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Bayes Estimation of Parameter for the Safety Component Failure Model of the Safe Arming System of Missile
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作者 陈放 高培旺 马晓青 《Journal of Beijing Institute of Technology》 EI CAS 2000年第3期283-286,共4页
A Bayesian method is used to evaluate the component safety failure model parameter of the safe arming system of an air faced missile in flight. It was proved that Bayes estimation of the model parameter is coinciden... A Bayesian method is used to evaluate the component safety failure model parameter of the safe arming system of an air faced missile in flight. It was proved that Bayes estimation of the model parameter is coincident with the physical explanation of the prior probability density distribution of the random parameter. 展开更多
关键词 safe arming system of air faced missile safety component Bayes estimation
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Establishment of Safety Guarantee System of Mountainous Tourism——A Case Study of High and Higher Mountains
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作者 岑乔 《Journal of Landscape Research》 2011年第6期30-33,共4页
After summarizing researches on domestic and foreign tourism safety,it was found that there were few research results on mountainous tourism safety,especially tourism safety and tourism safety guarantee system of high... After summarizing researches on domestic and foreign tourism safety,it was found that there were few research results on mountainous tourism safety,especially tourism safety and tourism safety guarantee system of high and higher mountains with high risk.The paper had concluded hidden dangers and sources of safe accidents of mountainous tourism,and studied tourism safety guarantee system of high and higher mountains.Furthermore,it proposed that tourism safety guarantee system was composed of tourism safety policies and regulations,tourism precaution,tourism safety control,tourism safety rescue and tourism insurance;and finally pointed out components of each factor. 展开更多
关键词 Mountainous TOURISM HIGH risk TOURISM safe accidents TOURISM security GUARANTEE system HIGH MOUNTAIN HIGHER MOUNTAIN
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Evaluation methods of man-machine-environment system for clean and safe production in phosphorus mines: A case study 被引量:6
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作者 DONG Long-jun ZHOU Ying +2 位作者 DENG Si-jia WANG Mei SUN Dao-yuan 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第12期3856-3870,共15页
Phosphorus is an essential element in agricultural production and chemical industry. However, since the risk of casualties and economic loss by mining accidents, the application of clean and safe production in phospho... Phosphorus is an essential element in agricultural production and chemical industry. However, since the risk of casualties and economic loss by mining accidents, the application of clean and safe production in phosphorus mines encounters great challenges. For this purpose, a man-machine-environment system composed of evaluation indexes was established, and the grading standards of indexes were defined. Firstly, the measurements of 39 qualitative indexes were obtained through the survey data. According to the measured values of 31 quantitative indexes, the measurements of quantitative indexes were calculated by linear measurement function(LM) and other three functions. Then the singleindex measurement evaluation matrixes were established. Secondly, the entropy weight method was used to determine the weights of each index directly. The analytic hierarchy process(AHP) was also applied to calculate the weights of index and index factor hierarchies after the established hierarchical model. The weights of system hierarchies were given by the grid-based fuzzy Borda method(GFB). The comprehensive weights were determined by the combination method of AHP and GFB(CAG). Furthermore, the multi-index comprehensive measurement evaluation vectors were obtained.Thirdly, the vectors were evaluated by the credible degree recognition(CDR) and the maximum membership(TMM)criteria. Based on the above functions, methods, and criteria, 16 combination evaluation methods were recommended.Finally, the clean and safe production grade of Kaiyang phosphate mine in China was evaluated. The results show that the LM-CAG-CDR is the most reasonable method, which can not only determine the clean and safe production grade of phosphorus mines, but also improve the development level of clean and safe mining of phosphorus mines for guidance.In addition, some beneficial suggestions and measures were also proposed to advance the clean and safe production grade of Kaiyang phosphorus mine. 展开更多
关键词 phosphorus mines clean and safe production man-machine-environment system unascertained measurement evaluation grid-based fuzzy borda method analytic hierarchy process
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Analyzing Effect of Demand Rate on Safety of Systems with Periodic Proof-tests 被引量:1
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作者 Manoj Kumar A.K.Verma A.Srividya 《International Journal of Automation and computing》 EI 2007年第4期335-341,共7页
Quantitative safety assessment of safety systems plays an important role in decision making at all stages of system lifecycle, i.e., design, deployment and phase out. Most safety assessment methods consider only syste... Quantitative safety assessment of safety systems plays an important role in decision making at all stages of system lifecycle, i.e., design, deployment and phase out. Most safety assessment methods consider only system parameters, such as configuration, hazard rate, coverage, repair rate, etc. along with periodic proof-tests (or inspection). Not considering demand rate will give a pessimistic safety estimate for an application with low demand rate such as nuclear power plants, chemical plants, etc. In this paper, a basic model of IEC 61508 is used. The basic model is extended to incorporate process demand and behavior of electronic- and/or computer-based system following diagnosis or proof-test. A new safety index, probability of failure on actual demand (PFAD) based on extended model and demand rate is proposed. Periodic proof-test makes the model semi-Markovian, so a piece-wise continuous time Markov chain (CTMC) based method is used to derive mean state probabilities of elementary or aggregated state. Method to determine probability of failure on demand (PFD) (IEC 61508) and PFAD based on these state probabilities are described. In example, safety indices of PFD and PFAD are compared. 展开更多
关键词 Probability of failure on demand fail safe Markov model continuous time Markov chain IEC 61508 diagnosis REPAIR proof-test DEMAND safety system.
