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An Interpretable Few-Shot Framework for Fault Diagnosis of Train Transmission Systems with Noisy Labels
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作者 Haiquan Qiu Biao Wang +4 位作者 Yong Qin Ao Ding Zhixin He Jing Liu Xin Huang 《Journal of Dynamics, Monitoring and Diagnostics》 2025年第1期65-75,共11页
Intelligent fault diagnosis technology plays an indispensable role in ensuring the safety,stability,and efficiency of railway operations.However,existing studies have the following limitations.1)They are typical black-... Intelligent fault diagnosis technology plays an indispensable role in ensuring the safety,stability,and efficiency of railway operations.However,existing studies have the following limitations.1)They are typical black-box models that lacks interpretability as well as they fuse features by simply stacking them,overlooking the discrepancies in the importance of different features,which reduces the credibility and diagnosis accuracy of the models.2)They ignore the effects of potentially mistaken labels in the training datasets disrupting the ability of the models to learn the true data distribution,which degrades the generalization performance of intelligent diagnosis models,especially when the training samples are limited.To address the above items,an interpretable few-shot framework for fault diagnosis with noisy labels is proposed for train transmission systems.In the proposed framework,a feature extractor is constructed by stacked frequency band focus modules,which can capture signal features in different frequency bands and further adaptively concentrate on the features corresponding to the potential fault characteristic frequency.Then,according to prototypical network,a novel metric-based classifier is developed that is tolerant to mislabeled support samples in the case of limited samples.Besides,a new loss function is designed to decrease the impact of label mistakes in query datasets.Finally,fault simulation experiments of subway train transmission systems are designed and conducted,and the effectiveness as well as superiority of the proposed method are proved by ablation experiments and comparison with the existing methods. 展开更多
关键词 few-shot learning intelligent fault diagnosis INTERPRETABILITY noisy labels train transmission systems
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Practice and Reflection on the Apprentice Training Talents “Dual Systems Four Stages of Work Integrated Learning” Education Approach
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作者 Shuai Tian 《Journal of World Architecture》 2018年第2期20-27,共8页
In view of the current demand for skilled talents required by the Chinese construction industry,this paper takes the Jiuzhou Polytechnic of Xuzhou,Jiangsu Province as an example and puts forward the apprenticeship tra... In view of the current demand for skilled talents required by the Chinese construction industry,this paper takes the Jiuzhou Polytechnic of Xuzhou,Jiangsu Province as an example and puts forward the apprenticeship training model of“dual system,four stages of work integrated learning,”with the characteristics of vocational education from China Jiuzhou Polytechnic along with its paid study courses. 展开更多
关键词 SKILL type dual systems four-stages APPRENTICESHIP training APPROACH PRACTICE
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Semi-blind Channel Estimation for MIMO/OFDM Systems Using Superimposed Training 被引量:1
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作者 Zhang Han Dai Xianhua 《中山大学研究生学刊(自然科学与医学版)》 2008年第1期108-116,共9页
关键词 半盲信道估计 正交频分复用技术 通信网络 通信技术
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Study of Models for Heating Power Station Operator Training Systems
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作者 Sholpan Muratkyzy Baimatayeva Yuriy Vladimirovitch Shevyakov 《Journal of Energy and Power Engineering》 2013年第1期162-167,共6页
This paper is devoted to development and study of models for operator training systems of heating power station processes management. It proposed a mathematical model describing the management processes of heating pow... This paper is devoted to development and study of models for operator training systems of heating power station processes management. It proposed a mathematical model describing the management processes of heating power units of the technological complex considering the relationship of technological variables in deviations effective in real time. A software complex is developed for the system of training of operators controlling processes in heating station units. Obtained results may be used in the course of development of computer training systems for operators of heating power stations with cross-linkage. 展开更多
关键词 training systems of operators steam generator simulation model heating power stations
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Determining Requirements for an Optimal Ad-Hoc Multicast Protocol in Mobile Health Care Training Systems
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作者 Anis Zarrad Ahmed Redha Mahlous 《Communications and Network》 2015年第2期81-88,共8页
