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Real-time prediction of mechanical behaviors of underwater shield tunnel structure using machine learning method based on structural health monitoring data 被引量:1
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作者 Xuyan Tan Weizhong Chen +2 位作者 tao zou Jianping Yang Bowen Du 《Journal of Rock Mechanics and Geotechnical Engineering》 SCIE CSCD 2023年第4期886-895,共10页
Predicting the mechanical behaviors of structure and perceiving the anomalies in advance are essential to ensuring the safe operation of infrastructures in the long run.In addition to the incomplete consideration of i... Predicting the mechanical behaviors of structure and perceiving the anomalies in advance are essential to ensuring the safe operation of infrastructures in the long run.In addition to the incomplete consideration of influencing factors,the prediction time scale of existing studies is rough.Therefore,this study focuses on the development of a real-time prediction model by coupling the spatio-temporal correlation with external load through autoencoder network(ATENet)based on structural health monitoring(SHM)data.An autoencoder mechanism is performed to acquire the high-level representation of raw monitoring data at different spatial positions,and the recurrent neural network is applied to understanding the temporal correlation from the time series.Then,the obtained temporal-spatial information is coupled with dynamic loads through a fully connected layer to predict structural performance in next 12 h.As a case study,the proposed model is formulated on the SHM data collected from a representative underwater shield tunnel.The robustness study is carried out to verify the reliability and the prediction capability of the proposed model.Finally,the ATENet model is compared with some typical models,and the results indicate that it has the best performance.ATENet model is of great value to predict the realtime evolution trend of tunnel structure. 展开更多
关键词 Shied tunnel Machine learning MONITORING Real-time prediction Data analysis
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铅修饰纳米多孔铂催化剂对甲酸氧化的电活性(英文)
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作者 张媛媛 易清风 +3 位作者 左葛琨琨 邹涛 刘小平 周秀林 《电化学》 CAS CSCD 北大核心 2018年第3期270-278,共9页
用合适金属修饰的铂催化剂能够显著增强其对甲酸氧化的电活性.本文以水热法制备了钛负载的纳米多孔铂电极(nanoPt/Ti),然后采用循环伏安法,通过扫描不同的周数(n),用适量的铅对nanoPt/Ti电极进行修饰,得到一种新型的铅修饰的纳米多孔铂... 用合适金属修饰的铂催化剂能够显著增强其对甲酸氧化的电活性.本文以水热法制备了钛负载的纳米多孔铂电极(nanoPt/Ti),然后采用循环伏安法,通过扫描不同的周数(n),用适量的铅对nanoPt/Ti电极进行修饰,得到一种新型的铅修饰的纳米多孔铂电极(nano Pb_((n))-Pt/Ti).采用循环伏安(CV)、计时电流和计时电位法研究其对对甲酸氧化的电活性.CV结果显示nanoPt/Ti和nanoPb_((n))-Pt/Ti电极对甲酸氧化表现出较高的催化活性,并且nanoPb_((20))-Pt/Ti电极对甲酸氧化的起始电位为-0.06 V,相比nanoPt/Ti电极的起始电位(0.06 V),明显有所负移.此外,nanoPb_((20))-Pt/Ti电极的第一个氧化峰电流密度为12.7 mA·cm^(-2),远远大于nanoPt电极(4.4 mA·cm^(-2));计时电流显示在电位为0.1 V时,在0.5 mol·L^(-1)H_2SO_4+1 mol·L^(-1 )HCOOH溶液中,nanoPb_((20))-Pt/Ti电极达到稳定时的电流为8.09 mA·cm^(-2),是nanoPt电极的60倍,表明铅修饰的nanoPt/Ti对甲酸氧化的电活性急剧增加;在1.5mA、2 mA、2.2 mA和2.5 mA下的计时电位结果表明,nanoPb_((20))-Pt/Ti电极上甲酸氧化过程表现出显著的电化学振荡,且和nano Pt/Ti电极相比,振荡现象能持续更长的时间,说明nanoPb_((20))-Pt/Ti电极具有更强的表面抗毒化能力. 展开更多
关键词 甲酸氧化 纳米多孔Pt 纳米多孔Pb-Pt 电化学震荡
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The clinical value, principle, and basic practical technique of mindfulness intervention 被引量:7
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作者 tao zou ChenghanWU Xiaoduo FAN 《上海精神医学》 CSCD 2016年第3期121-130,共10页
正念干预是基于佛教修行的冥想,结合当代心理学理论和方法所发展的一种心理疗法。近年来的实证研究表明正念干预在降低抑郁复发,缓解抑郁、焦虑症状,减少物质滥用,减轻疼痛,血压管理,提高免疫力,改善睡眠等方面的应用均产生了良好的效... 正念干预是基于佛教修行的冥想,结合当代心理学理论和方法所发展的一种心理疗法。近年来的实证研究表明正念干预在降低抑郁复发,缓解抑郁、焦虑症状,减少物质滥用,减轻疼痛,血压管理,提高免疫力,改善睡眠等方面的应用均产生了良好的效果。当前,正念疗法在欧美心理治疗界中已成为心理治疗的主流。近几年我国心理学界和心理治疗领域也开始对正念治疗进行介绍,但在临床精神健康领域却缺乏相关的实践和研究。本文将对正念的概念,干预的基本机制,临床实践中的基本技能和指导原则简要介绍。 展开更多
关键词 临床价值 实用技术 心理治疗 增强免疫力 心理健康 临床实践 心理学 抑郁症