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CONTROLLING EROSION OF SAFE BASIN IN NONLINEAR PARAMETRICALLY EXCITED SYSTEMS 被引量:6
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作者 徐鉴 陆启韶 黄克累 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1996年第3期281-288,共8页
This paper considers the dynamical behavior of a Duffing-Mathieu type system with a cubic single-well potential during the principal parametric resonance. Both the cases of constant and time-dependent excitation ampli... This paper considers the dynamical behavior of a Duffing-Mathieu type system with a cubic single-well potential during the principal parametric resonance. Both the cases of constant and time-dependent excitation amplitude are used to observe the variation of the extent and the rate of the erosion in safe basins. It is evident that the appearance of fractal basin boundaries heralds the onset of the losing of structural integrity. The minimum value of control parameter to prevent the basin from erosion is given along with the excitation amplitude varying. The results show the time-dependence of excitation amplitude can be used to control the extent and the rate of the erosion and delay the first occurrence of heteroclinic tangency. 展开更多
关键词 excited system safe-basin erosion nonlinear dynamics CONTROL FRACTAL
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Intelligent safe operation and maintenance of oil and gas production systems:Connotations and key technologies 被引量:2
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作者 Laibin Zhang Jinjiang Wang 《Natural Gas Industry B》 2023年第3期293-303,共11页
Oil and gas production systems have the characteristics of high operation and maintenance risk and great accident influence.With the deep integration of informationization and industrialization,the development directio... Oil and gas production systems have the characteristics of high operation and maintenance risk and great accident influence.With the deep integration of informationization and industrialization,the development direction and necessary choice of the oil and gas industry is to develop the oil and gas production system into the interconnected,multi-domain interactive cyber-physical intelligent system.In order to avoid or reduce the complex,diverse and potentially unknown safety risks in the process of oil and gas production,improve the safety and reliability of oil and gas production system and increase the production efficiency,this paper analyzes the safety problems occurring in the intelligentization process of oil and gas production system and constructs a system from the perspective of operation and maintenance based on key elements of intelligent safe operation and maintenance technology,combined with the typical production scenarios in the oil and gas production industry.And the following research results are obtained.First,the connotation of intelligent safe operation and maintenance technology is clarified,the key elements and existing problems and challenges of intelligent safe operation and maintenance technology are analyzed,and the“1-2-3-4-5-6”intelligent safe operation and maintenance technology system of oil and gas production system is constructed,which empowers six key technologies with key elements of oil and gas production to realize the essential safety of oil and gas production system.Second,the intelligent safe operation and maintenance technology actively promotes the application and implementation of condition monitoring,health management,risk assessment,intelligent early warning technologies in typical production scenarios such as drilling and extraction,storage and transportation,refining and chemical industry in up,middle and down streams of oil and gas production.Third,in view of the characteristics of oil and gas production system under digital transformation,it is proposed to develop the intelligent safe operation and maintenance technology with the functions of intelligent decision-making,active prevention and comprehensive safety in the future to help the safe construction in thefield of oil and gas production and promote the safe and healthy development of the oil and gas industry.In conclusion,the research on intelligent safe operation and maintenance technology system of oil and gas production system is conducive to the safe construction in thefield of oil and gas production,which will not only provide technical support for the realization of trouble-free oil and gas production system,but also provide reference for the intelligent development of the world oil and gas industry. 展开更多
关键词 Oil and gas production system safe operation and maintenance Intelligentization DIGITIZATION Dynamic perception Prevention in advance Whole process risk control
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Support Systems Designed for Older Drivers to Achieve Safe and Comfortable Driving 被引量:1
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作者 Anna Bjelkemyr Tania Dukic +2 位作者 Rachel Owens Torbjorn Falkmer Hoe C.Lee 《Journal of Transportation Technologies》 2013年第4期233-240,共8页