Nowadays, Health Care Training-based System (HCTS) is a vital component in the education and training of health care in 3D Virtual Environment (VE). The practice of HCTS continues to grow at rapid pace throughout all ... Nowadays, Health Care Training-based System (HCTS) is a vital component in the education and training of health care in 3D Virtual Environment (VE). The practice of HCTS continues to grow at rapid pace throughout all of the healthcare disciplines, however research in this field is still in its early stage. Increasingly, decision makers and developers look forward to offer more sophisticated, much larger, and more complex HCTS to serve the desired outcome and improve the quality and safety of patient care. Due to the rapidly increasing usage of personal mobile devices and the need of executing HCTS applications in environments that have no previous network infrastructure available, Mobile Health Care Training-based System (MHCTS) is an expected future trend. In such systems, medical staff will share and collaborate in a 3D virtual environment through their mobile devices in an ad-hoc network (MANET) in order to accomplish specific missions’ typically surgical emergency room. Users are organized into various groups (Radiologists, Maternity departments, and General surgery etc...), and need to be managed by a multicast scheme to save network bandwidth and offer immersive sense. MHCTS is sensitive to networking issues, since interactive 3D graphics requires additional load due to the use of mobile devices. Therefore, we need to emphasize on the importance and the improvement of multicast techniques for the effectiveness of MHCTS and the management of collaborative group interaction. Research so far has devoted little attention to the network communication protocols design of such systems which is crucial to preserve the sense of immersion for participating users. In this paper, we investigate the effect of multicast routing protocol in advancing the field of Health care Training-based System to the benefit of patient’s safety, and health care professional. Also, we address the issue of selecting a multicast protocol to provide the best performance for a particular e-health system at any time. Previous work has demonstrated that multicast operates at least as efficiently as traditional MAODV. A comprehensive analysis about various ad-hoc multicast routing protocols is proposed. The selection key factors for the right protocol for MHCTS applications were safety and robustness. To the best of our knowledge, this work will be the first initiative involving systematic literature reviews to identify a research gate for the use of multicast protocol in health care simulation learning community. 展开更多
关键词 AD-HOC MULTICAST Protocol HEALTH CARE training system 3D Virtual Environment E-HEALTH
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Soliton Trains Induced by Adaptive Shaping with Periodic Traps in Four-Level Ultracold Atom Systems
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作者 M.L.Djouom Tchenkoue D.Welakuh Mbangheku Alain M.Dikandé 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第6期667-673,共7页
It is well known that an optical trap can be imprinted by a light field in an ultracold-atom system embedded in an optical cavity, and driven by three different coherent fields. Of the three felds coexisting in the op... It is well known that an optical trap can be imprinted by a light field in an ultracold-atom system embedded in an optical cavity, and driven by three different coherent fields. Of the three felds coexisting in the optical cavity there is an intense control field that induces a giant Kerr nonlinearity via electromagnetically-induced transparency, and another feld that creates a periodic optical grating of strength proportional to the square of the associated Rabi frequency. In this work elliptic-soliton solutions to the nonlinear equation governing the propagation of the probe field are considered, with emphasis on the possible generation of optical soliton trains forming a discrete spectrum with well defined quantum numbers. The problem is treated assuming two distinct types of periodic optical gratings and taking into account the negative and positive signs of detunings (detuning above or below resonance). Results predict that the competition between the self-phase and cross-phase modulation nonlinearities gives rise to a rich family of temporal soliton train modes characterized by distinct quantum numbers. 展开更多
关键词 temporal soliton trains Jacobi Elliptic functions electromagnetically-induced transparency tiJur-level ultracold-atom systems
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Interactive plant simulation modeling for developing an operator training system in a natural gas pressure-regulating station 被引量:1
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作者 Yongseok Lee Changjun Ko +3 位作者 Hodong Lee Kyeongwoo Jeon Seolin Shin Chonghun Han 《Petroleum Science》 SCIE CAS CSCD 2017年第3期529-538,共10页