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Urban surface water system in coastal areas: A comparative study between Almere and Tianjin Eco-city 被引量:2
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作者 tao zou Zhengnan Zhou 《Open Journal of Ecology》 2013年第6期407-416,共10页
In the purpose of defining typical urban water management challenges in coastal lowlands in the context of global climate change, a comparative study was conducted between two coastal new towns respectively located in... In the purpose of defining typical urban water management challenges in coastal lowlands in the context of global climate change, a comparative study was conducted between two coastal new towns respectively located in the Netherlands and Northern China. Comparative method is applied to define main functioning patterns of urban water systems in the two cases, then computer simulations were used to furthercompare drainage capacity in order to reveal the trends of urban water management. Major resulthas shown that Almere in the Netherlands generally more advanced in urban water management asmultiple functioning patterns are available.Strong dykes maintain competence for land subsidence and sea level rise. Open water system decreases local runoff and increaseswater retention level. Systematic control ofsluicesand locks which serve for shipping and waterfront landscaping are simultaneously isolating contaminants from outer water body. Tianjin Eco-city in China has shown both strengths and weaknesses. It takes large amount of reclaimed water as main landscaping water source, which adapts to local water pollution and shortage while requires highly centralized facilities. Large water body is reserved and huge scale underground drainage system built, but it is still vulnerable to heavy storms due to the lack of efficient surface water drainage system. Coastal line control does not adequately prevent from increasing storm surge risks in the future. SWMMsimulations have supported the viewpoint ofdistributed surface water with a higher efficiency for storm drainage. Meanwhile, surface water system returns more added values to urban development. The study is corresponding well with the theory of water sensitive city. As a conclusion, urban water system should always incorporate methods to achieve higher system resilience based on multiple functioning patterns. 展开更多
关键词 URBAN Surface WATER System URBAN WATER Management COASTAL Areas SWMM
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Enhancement of thermoelectric properties of SrTiO3/LaNb–SrTiO3 composite by different doping levels 被引量:1
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作者 Ke-Xian Wang Jun Wang +6 位作者 Yan Li tao zou Xiao-Huan Wang Jian-Bo Li Zheng Cao Wen-Jing Shi Xinba Yaer 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第4期117-122,共6页
Strontium titanate(STO)is an n-type oxide thermoelectric material,which has shown great prospects in recent years.The doping of La and Nb into STO can improve its power factor,whereas its thermal conductivity is sti... Strontium titanate(STO)is an n-type oxide thermoelectric material,which has shown great prospects in recent years.The doping of La and Nb into STO can improve its power factor,whereas its thermal conductivity is still very high.Thus,in order to obtain a high thermoelectric figure-of-merit z T,it is very important to reduce its thermal conductivity.In this paper,using a combination of a hydrothermal method and a high-efficiency sintering method,we succeed in preparing a composite of pure STO and La Nb-doped STO,which simultaneously realizes lower thermal conductivity and higherSeebeck coefficient,therefore,the thermoelectric properties of STO are significantly improved.In the SrTiO3/La Nb–SrTiO3 bulk samples,the lowest thermal conductivity is 2.57 W·m^-1·K^-1 and the highest z T is 0.35 at 1000 K for the STO/La(10)Nb(20)–STO sample. 展开更多