Background: The number of older people is increasing. Many of them expect to maintain a rich social life and to continue driving at an older age. Objective: The present study investigates the mechanisms behind self-re... Background: The number of older people is increasing. Many of them expect to maintain a rich social life and to continue driving at an older age. Objective: The present study investigates the mechanisms behind self-regulation and driving cessation in order to suggest development of support systems to prolong older drivers’ safe mobility. Method: Three focus groups were conducted with 19 older active drivers aged 65+ who were divided according to annual mileage driven. Results: A content analysis revealed broad self-regulatory behaviour as already reported in the literature, e.g., avoiding driving at rush hour and at night. The participants also reported difficulty in finding the way to their final destination and an increasing need to plan their travelling. Co-piloting was a behaviour applied by couples to cope with difficulties encountered in traffic. A large part of the discussion was focused on emerging feelings of stress, anxiety and fear when driving in recent years, a feeling induced by external factors e.g., other road users’ behaviour, traffic density or high speed. Apart from health problems, high levels of stress could explain driving cessation, especially for women. An increased feeling of safety and comfort could be achieved by an increased use of support systems specifically designed to respond to older drivers’ needs. Conclusion: Support systems for older drivers should increase comfort and decrease their stress levels. New systems, such as co-pilot function and more developed Global Positioning System (GPS) supporting of the entire travel from door to door, should be developed to respond to the market needs. 展开更多
关键词 Older Driver safe Mobility SELF-REGULATION Driver Cessation Support system
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Risk-Informed Model-Free Safe Control of Linear Parameter-Varying Systems
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作者 Babak Esmaeili Hamidreza Modares 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第9期1918-1932,共15页
This paper presents a risk-informed data-driven safe control design approach for a class of stochastic uncertain nonlinear discrete-time systems.The nonlinear system is modeled using linear parameter-varying(LPV)syste... This paper presents a risk-informed data-driven safe control design approach for a class of stochastic uncertain nonlinear discrete-time systems.The nonlinear system is modeled using linear parameter-varying(LPV)systems.A model-based probabilistic safe controller is first designed to guarantee probabilisticλ-contractivity(i.e.,stability and invariance)of the LPV system with respect to a given polyhedral safe set.To obviate the requirement of knowing the LPV system model and to bypass identifying its open-loop model,its closed-loop data-based representation is provided in terms of state and scheduling data as well as a decision variable.It is shown that the variance of the closedloop system,as well as the probability of safety satisfaction,depends on the decision variable and the noise covariance.A minimum-variance direct data-driven gain-scheduling safe control design approach is presented next by designing the decision variable such that all possible closed-loop system realizations satisfy safety with the highest confidence level.This minimum-variance approach is a control-oriented learning method since it minimizes the variance of the state of the closed-loop system with respect to the safe set,and thus minimizes the risk of safety violation.Unlike the certainty-equivalent approach that results in a risk-neutral control design,the minimum-variance method leads to a risk-averse control design.It is shown that the presented direct risk-averse learning approach requires weaker data richness conditions than existing indirect learning methods based on system identification and can lead to a lower risk of safety violation.Two simulation examples along with an experimental validation on an autonomous vehicle are provided to show the effectiveness of the presented approach. 展开更多
关键词 Data-driven control linear parameter-varying systems probabilistic control safe control
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Safety-Critical System Reliability Modeling and Their Analyses in Terms of Effects of Component Failure Modes 被引量:1
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作者 贾旭杰 崔利荣 高松 《Journal of Beijing Institute of Technology》 EI CAS 2009年第4期502-506,共5页
New models of safety-critical systems are built here. In these systems, when components fail, different defect states have different effects, hence need different ways to measure. In the models, there are two kinds of... New models of safety-critical systems are built here. In these systems, when components fail, different defect states have different effects, hence need different ways to measure. In the models, there are two kinds of failure modes of the components: one could be called failed-safe, and the other may be named failed- dangerous In practice, the so-called failed-dangerous components may lead a system to peril. However, failed-safe components will not. Reliability and safety issues are analyzed using Ion-Channel modeling theory to get count of repairs and time duration before the system becomes dangerous. In the closing section a numerical example is presented to illustrate the results obtained in the paper. 展开更多