This study proposes a method of interactive plant simulation modeling which delivers the online simulated results to the field operators and induces them to take proper actions in the case of pre-identified accident s... This study proposes a method of interactive plant simulation modeling which delivers the online simulated results to the field operators and induces them to take proper actions in the case of pre-identified accident scenarios in a chemical plant. The developed model integrates the real-time process dynamic simulation with 3DCFD accident simulation in a designed interface using object linking and embedding technology so that it can convey to trainees the online information of the accident which is not available in existing operator training systems.The model encompasses the whole process of data transfer till the end of the training at which a trainee operates an emergency shutdown system in a programmed model. In this work, an overall scenario is simulated which is from an abnormal increase in the main valve discharge(second)pressure due to valve malfunction to accidental gas release through the crack of a pressure recorder, and the magnitude of the accident with respect to the lead time of each trainee's emergency response is analyzed. The model can improve the effectiveness of the operator training system through interactively linking the trainee actions with the simulation model resulting in different accident scenarios with respect to each trainee's competence when facing an accident. 展开更多
关键词 Operator training system Dynamic processsimulation Accident simulation
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Main Detrainment Height of Deep Convection Systems over the Tibetan Plateau and Its Southern Slope 被引量:2
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作者 Quanliang CHEN Guolu GAO +3 位作者 Yang LI Hongke CAI Xin ZHOU Zhenglin WANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2019年第10期1078-1088,共11页
Deep convection systems (DCSs) can rapidly lift water vapor and other pollutants from the lower troposphere to the upper troposphere and lower stratosphere. The main detrainment height determines the level to which th... Deep convection systems (DCSs) can rapidly lift water vapor and other pollutants from the lower troposphere to the upper troposphere and lower stratosphere. The main detrainment height determines the level to which the air parcel is lifted. We analyzed the main detrainment height over the Tibetan Plateau and its southern slope based on the CloudSat Cloud Profiling Radar 2B_GEOPROF dataset and the Aura Microwave Limb Sounder Level 2 cloud ice product onboard the Atrain constellation of Earth-observing satellites. It was found that the DCSs over the Tibetan Plateau and its southern slope have a higher main detrainment height (about 10-16 km) than other regions in the same latitude. The mean main detrainment heights are 12.9 and 13.3 km over the Tibetan Plateau and its southern slope, respectively. The cloud ice water path decreases by 16.8% after excluding the influences of DCSs, and the height with the maximum increase in cloud ice water content is located at 178 hPa (about 13 km). The main detrainment height and outflow horizontal range are higher and larger over the central and eastern Tibetan Plateau, the west of the southern slope, and the southeastern edge of the Tibetan Plateau than that over the northwestern Tibetan Plateau. The main detrainment height and outflow horizontal range are lower and broader at nighttime than during daytime. 展开更多
关键词 MAIN detrainment HEIGHT deep convection systems Tibetan Plateau and ITS SOUTHERN SLOPE A-train
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System Restoration Tools: System Restoration Navigator Integrated into EPRI Operator Training Simulator (SRN/OTS) 被引量:2
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作者 Navin Bhatt Shanshan Liu Robin Podmore 《Journal of Power and Energy Engineering》 2015年第4期378-383,共6页
System operators and planners develop and implement restoration plans based on off-line simulation studies, and accumulated experience and knowledge. One of the challenges in developing a restoration plan is to sift t... System operators and planners develop and implement restoration plans based on off-line simulation studies, and accumulated experience and knowledge. One of the challenges in developing a restoration plan is to sift through numerous possible restoration scenarios and paths, in order to identify those that are technically feasible. When implementing a restoration plan in an on-line environment following a blackout, the operators need to adapt to the actual outage scenarios and available resources, and be constantly mindful of anticipated voltage and frequency excursions that must remain within system and equipment tolerances. In recognition of these challenges, EPRI has developed System Restoration Navigator (SRN), to provide decision support to system restoration planning and operations engineers in developing, evaluating and revising system restoration strategies, guidelines, plans and step-by-step procedures. During 2013-2014, EPRI developed SRN version 3.0, which is designed to facilitate its integration into a commercial operator training simulator (OTS) (AKA a dispatch training simulator, DTS). The integration of SRN 3.0 with an OTS allows operators to obtain experience in simulating, developing, experimenting with and revising system restoration plans, and to address related regulatory standards. The integration expands the usability of SRN 3.0 by providing the OTS platform for training purposes and for the purpose of interfacing SRN 3.0 with operational power system models to be able to explore near real time application of SRN 3.0. This 2013-2014 development work also included the integration of SRN 3.0 into EPRI OTS, and its application on the Florida Reliability Coordinating Council (FRCC) power system. A detailed account of development of SRN 3.0, its integration into EPRI OTS and its application to FRCC system is presented in this paper. 展开更多