关键词 thermoelectric materials SrTiO3/LaNb-SrTiO3 composite hydrothermal method strontium titanate
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Joint Probability Prediction Model of Rainfall Triggered Landslides and Debris Flows 被引量:1
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作者 Guilin Liu Defu Liu +2 位作者 Tianfu Li Fengqing Wang tao zou 《Open Journal of Geology》 2012年第2期103-110,共8页
The rainfall induced landslides and debris flows are the major disasters in China, as well in Europe, South America, Japan and Australia. This paper proposes a new type of joint probability prediction model—Double La... The rainfall induced landslides and debris flows are the major disasters in China, as well in Europe, South America, Japan and Australia. This paper proposes a new type of joint probability prediction model—Double Layer Nested Multivariate Compound Extreme Value Distribution (DLNMCEVD) to predict landslides and debris flows triggered by rainfall. The outer layer of DLNMCEVD is predicting the joint probabilities of different combinations for rainfall characteristics, air temperature and humidity, which should be considered as external load factors with geological and geotechnical characteristics as resistance factors for reliability analysis of slope stability in the inner layer of model. For the reliability and consequence analysis of rainfall-induced slope failure, the Global Uncertainty Analysis and Global Sensitivity Analysis (GUA & GSA) should be taken into account for input-output iterations. Finally, based on the statistics prediction by DLNMCEVD, the geological hazards prevention alarm and regionalization can be provided in this paper. 展开更多
关键词 PREDICTION RAINFALL LANDSLIDES and Debris Flows DLNMCEVD GUA & GSA
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Discussion on IAEA and China Safety Regulation for NPP Coastal Defense Infrastructures against Typhoon/Hurricane Attacks 被引量:1
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作者 Guilin Liu Huajun Li +2 位作者 Defu Liu Fengqing Wang tao zou 《World Journal of Nuclear Science and Technology》 2012年第3期114-123,共10页
The World Meteorological Organization estimates that about 90 percent of all natural disasters is extreme meteorological hazards like typhoon/hurricane and tropical cyclone triggered disasters. With the increasing ten... The World Meteorological Organization estimates that about 90 percent of all natural disasters is extreme meteorological hazards like typhoon/hurricane and tropical cyclone triggered disasters. With the increasing tendency of natural hazards, the typhoon induced surge, wave, precipitation, flood and wind as extreme external loads menacing Nuclear Power Plants (NPP) in coastal and inland provinces of China. For all of the planned, designed and constructed NPP in China the National Nuclear Safety Administration of China and IAEA recommended Probable Maximum Hurricane/ Typhoon/(PMH/T), Probable Maximum Storm Surge (PMSS), Probable Maximum Flood (PMF), Design Basis Flood (DBF) as safety regulations recommended for NPP defense infrastructures. This paper discusses the joint probability analysis of simultaneous occurrence typhoon induced extreme external hazards and compared with IAEA 2003-2011 recommended safety regulations for some NPP along China coast to make safety assessment based on the “As Low As Reasonable Practice” (ALARP) principle. 展开更多
关键词 IAEA Safety Regulation Typhoon/Hurricane ATTACKS Design Basis FLOOD MULTIVARIATE Compound Extreme Value Distribution Risk Assessment ALARP
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Lightweight Authentication Protocol Based on Physical Unclonable Function
