of economy and finance,and a key factor affecting global financial stability.Studying the law of cross-border capital flow is of great significance to g... Cross-border capital flow is an important indicator in the field of economy and finance,and a key factor affecting global financial stability.Studying the law of cross-border capital flow is of great significance to grasp the macroeconomic situation.Based on the concept and historical law of cross-border capital flow,we find three characteristics of cross-border capital flow since this year:large-scale capital flow back to the United States,increasing pressure of capital outflow from emerging markets,and net capital inflow into China.Based on the analysis of historical laws,it is expected that cross-border capital will still return to the United States in the second half of the year,and emerging market countries will also face greater capital outflow pressure.The trend of cross-border capital flows will have a profound impact on interest rates,exchange rates and oil prices,resulting in multiple risks faced by oil and gas enterprises,such as the debt default of resource countries,the increase of overseas financing costs,the increase of exchange rate risks and the downward trend of oil prices.We suggest establishing an early warning mechanism to avoid the risks. 展开更多
关键词 FINANCE BORDER REGULAR
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Research on facies and reservoir seismic description methods of volcanic oil and gas reservoirs in Zhongguai area
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作者 YAN Qi HE Wenjun +6 位作者 BIAN Baoli AN Guoqiang LI Baobao BAI Yu YU Xing PANG Lei AN Zhiyuan 《Global Geology》 2026年第1期24-30,共7页
In recent years,significant breakthroughs have been achieved in the exploration of deep volcanic rocks in the Junggar Basin,highlighting their substantial exploration potential.The complex distribution of volcanic res... In recent years,significant breakthroughs have been achieved in the exploration of deep volcanic rocks in the Junggar Basin,highlighting their substantial exploration potential.The complex distribution of volcanic reservoirs is attributed to the multi-phase tectonic evolution within the basin,with their superior reservoir properties playing a crucial role in natural gas formation.However,due to the combined effects of multi-cyclic volcanic eruptions and tectonic activities,predicting volcanic facies distribution and favorable reservoirs remains highly challenging.This study focuses on the third member of the Jiamuhe Formation in the Zhongguai Uplift.By integrating drilling and petrophysical data with well-seismic analysis techniques,a seismic identification model for volcanic reservoirs has been established.The findings reveal that different facies exhibit distinct seismic response characteristics.Andesite,rhyolite,volcanic breccia,and volcanic clastic rocks show variability in amplitude,frequency,and continuity.Using structural-guided filtering,high-resolution coherence analysis,and 3D body carving techniques,the locations of volcanic craters and eruption centers were successfully identified,further clarifying the distribution patterns of volcanic facies.By combining multi-attribute clustering analysis and seismic attribute extraction,a volcanic facies zone distribution map was generated,and favorable exploration directions for volcanic reservoirs were proposed.The study provides technical guidance for the exploration of deep volcanic oil and gas reservoirs in the Junggar Basin and holds significant application value. 展开更多
关键词 Junggar Basin Favorable reservoir distribution VOLCANICS Timely window regularities of distribution
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Regularities of formation of ternary alloy phases between non-transition metals 被引量:1
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作者 姚莉秀 陈瑞亮 +2 位作者 钦佩 陈念贻 陆文聪 《Science China(Technological Sciences)》 SCIE EI CAS 2000年第2期199-205,共7页
Using a four-parameter model based on extended Miedema’ s cellular model of alloy phases and pattern recognition methods, the regularities of formation of ternary intermetallic compounds between non-transition metals... Using a four-parameter model based on extended Miedema’ s cellular model of alloy phases and pattern recognition methods, the regularities of formation of ternary intermetallic compounds between non-transition metals have been investigated. The criterion of formation can be expressed as some empirical functions of Φ (electronegativity), nws1/3( valence electron density in Wagn-er-Seitz cell), R (Pauling’s metallic radius) and Z (number of valence electrons in atom). 展开更多
关键词 non-transition metals TERNARY INTERMETALLIC compounds regularities of formation.