关键词 system RESTORATION RESTORATION PATHS and Sequences Operator training SIMULATOR
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Inter-carrier Interference Analysis for MIMO-OFDM Systems in High-Speed Train Environment
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作者 王军华 焦戊臣 方勇 《Journal of Donghua University(English Edition)》 EI CAS 2015年第3期411-418,共8页
The orthogonality between the subcarriers of multipleinput multiple-output orthogonal frequency division multiplexing( MIMO-OFDM) systems is destroyed due to the Doppler frequency offset,particularly in the high-speed... The orthogonality between the subcarriers of multipleinput multiple-output orthogonal frequency division multiplexing( MIMO-OFDM) systems is destroyed due to the Doppler frequency offset,particularly in the high-speed train( HST) environment,which leads to severe inter-carrier interference( ICI). Therefore,it is necessary to analyze the mechanism and influence factor of ICI in HST environment. In this paper, by using a non-stationary geometry-based stochastic model( GBSM) for MIMO HST channels, ICI is analyzed through investigating the channel coefficients and the carrier-to-interference power ratio( CIR). It is a fact that most of signal energy spreads on itself and its several neighborhood subcarriers. By investigating the amplitude of subcarriers, CIR is used to evaluate the ICI power level. The simulation results show that the biggest impact factor for the CIR is the multipath number L and the minimum impact factor K; when the train speed υR> 400 km / h,the normalized Doppler frequency offset ε > 0. 35,the CIR tends to zero,and the communication quality will be very poor at this condition. Finally,bit error rate( BER) is investigated by simulating a specific channel environment. 展开更多
关键词 multiple-input multiple-output orthogonal frequency division multiplexing(MIMO-OFDM) systems high-speed train(HST) inter-carrier interference(ICI) non-stationary geometry-based stochastic model(G BSM) carrier-to-interference power ratio(CIR)
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Research on Flexible Manufacturing System in Mechatronics Professional Comprehensive Training
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作者 Rumin LIU Haiming LIU Lingzhi YANG 《International Journal of Technology Management》 2015年第1期106-108,共3页
According to the characteristics of flexible manufacturing systems, the article describes the equipment components and hardware architecture of flexible manufacturing systems in school. Taking welding assemble process... According to the characteristics of flexible manufacturing systems, the article describes the equipment components and hardware architecture of flexible manufacturing systems in school. Taking welding assemble process as an example to elaborate production process automation, the paper put forward a flexible manufacaxring system combined with laboratory equipment and various grades, professional knowledge and teaching characteristics and differentiated teaching programs, the creation of the laboratory project was planned and implemented to specific engineering training programs, so that students has been expanded in the depth of expertise and breadth, experimental skills and innovation capacity has been improved, the teaching effect has also been significantly improved.. 展开更多
关键词 Flexible manufacturing systems Automate production Engineering training Teaching practice
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Development of underwater wet welding experimental and divers training system 被引量:1
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作者 贾传宝 陈波 +2 位作者 王芳 殷子强 袁新 《China Welding》 EI CAS 2012年第4期43-48,共6页
Compared to traditional welding methods, the underwater wet welding is special with many different characteristics due to the unique aqueous environment. It is conducted completely under water by divers and unique wel... Compared to traditional welding methods, the underwater wet welding is special with many different characteristics due to the unique aqueous environment. It is conducted completely under water by divers and unique welding technology is required in the special operation environment. The operating levels of the divers are the key factor to acquire high quality welded joints. In this paper, an underwater wet welding experimental and divers training system is developed to serve divers training and conducting welding experiments. The system consists of life support system, signals real-time monitoring system and communicating system, etc. An underwater butt welding experiment based on welding electrodes is conducted, and the system works well. It proves that the system can guarantee divers welding safely and successfully and high quality weld seam is expected to be acquired. 展开更多
关键词 underwater wet welding DIVERS training system MONITORING flux-cored arc welding
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A DISPATCHER TRAINING SIMULATOR SYSTEM INTEGRATED WITH THE EXIST SCADA/EMS
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作者 华斌 周建中 《Journal of Pharmaceutical Analysis》 SCIE CAS 2004年第2期132-135,139,共5页