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作者 Hanguang Luo tao zou +3 位作者 Chunming Wu Dan Li Shunbin Li Chu Chu 《Computers, Materials & Continua》 SCIE EI 2022年第9期5031-5040,共10页
In the emerging Industrial Internet of Things(IIoT),authentication problems have become an urgent issue for massive resource-constrained devices because traditional costly security mechanisms are not suitable for them... In the emerging Industrial Internet of Things(IIoT),authentication problems have become an urgent issue for massive resource-constrained devices because traditional costly security mechanisms are not suitable for them.The security protocol designed for resource-constrained systems should not only be secure but also efficient in terms of usage of energy,storage,and processing.Although recently many lightweight schemes have been proposed,to the best of our knowledge,they are unable to address the problem of privacy preservation with the resistance of Denial of Service(DoS)attacks in a practical way.In this paper,we propose a lightweight authentication protocol based on the Physically Unclonable Function(PUF)to overcome the limitations of existing schemes.The protocol provides an ingenious authentication and synchronization mechanism to solve the contradictions amount forward secrecy,DoS attacks,and resource-constrained.The performance analysis and comparison show that the proposed scheme can better improve the authentication security and efficiency for resource-constrained systems in IIoT. 展开更多
关键词 LIGHTWEIGHT AUTHENTICATION physically unclonable functions
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Incommensurate-commensurate magnetic phase transition in double tungstate Li_(2)Co(WO_4)_(2)
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作者 Xiyu Chen Ning Ding +11 位作者 Meifeng Liu tao zou V.Ovidiu Garlea Jingwen Gong Fei Liu Yunlong Xie Lun Yang Shuhan Zheng Xiuzhang Wang Shuai Dong TCharlton Jun-Ming Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第4期61-66,共6页
Magnetic susceptibility,specific heat,and neutron powder diffraction measurements have been performed on polycrystalline Li_(2)Co(WO_4)_(2)samples.Under zero magnetic field,two successive magnetic transitions at T_(N1... Magnetic susceptibility,specific heat,and neutron powder diffraction measurements have been performed on polycrystalline Li_(2)Co(WO_4)_(2)samples.Under zero magnetic field,two successive magnetic transitions at T_(N1)~9.4 K and T_(N2)~7.4 K are observed.The magnetic ordering temperatures gradually decrease as the magnetic field increases.Neutron diffraction reveals that Li_(2)Co(WO_4)_(2)enters an incommensurate magnetic state with a temperature dependent k between T_(N1)and T_(N2).The magnetic propagation vector locks-in to a commensurate value k=(1/2,1/4,1/4)below T_(N2).The antiferromagnetic structure is refined at 1.7 K with Co2+magnetic moment 2.8(1),μ_B,consistent with our first-principles calculations. 展开更多
关键词 Li_(2)Co(WO_4)_(2) incommensurate-commensurate magnetic transition
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“四环联动”助推高校毕业生高质量就业 被引量:3
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作者 徐利军 邹涛 李永强 《中国大学生就业》 2023年第9期3-7,14,共6页
党的二十大报告指出要实施就业优先战略,促进高质量充分就业。高校毕业生高质量就业的难点在于高校人才培养与社会需求之间还不够匹配,就业市场反馈高校招生培养的机制还不够灵敏。构建招生、培养、就业、校友“四环联动”工作机制,提... 党的二十大报告指出要实施就业优先战略,促进高质量充分就业。高校毕业生高质量就业的难点在于高校人才培养与社会需求之间还不够匹配,就业市场反馈高校招生培养的机制还不够灵敏。构建招生、培养、就业、校友“四环联动”工作机制,提升高校内部治理效能,促进人才培养与社会需求相适应,实现“入”与“出”“供”与“需”“内”与“外”的协同,是当前高校应对高质量就业困境的有效举措。 展开更多
关键词 招生 培养 就业 校友 四环联动
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Collaborative operation and application influence of sprinkler drip irrigation:A systematic progress review