关键词 safety-critical systems failed-safe failed-dangerous Markovian model ION-CHANNEL
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Morbi-Mortality Linked to Unsafe Abortions—Difficulties in Accessing Safe Abortions in Cameroon: Meta-Analysis and Systematic Review
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作者 Florent Ymele Fouelifack Mosman Anyimbi Ofeh +5 位作者 Jenny Ornella Manewoun Nsen Abeng Christophe Saha Lontsi Mvong Vendeline Amaelle Goretti Guy Sadeu Wafeu Robinson Enow Mbu 《Open Journal of Obstetrics and Gynecology》 CAS 2023年第2期342-359,共18页
Background: Unsafe abortions are one of the leading causes of maternal mortality, especially in developing countries. In Cameroon, the maternal mortality rate remains high, and the scarcity of data on abortions leads ... Background: Unsafe abortions are one of the leading causes of maternal mortality, especially in developing countries. In Cameroon, the maternal mortality rate remains high, and the scarcity of data on abortions leads to a lack of solid evidence to advocate on the extent of the abortions related complications. Our objective was to evaluate the unsafe abortions related complications, and to assess the difficulties of accessing safe abortions in our setting. Methods: We carried out a meta-analytic and systematic review in the biomedical databases MEDLINE (Pubmed), Google Scholar and African Journal Online concerning unsafe abortions and/or difficulties in accessing safe abortions in Cameroon. The keywords used for the search are seen in table I. Selection of studies was simultaneously done by two authors. Data were extracted through a form designed on Google Form. We used a random-effect model for proportion estimation, and The I<sup>2</sup> and Q statistics to assess the extent of heterogeneity. Results: A total of 430 studies were identified, from which 28 were included and analysed. About 5% (95% CI: 3 - 7) of unsafe abortions leads to death. The contribution of unsafe abortions in maternal deaths was 23% (95% CI: 20 - 27). The rate of severe bleeding and/or anemia were 40% (95% CI: 18 - 63) and the rate of infection was 17% (95% CI: 7 - 28), dominated by pelvic infections, pelviperitonitis, severe sepsis, and septic shock. Case reports described uterine perforations, uterine rupture during the following pregnancy. Abortion was performed in the practitioner’s or patient’s home in 41.4% of cases, in a health center in 35.1% of cases, in a private clinic in 21.2% of cases, drugs selling places and in traditional healer clinics. The restriction of abortion laws, the stigma surrounding abortion and its consequences at any level of the society, lead to the underreporting of unsafe abortions and a deep reluctance to advocate for safe abortion services. Conclusion: The strengthening of awareness campaigns for provider behavior change communication, family planning, the de-stigmatization of abortions, the training of health personnel in post-abortion care, a multidisciplinary and multicentric action would contribute to the reduction in morbidity and mortality due to abortions. 展开更多
关键词 Morbi-Mortality Unsafe DIFFICULTIES Access safe ABORTION Cameroon
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Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs 被引量:2
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作者 Jing SUN Guangtong XU +2 位作者 Zhu WANG Teng LONG Jingliang SUN 《Chinese Journal of Aeronautics》 2025年第1期537-550,共14页
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequent... Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming(SFC-SCP)to improve the computation efficiency and reliability of trajectory generation.SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization.A Sparse A^(*)Search(SAS)driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints.Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints,SFC can mitigate infeasibility of trajectory planning and reduce computation complexity.Then,SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity.In addition,a convex optimizer based on interior point method is customized,where the search direction is calculated via successive elimination to further improve efficiency.Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly.Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP.Besides,the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. 展开更多
关键词 Fixed-wing unmanned aerial vehicle Efficient trajectory planning safe flight corridor Sequential convex programming Customized convex optimizer
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Exploration on Safe and Benign Operation of Maintenance System in Small-scale Navigation Enterprises
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作者 ZHAZhengming 《外文科技期刊数据库(文摘版)工程技术》 2022年第4期127-132,共6页