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Discovery of Regularities in the Use of Herbs in Chinese Medicine Prescriptions 被引量:1
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作者 陈弢 周雪忠 +1 位作者 张润顺 张连文 《Chinese Journal of Integrative Medicine》 SCIE CAS 2012年第2期88-92,共5页
Chinese medicine (CM) is a discipline with its own distinct methodologies and philosophical principles. The main method of treatment in CM is to use herbal prescriptions. Typically, a number of herbs are combined to... Chinese medicine (CM) is a discipline with its own distinct methodologies and philosophical principles. The main method of treatment in CM is to use herbal prescriptions. Typically, a number of herbs are combined to form a formula and different formulae are prescribed for different patients. Regularities in the mixture of herbs in the prescriptions are important for both clinical treatment and novel patent medicine development. In this study, we analyze CM formula data using latent tree (LT) models. Interesting regularities are discovered. Those regularities are of interest to students of CM as well as pharmaceutical companies that manufacture medicine using Chinese herbs. 展开更多
关键词 herb regularities latent tree model Chinese medicine prescription
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Load of the Small-Scale Vertical Cylinder in a Wave-Current Field
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作者 Mingjie Li Binbin Zhao Wengyang Duan 《哈尔滨工程大学学报(英文版)》 2026年第1期82-94,共13页
Studies of wave-current interactions are vital for the safe design of structures.Regular waves in the presence of uniform,linear shear,and quadratic shear currents are explored by the High-Level Green-Naghdi model in ... Studies of wave-current interactions are vital for the safe design of structures.Regular waves in the presence of uniform,linear shear,and quadratic shear currents are explored by the High-Level Green-Naghdi model in this paper.The five-point central difference method is used for spatial discretization,and the fourth-order Adams predictor-corrector scheme is employed for marching in time.The domain-decomposition method is applied for the wave-current generation and absorption.The effects of currents on the wave profile and velocity field are examined under two conditions:the same velocity of currents at the still-water level and the constant flow volume of currents.Wave profiles and velocity fields demonstrate substantial differences in three types of currents owing to the diverse vertical distribution of current velocity and vorticity.Then,loads on small-scale vertical cylinders subjected to regular waves and three types of background currents with the same flow volume are investigated.The maximum load intensity and load fluctuation amplitude in uniform,linear shear,and quadratic shear currents increase sequentially.The stretched superposition method overestimates the maximum load intensity and load fluctuation amplitude in opposing currents and underestimates these values in following currents.The stretched superposition method obtains a poor approximation for strong nonlinear waves,particularly in the case of the opposing quadratic shear current. 展开更多
关键词 Wave-current interaction Cylinder load HLGN model Morison equation Regular waves
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Quantitative indices for train running performance and post-seismic traffic capacity assessment of high-speed railway bridges under random site conditions
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作者 Wangbao ZHOU Jieyu XU +4 位作者 Yu HOU Lizhong JIANG Hao LIU Yuhao WU Donghang PENG 《Science China(Technological Sciences)》 2026年第3期348-365,共18页
Under earthquake action, different site conditions have a notable impact on the dynamic response of high-speed railway bridges after earthquakes, which in turn poses a threat to the running stability of trains in the ... Under earthquake action, different site conditions have a notable impact on the dynamic response of high-speed railway bridges after earthquakes, which in turn poses a threat to the running stability of trains in the post-earthquake period. Therefore, establishing a calculation method for the post-earthquake train speed threshold that considers the influence of different site characteristics is of great engineering significance. Taking the CRTS Ⅲ slab track as the research object, this study is based on the track irregularity root mean square rate(TRR), which the authors proposed earlier to quantify the track regularity level. Using the nonlinear least squares fitting method, the mapping relationship between the TRR and the postearthquake train running performance indicators on bridges is established. Furthermore, the influence of laws governing site categories and train speeds on post-earthquake train running performance on bridges is analyzed, and a train speed threshold for bridges based on running performance under random site conditions is proposed. The research results indicate that all train running performance indicators increase significantly with the increase of train operating speed;different site categories have a significant impact on post-earthquake track residual deformation and train running stability. The greater the amplitude of postearthquake track alignment residual deformation, the lower the threshold for the stable running speed of trains after the earthquake, with the speed threshold decreasing by up to 20%. The research outcomes can provide technical references for the post-earthquake safe operation and maintenance of high-speed railway bridges under complex site conditions, as well as the formulation of targeted train speed control schemes. 展开更多