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作者 Zhongwei Liang tao zou +2 位作者 Xiaochu Liu Guiyun Liu Zheng Liu 《International Journal of Agricultural and Biological Engineering》 SCIE 2023年第5期12-27,共16页
Considering the high-quality requirements related to agricultural crop production,the collaborative operation and application influence of sprinkler drip irrigation is an important issue in precision agriculture.The o... Considering the high-quality requirements related to agricultural crop production,the collaborative operation and application influence of sprinkler drip irrigation is an important issue in precision agriculture.The objective of this review is to give a comprehensive demonstration focusing on the subject of collaborative operation and application influence of sprinkler drip irrigation,by using a set of comparative analysis and literature bibliometric maps,therefore the sprinkler drip irrigation quality considering actual influential factors could be determined and analyzed.This review establishes on a broad spectrum of agricultural drip irrigation performance,throughout its whole procedure of collaborative monitoring,irrigation scheduling,application efficiency,and environmental influence,covering such aspects as soil physicochemical quality,irrigation scheduling,water resource redistribution,crop productivity,tillage management,climate adaptation,and environmental monitoring,etc.This review indicates that,the irrigation efficiency and drip infiltration quality of soil field can be planned precisely and allocated reasonably by sprinkler drip irrigation,which has extraordinary infiltration capability and enables much better performance,than that of other ordinary irrigation approaches in accuracy,stability,regularity,and efficiency.Thereafter,the investigation on the collaborative operation and application influence of sprinkler drip irrigation can be used to ensure the infiltration uniformity of moisture distribution,and then the high-quality requirements of practical irrigation performance can be met,too.This systematic review facilitates the productive soil-moisture-environment management for precision irrigation and agricultural production. 展开更多
关键词 sprinkler drip irrigation collaborative operation irrigation scheduling application efficiency environmental influence REVIEW
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多变量半自适应预测控制系统架构 被引量:2
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作者 郑洪宇 王鹏 +2 位作者 邹涛 胡静涛 于海斌 《中国科学:信息科学》 CSCD 北大核心 2019年第1期57-73,共17页
针对模型因素引起的预测控制性能退化问题,本文提出一种多变量半自适应预测控制系统架构.该架构将传统的控制模式改变为测试模式,变传统的设定值控制为区间控制,从而实现了测试过程中输出变量的约束满足.所提出的半自适应预测控制体系... 针对模型因素引起的预测控制性能退化问题,本文提出一种多变量半自适应预测控制系统架构.该架构将传统的控制模式改变为测试模式,变传统的设定值控制为区间控制,从而实现了测试过程中输出变量的约束满足.所提出的半自适应预测控制体系架构能够在确保生产正常进行的前提下,实现过程的开环测试,提高测试效率,并通过极大化测试信号的幅值来确保测试过程的信噪比.进一步地,将该框架从约束预测控制扩展到双层结构预测控制,引入平衡系数实现经济效益与测试之间的平衡.本文提及的测试方法是一种在线开环测试,避免了闭环测试过程中测试输入信号与不可测噪声的相关性问题.仿真实例验证了该方法的有效性. 展开更多
关键词 自适应控制 模型预测控制 系统辨识 参数估计 区间控制
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Physicochemical Control of the Early Permian Xiangshan Fe-Ti Oxide Deposit in Eastern Tianshan(Xinjiang),NW China 被引量:8
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作者 Yu Shi Yuwang Wang +6 位作者 Jingbin Wang Lutong Zhao Hongjing Xie Lingli Long tao zou Dedong Li Guochao Zhou 《Journal of Earth Science》 SCIE CAS CSCD 2018年第3期520-536,共17页