To utilize exist SCADA(Supervisory Control and Data Acqui si tion)/EMS (Energy Management System) fully and economize capital, Henan Electric Power Dispatching and Communication Center in China established a set of H... To utilize exist SCADA(Supervisory Control and Data Acqui si tion)/EMS (Energy Management System) fully and economize capital, Henan Electric Power Dispatching and Communication Center in China established a set of Henan Dispatcher Training Simulator (HNDTS) base on its exist SCADA/EMS. In order to i ntegrated with exist SCADA/EMS, the integration method and technique are propose d. Graph data integration discussed with emphasis. After integration implemented , HNDTS can share all data with SCADA/EMS and dispatchers can be trained in same environment as real work situation, in the same time it can avoid amout of work of maintenance engineers. Both advantages and disadvantages of integration are analyzed. In the end of paper, the requirement for future DTS is put forward bas e on the experience of author. 展开更多
关键词 system integration dispatcher training simulator (DTS) power system
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An Improved Underwater Confrontation Simulation Method of Naval Amphibious Operational Training System 被引量:1
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作者 LIU Yu LI Dan ZHENG Chundi 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2018年第3期225-229,共5页
This paper described an improved underwater confrontation simulation method of naval amphibious operational training system. The initial position of submarine forces on the enemy is generated automatically, and the at... This paper described an improved underwater confrontation simulation method of naval amphibious operational training system. The initial position of submarine forces on the enemy is generated automatically, and the attacking distance model of torpedoes is established based on the kinematics theory, which is more flexible and reasonable to judge the launch condition compared to traditional method. The two kinds of confrontation behavior models on the enemy submarine are created to depict its tactical action from the defensive to the offensive as well as the contrary, ensuring that operational style is simulated more comprehensively and properly. The existing motion trajectory estimation and collision detection algorithms on operational platforms are also improved to reduce the iteration error and further enhance the detection accuracy of target hit. 展开更多
关键词 combat training system military modeling and simulation striking distance model motion trajectory estimation collision detection
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Training, simulation, restoration expert system for power grid
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作者 LUO An,CHEN Qian (College of Information Engineering, Central South University, Changsha 410083, China) 《Journal of Central South University of Technology》 2001年第1期69-73,共5页
The paper introduces some technology for training, simulation, restoration expert system of power grid, the structure of the system including function composition, hardware and software composition are discussed, know... The paper introduces some technology for training, simulation, restoration expert system of power grid, the structure of the system including function composition, hardware and software composition are discussed, knowledge representation and the method to establish device graphical library for expert system are given, the fault setting and diagnosis for training and simulation as well as restoration technology with deep first searching arithmetic and heuristic inference are presented. The research provides a good base for developing the training, simulation, restoration system of power companies. 展开更多
关键词 training SIMULATION RESTORATION expert system power grid
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Reconstruction of Tropical Coast Landscape Architecture Talent Training System and Practices
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作者 XIA Chunhua DENG Wan +1 位作者 LIU Fudongbiao JIANG Yanji 《Journal of Landscape Research》 2017年第1期94-96,100,共4页
On the basis of successful domestic and foreign cases in landscape architecture teaching as well as characteristics of landscape architecture major in Guangdong Ocean University,this paper is to enhance the teaching c... On the basis of successful domestic and foreign cases in landscape architecture teaching as well as characteristics of landscape architecture major in Guangdong Ocean University,this paper is to enhance the teaching characteristics of coast-landscape design,reconstruct the training system of landscape designers,optimize and improve teaching quality in practices. 展开更多
关键词 Landscape architecture training system Reconstruction and practice COAST
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Effect of Endurance Training on the Autonomic Nervous System Function of Young Male
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作者 Kaixin Tian Jun Qin +4 位作者 Lan Huang Min Long Shiyong Yu Yang Yu Jian Wu 《International Journal of Clinical Medicine》 2014年第19期1189-1199,共11页