关键词 high-speed railway track regularity quantitative indicators site conditions train running performance
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FedReg^(*):Addressing Non-Independent and Identically Distributed Challenges in Federated Learning
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作者 SHI Xiujin ZHU Xiaolong XIAO Wentao 《Journal of Donghua University(English Edition)》 2026年第1期41-49,共9页
In non-independent and identically distributed(non-IID)data environments,model performance often degrades significantly.To address this issue,two improvement methods are proposed:FedReg and FedReg^(*).FedReg is a meth... In non-independent and identically distributed(non-IID)data environments,model performance often degrades significantly.To address this issue,two improvement methods are proposed:FedReg and FedReg^(*).FedReg is a method based on hybrid regularization aimed at enhancing federated learning in non-IID scenarios.It introduces hybrid regularization to replace traditional L2 regularization,combining the advantages of L1 and L2 regularization to enable feature selection while preventing overfitting.This method better adapts to the diverse data distributions of different clients,improving the overall model performance.FedReg^(*)combines hybrid regularization with weighted model aggregation.In addition to the benefits of hybrid regularization,FedReg^(*)applies a weighted averaging method in the model aggregation process,calculating weights based on the cosine similarity between each client gradient and the global gradient to more reasonably distribute client contributions.By considering variations in data quality and quantity among clients,FedReg^(*)highlights the importance of key clients and enhances the model’s generalization performance.These improvement methods enhance model accuracy and communication efficiency. 展开更多
关键词 federated learning non-independent and identically distributed(non-IID)data hybrid regularization cosine similarity
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Federated Multi-Label Feature Selection via Dual-Layer Hybrid Breeding Cooperative Particle Swarm Optimization with Manifold and Sparsity Regularization
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作者 Songsong Zhang Huazhong Jin +5 位作者 Zhiwei Ye Jia Yang Jixin Zhang Dongfang Wu Xiao Zheng Dingfeng Song 《Computers, Materials & Continua》 2026年第1期1141-1159,共19页
Multi-label feature selection(MFS)is a crucial dimensionality reduction technique aimed at identifying informative features associated with multiple labels.However,traditional centralized methods face significant chal... Multi-label feature selection(MFS)is a crucial dimensionality reduction technique aimed at identifying informative features associated with multiple labels.However,traditional centralized methods face significant challenges in privacy-sensitive and distributed settings,often neglecting label dependencies and suffering from low computational efficiency.To address these issues,we introduce a novel framework,Fed-MFSDHBCPSO—federated MFS via dual-layer hybrid breeding cooperative particle swarm optimization algorithm with manifold and sparsity regularization(DHBCPSO-MSR).Leveraging the federated learning paradigm,Fed-MFSDHBCPSO allows clients to perform local feature selection(FS)using DHBCPSO-MSR.Locally selected feature subsets are encrypted with differential privacy(DP)and transmitted to a central server,where they are securely aggregated and refined through secure multi-party computation(SMPC)until global convergence is achieved.Within each client,DHBCPSO-MSR employs a dual-layer FS strategy.The inner layer constructs sample and label similarity graphs,generates Laplacian matrices to capture the manifold structure between samples and labels,and applies L2,1-norm regularization to sparsify the feature subset,yielding an optimized feature weight matrix.The outer layer uses a hybrid breeding cooperative particle swarm optimization algorithm to further refine the feature weight matrix and identify the optimal feature subset.The updated weight matrix is then fed back to the inner layer for further optimization.Comprehensive experiments on multiple real-world multi-label datasets demonstrate that Fed-MFSDHBCPSO consistently outperforms both centralized and federated baseline methods across several key evaluation metrics. 展开更多
关键词 Multi-label feature selection federated learning manifold regularization sparse constraints hybrid breeding optimization algorithm particle swarm optimizatio algorithm privacy protection
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