The Xiangshan mafic-ultramafic complex is one of the major Early Permian maficultramafic intrusions in eastern Tianshan (Xinjiang, NW China), and consists of two major intrusive phases. The first intrusive phase is ... The Xiangshan mafic-ultramafic complex is one of the major Early Permian maficultramafic intrusions in eastern Tianshan (Xinjiang, NW China), and consists of two major intrusive phases. The first intrusive phase is mainly gabbroic rocks hosting ilmenite mineralization, while the second intrusive phase is mainly lherzoilite associated with Ni-Cu sulfide mineralization. The Xiangshan ilmenite orebodies hosted in the Fe-Ti oxide-bearing gabbro occur along the contact between hornblende gabbros and leucogabbros. The hornblende gabbros and Fe-Ti oxide rich gabbros at Xiangshan are newly dated to be Early Permian (280.1 and 279.2 Ma, respectively). Major and trace element compositions of zircons and whole rocks from Xiangshan hornblende gabbro and Fe-Ti oxide gabbro have been measured by in situ excimer laser ablation ICP-MS. Zircon Ce^4+/Ce^3+ ratios based on lattice-strain model and Ti-in-zircon temperatures of hornblende gabbro and Fe-Ti oxide gabbro of the Xiangshan complex are calculated to evaluate the physicochemical variations during the ilmenite mineralization. Whole-rock geochemistry and zircon trace element geochemistry suggest that Fe-Ti oxide gabbros were formed from a basaltic parent magma which had undergone a transfromation from being H2O-rich to H2O-poor. During the magmatic evolution, primitive, HEO-poor basaltic melts may have been replenished into the system, increasing its solidus temperature and decreasing its oxygen fugacity and H2O contents. This may have supperessed the Ti-rich poikilitic hornblende fractionation and promoted the plagioclase fractionation, which consequently concentrated the ore-forming components in the residual melts and generated the ilmenite mineralization. 展开更多
关键词 eastern Tianshan magmatic Fe-Ti oxide deposits GABBROS layered intrusion zircon U-Pb age geochemistry.
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A Time/Space Separation Based 3D Fuzzy Modeling Approach for Nonlinear Spatially Distributed Systems 被引量:1
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作者 Xian-Xia Zhang Zhi-Qiang Fu +2 位作者 Shao-Yuan Li tao zou Bing Wang 《International Journal of Automation and computing》 EI CSCD 2018年第1期52-65,共14页
Spatially distributed systems (SDSs) are usually infinite-dimensional spatio-temporal systems with unknown nonlinearities. Therefore, to model such systems is difficult. In real applications, a low-dimensional model... Spatially distributed systems (SDSs) are usually infinite-dimensional spatio-temporal systems with unknown nonlinearities. Therefore, to model such systems is difficult. In real applications, a low-dimensional model is required. In this paper, a time/space separation based 3D fuzzy modeling approach is proposed for unknown nonlinear SDSs using input-output data measurement. The main characteristics of this approach is that time/space separation and time/space reconstruction are fused into a novel 3D fuzzy system. The modeling methodology includes two stages. The first stage is 3D fuzzy structure modeling which is based on Mamdani fuzzy rules. The consequent sets of 3D fuzzy rules consist of spatial basis functions estimated by Karhunen-Love decomposition. The antecedent sets of 3D fuzzy rules are used to construct temporal coefficients. Going through 3D fuzzy rule inference, each rule realizes time/space synthesis. The second stage is parameter identification of 3D fuzzy system using particle swarm optimization algorithm. After an operation of defuzzification, the output of the 3D fuzzy system can reconstruct the spatio-temporal dynamics of the system. The model is suitable for the prediction and control design of the SDS since it is of low-dimension and simple nonlinear structure. The simulation and experiment are presented to show the effectiveness of the proposed modeling approach. 展开更多
关键词 Spatially distributed system (SDS) system identification 3D fuzzy system Karhunen-Love decomposition particleswarm optimization (PSO).
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