The navigation enterprise has no fixed business, no stable customers, even no stable operation team, poor technical strength, poor profitability, poor economic strength, nonstandard management, etc., and there are gre... The navigation enterprise has no fixed business, no stable customers, even no stable operation team, poor technical strength, poor profitability, poor economic strength, nonstandard management, etc., and there are great risks in safe flight operation. For small-scale navigation enterprises, it is very important to ensure the safe and stable operation of aircraft, which is a core asset. How to ensure the safe and healthy operation of the maintenance system of small-scale navigation enterprises by means of management is the main research direction of this paper. Based on the idea of project management, this paper explores the safe and healthy operation of the maintenance system in small-scale navigation enterprises. 展开更多
关键词 small scale navigable enterprises maintenance system safe operation
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Discussion on the Importance of Aviation Electrical System to Safe Flight
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作者 WANGJun 《外文科技期刊数据库(文摘版)工程技术》 2022年第2期073-076,共4页
With the development of social economy and the acceleration of people's work and life rhythm, the rapid development of China's aviation industry has been strongly promoted. Air travel has become a convenient w... With the development of social economy and the acceleration of people's work and life rhythm, the rapid development of China's aviation industry has been strongly promoted. Air travel has become a convenient way for ordinary citizens to travel. In this case, people pay more attention to the safety of flight. As an important part of an airplane, the aviation electrical system carries many key missions in the flight and plays a very important role in the safe flight of the airplane. The management of the aviation electrical system is an important part of the aviation safety management. Aviation safety is related to the safety of people's lives and property, as well as the development of the aviation industry. Based on this, starting from the basic concept of aviation safe flight, this paper gives an overview of aviation power system, analyzes the factors affecting the safety of aviation power system, and expounds the importance of aviation electrical system to safe flight, hoping to provide effective reference for relevant personnel, so as to better promote the development of China's aviation industry. 展开更多
关键词 aviation electrical system safe flight SIGNIFICANCE
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Constructing All-round Security System and Strengthening the Construction of Safe Campus
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作者 LIUKui 《外文科技期刊数据库(文摘版)教育科学》 2022年第7期022-026,共5页
Colleges and universities play an important role in society, and the premise of building a safe society is to build a safe campus. If we want to further strengthen the construction of a safe campus, we must build an a... Colleges and universities play an important role in society, and the premise of building a safe society is to build a safe campus. If we want to further strengthen the construction of a safe campus, we must build an all-round security system. This paper focuses on the impact of the changing internal and external environment of colleges and universities and the complex forms of public security around them on the campus safety management. Based on the premise of "overall national security concept" and according to the specific conditions of the campus, it further explores how to build an all-round safety management system, and the ways to solve the security problems of colleges and universities, so as to build a safe campus. 展开更多
关键词 safety system safe campus safety education management in colleges and universities
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A Low-Collision and Efficient Grasping Method for Manipulator Based on Safe Reinforcement Learning
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作者 Qinglei Zhang Bai Hu +2 位作者 Jiyun Qin Jianguo Duan Ying Zhou 《Computers, Materials & Continua》 2025年第4期1257-1273,共17页
Grasping is one of the most fundamental operations in modern robotics applications.While deep rein-forcement learning(DRL)has demonstrated strong potential in robotics,there is too much emphasis on maximizing the cumu... Grasping is one of the most fundamental operations in modern robotics applications.While deep rein-forcement learning(DRL)has demonstrated strong potential in robotics,there is too much emphasis on maximizing the cumulative reward in executing tasks,and the potential safety risks are often ignored.In this paper,an optimization method based on safe reinforcement learning(Safe RL)is proposed to address the robotic grasping problem under safety constraints.Specifically,considering the obstacle avoidance constraints of the system,the grasping problem of the manipulator is modeled as a Constrained Markov Decision Process(CMDP).The Lagrange multiplier