In this study, healthy young males were randomized into groups with moderate intensity training (n = 24), high intensity training (n = 24) and utmost intensity training (n = 24). At the end of 8-week training period, ... In this study, healthy young males were randomized into groups with moderate intensity training (n = 24), high intensity training (n = 24) and utmost intensity training (n = 24). At the end of 8-week training period, HRV measurements demonstrated a marked increase of RMSSD (P = 0.003), PNN50 (P = 0.002), HF (P = 0.002), SDNN (P = 0.002) and LF (P = 0.003) in the moderate intensity group and a decreasing tendency in LFn and LF/HF;however, in the utmost intensity group HFn (P = 0.012) decreased prominently while its LF (P = 0.032), LFn (P = 0.039) and LF/HF (P = 0.015) increased significantly. Nevertheless marked changes were not found in the above indexes of the high intensity group. While resting HR of the three groups declined significantly at the end of 8 weeks (P was 0.001, 0.0001 and 0.001 respectively);RMSSD, PNN50, HF, LF and SDNN were significantly higher in the moderate intensity group than in the other two groups (P P = 0.012) was significantly lower but its LFn and LF/HF were markedly higher (P was 0.025 and 0.015 respectively);LF/HF of both the high and utmost intensity group was significantly higher (P was 0.033 and 0.037 respectively). Despite a significant reduction of plasma NE in all the three groups at the end of 8-week training period (P was 0.016, 0, 0.031 respectively), plasma NE level of moderate and high intensity group was much lower than that of the utmost intensity group (P was 0.001, 0 respectively). Utmost and moderate endurance training results in altered sympathetic and parasympathetic balance towards sympathetic dominance and parasympathetic dominance respectively;whereas high intensity endurance training almost has no effect on ANS function. CPT and HUTT reveal the potential danger posed by utmost intensity endurance training. 展开更多
关键词 ENDURANCE training INTENSITIES AUTONOMIC Nervous system FUNCTION
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Study on Discipline System of Talent Training in Marine Cultural Industry Based on Collaborative Innovation of Governments,Enterprises,Colleges,Scientific Institutions and Users
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作者 Wang Bingbing Qu Qunzhen 《Meteorological and Environmental Research》 CAS 2018年第5期33-36,共4页
Related concepts were introduced firstly,and then some problems in the discipline system of talent training in marine cultural industry were analyzed. From the perspective of collaborative innovation of governments,en... Related concepts were introduced firstly,and then some problems in the discipline system of talent training in marine cultural industry were analyzed. From the perspective of collaborative innovation of governments,enterprises,colleges,scientific institutions and users,some strategies for solving the problems were proposed to promote the improvement of discipline system of talent training in marine cultural industry. 展开更多
关键词 MARINE culture MARINE cultural industry TALENT training DISCIPLINE system
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The Brazilian public healthcare system and its participation in medical training
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作者 Patricia Alves de Souza Marco Aurélio Da Ros Angélica Maria Bicudo Zeferino 《Health》 2012年第8期500-505,共6页
Introduction: In Brazil, in a joint initiative of the Ministries of Health and of Education and Culture, the Program for the Promotion of Changes in Medical School Curricula (PROMED) was created, in order to give fina... Introduction: In Brazil, in a joint initiative of the Ministries of Health and of Education and Culture, the Program for the Promotion of Changes in Medical School Curricula (PROMED) was created, in order to give financial support to medical schools for the development and implementation of curricular changes to the medicine courses. Objective: To ascertain the influence of PROMED on the interaction between the Brazilian public healthcare system (SUS) and the universities. Method: Using the qualitative method by way of content analysis of the Bardin, interviews with 19 coordinators of the medicine courses which received financial support from PROMED were carried out and analyzed. Results: Subcategories which express the current relation between SUS and the universities were found: the need to train SUS professionals and the teaching staff involved, the lines of research directed toward SUS and partnership relations as part of the student learning process, the strengthening of SUS and the internal problems. Conclusions: Observing the needs of the relationship between SUS and the curricular changes it was noted that the public health services are of extreme importance as part of the training process of the medical student. Besides favoring practice, it establishes student activities within the health services, the evaluation of the policies, planning and management of the health services in activities of training and social communication in healthcare, linked to community organizations or diverse social entities. Thus, problems associated with the healthcare service can be identified, as well as the health conditions and life style of the population. 展开更多
关键词 Curricular CHANGES MEDICAL training BRAZILIAN Healthcare system (SUS) PROMED
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