and a dynamic weighted mechanism are introduced into the Proximal Policy Optimization(PPO)framework,leading to the development of the dynamic weighted Lagrange PPO(DWL-PPO)algorithm.The behavior of violating safety constraints is punished while the policy is optimized in this proposed method.In addition,the orientation control of the end-effector is included in the reward function,and a compound reward function adapted to changes in pose is designed.Ultimately,the efficacy and advantages of the suggested method are proved by extensive training and testing in the Pybullet simulator.The results of grasping experiments reveal that the recommended approach provides superior safety and efficiency compared with other advanced RL methods and achieves a good trade-off between model learning and risk aversion. 展开更多
关键词 safe reinforcement learning(safe RL) manipulator grasping obstacle avoidance constraints lagrange multiplier dynamic weighted
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Application Value of Bundle Management in Safe Nursing Care for Patients with Autoimmune Encephalitis
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作者 Ying Cui 《Journal of Clinical and Nursing Research》 2025年第4期149-154,共6页
Objective:To explore the application effect of bundle management in the safe nursing of patients with autoimmune encephalitis.Methods:Seventy-five patients with autoimmune encephalitis who met the inclusion criteria i... Objective:To explore the application effect of bundle management in the safe nursing of patients with autoimmune encephalitis.Methods:Seventy-five patients with autoimmune encephalitis who met the inclusion criteria in our hospital from January 2024 to June 2024 were randomly divided into two groups:an observation group of 39 patients and a control group of 36 patients.The control group received routine nursing care,while the observation group implemented a bundle management strategy based on routine nursing care.Safety nursing outcomes,clinical symptom improvement time,hospital stay,and neurologic function recovery were observed in both groups.Results:The incidence of adverse events in the observation group was 12.82%,significantly lower than the 33.33%in the control group,with a statistically significant difference(P<0.05).There was no statistically significant difference in restraint usage and ICU transfer rates between the two groups(P>0.05).The clinical symptom improvement time,hospital stay,and neurologic function recovery in the observation group were significantly better than those in the control group,with a statistically significant difference(P<0.05).Conclusion:Through the bundle management model,effective connections can be ensured in various aspects of treatment and rehabilitation for patients with autoimmune encephalitis,providing patients with comprehensive and multi-level nursing services and improving their overall satisfaction and treatment effectiveness. 展开更多
关键词 Bundle management Autoimmune Encephalitis safe nursing Clinical effect
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An Active Safe Semi-Supervised Fuzzy Clustering with Pairwise Constraints Based on Cluster Boundary
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作者 Duong Tien Dung Ha Hai Nam +1 位作者 Nguyen Long Giang Luong Thi Hong Lan 《Computers, Materials & Continua》 2025年第12期5625-5642,共18页
Semi-supervised clustering techniques attempt to improve clustering accuracy by utilizing a limited number of labeled data for guidance.This method effectively integrates prior knowledge using pre-labeled data.While s... Semi-supervised clustering techniques attempt to improve clustering accuracy by utilizing a limited number of labeled data for guidance.This method effectively integrates prior knowledge using pre-labeled data.While semi-supervised fuzzy clustering(SSFC)methods leverage limited labeled data to enhance accuracy,they remain highly susceptible to inappropriate or mislabeled prior knowledge,especially in noisy or overlapping datasets where cluster boundaries are ambiguous.To enhance the effectiveness of clustering algorithms,it is essential to leverage labeled data while ensuring the safety of the previous knowledge.Existing solutions,such as the Trusted Safe Semi-Supervised Fuzzy Clustering Method(TS3FCM),struggle with random centroid initialization,fixed neighbor radius formulas,and handling outliers or noise at cluster overlaps.A new framework called Active Safe Semi-Supervised Fuzzy Clustering with Pairwise Constraints Based on Cluster Boundary(AS3FCPC)is proposed in this paper to deal with these problems.It does this by combining pairwise constraints and active learning.AS3FCPC uses active learning to query only the most informative data instances close to the cluster boundaries.It also uses pairwise constraints to enforce the cluster structure,which makes the system more accurate and robust.Extensive test results on diverse datasets,including challenging noisy and overlapping scenarios,demonstrate that AS3FCPC consistently achieves superior performance compared to state-of-the-art methods like TS3FCM and other baselines,especially when the data is noisy and overlaps.This significant improvement underscores AS3FCPC’s potential for reliable and accurate semisupervised fuzzy clustering in complex,real-world applications,particularly by effectively managing mislabeled data and ambiguous cluster boundaries. 展开更多
关键词 Active learning safe semi-supervised fuzzy clustering confidence weight boundary identification pairwise constraints
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Historical Safe Haven in Shanghai
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作者 LU JIAJUN 《China Today》 2025年第9期36-41,共6页
IN the Shanghai Jewish Refugees Museum,a beautiful handbag is waiting for its owner in a display cabinet.The handbag belongs to a Jewish couple.When they sought refuge in Shanghai during World War II,they pawned the h... IN the Shanghai Jewish Refugees Museum,a beautiful handbag is waiting for its owner in a display cabinet.The handbag belongs to a Jewish couple.When they sought refuge in Shanghai during World War II,they pawned the handbag to Jin Wenzhen’s grandfather in exchange for their child’s medical expenses.He lent the couple the cash equivalent of one month’s revenue from his rice shop,but then never saw them again. 展开更多
关键词 rice shop Jewish refugees SHANGHAI historical safe haven pawned handbag medical expenses World War II
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Influence mechanism and calculation of the minimum safe thickness of waterproof rock mass in karst tunnels
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作者 AN Pengtao LI Maoxiang +1 位作者 ZHANG Wenjun LIU Xiong 《Journal of Mountain Science》 2025年第2期695-709,共15页
Due to the influence of karst cave development and route selection,the location relationship between concealed karst cave and tunnel is more random.In order to explore the influence rule of karst cave location on the ... Due to the influence of karst cave development and route selection,the location relationship between concealed karst cave and tunnel is more random.In order to explore the influence rule of karst cave location on the minimum safe thickness of water-proof rock mass,a simplified calculation model of water-proof rock mass thickness when the karst cave is located at any location around the tunnel is established,and the influence of multiple factors on the overall stability of water-proof rock mass is considered.Based on the cusp catastrophe theory,the analytical expressions for the safety thickness of waterproof rock mass are derived.Based on the finite difference principle,the analytical expressions of the safety thickness of water-proof rock mass are verified.In order to improve the application range of the analytical formula derived in this paper,the analytical formula is optimized based on the instability principle differences between the simplified calculation model and the elastic compressive bar.The research results show that the necessary condition solution is more applicable and much safer than the sufficient condition solution.Tectonic stress,rock beam length and karst cave water pressure are significantly positively correlated with the safe thickness of the waterproof rock mass.The calculated results of the semioptimized formula and the unoptimized formula are constant values,independent of the karst cave location.While the calculated results of the fully optimized formula are variable values,correlated with the karst cave location,the thickness of the waterproof rock mass gradually decreases as the karst cave location moves from the top of the tunnel to the bottom of the tunnel.The unoptimized formula does not consider the influence of the lateral force of the rock beam,and is not suitable for the working condition with large lateral force,the calculation results of the semi-optimized formula and the fully optimized formula are not very different and are biased to safety,so it can be given priority. 展开更多
关键词 Tunnel engineering Water inrush disaster safe thickness Waterproof rock mass Concealed karst cave
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Bye microplastics! Ocean-safe straws that break down naturally
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作者 Zhao Xinhua 《China Textile》 2025年第3期26-27,共2页
Against the backdrop of the global push for environmental protection and the reduction of plastic pollution,the research and development of alternatives to daily disposable plastic products such as straws have become ... Against the backdrop of the global push for environmental protection and the reduction of plastic pollution,the research and development of alternatives to daily disposable plastic products such as straws have become a hot topic in the environmental protection field.Traditional plastic straws are difficult to degrade,imposing a severe burden on the environment.Meanwhile,existing alternatives like paper straws and PLA(polylactic acid)straws also have numerous drawbacks. 展开更多
关键词 traditional plastic straws paper straws ocean safe straws plastic pollution alternatives disposable plastics microplastics natural breakdown environmental protection
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