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A 5G Virtualized RAN Based on NO Stack 被引量:2
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作者 Jie Zeng Xin Su +2 位作者 Jinjin Gong Liping Rong Jing Wang 《China Communications》 SCIE CSCD 2017年第6期199-208,共10页
The virtualized radio access network(v RAN) could implement virtualized baseband functions on general-purpose platforms and expand the processing capacity of the radio access network(RAN) significantly.In this paper,a... The virtualized radio access network(v RAN) could implement virtualized baseband functions on general-purpose platforms and expand the processing capacity of the radio access network(RAN) significantly.In this paper,a Not Only Stack(NO Stack) based vR AN is proposed to be employed in the fifth generation(5G) mobile communication system.It adopts advanced virtualization technologies to maintain flexible and sustainable.The baseband processing and storage resources should be sliced and orchestrated agilely to support multi radio access technology(multiRAT) .Also it is analyzed and demonstrated by different use cases to validate the benefits.The proposed v RAN reduces signaling overheads and service response time in the bearer establishment procedure.Concluded from the analyses and demonstrations,the NO Stack based v RAN could support multi-RAT convergence and flexible networking effectively. 展开更多
关键词 NO Stack virtualized radio access network radio access network slice network virtualization
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Availability Importance Measures for Virtualized System with Live Migration 被引量:1
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作者 Junjun Zheng Hiroyuki Okamura Tadashi Dohi 《Applied Mathematics》 2015年第2期359-372,共14页
This paper presents component importance analysis for virtualized system with live migration. The component importance analysis is significant to determine the system design of virtualized system from availability and... This paper presents component importance analysis for virtualized system with live migration. The component importance analysis is significant to determine the system design of virtualized system from availability and cost points of view. This paper discusses the importance of components with respect to system availability. Specifically, we introduce two different component importance analyses for hybrid model (fault trees and continuous-time Markov chains) and continuous-time Markov chains, and show the analysis for existing probabilistic models for virtualized system. In numerical examples, we illustrate the quantitative component importance analysis for virtualized system with live migration. 展开更多
关键词 virtualized SYSTEM LIVE Migration SYSTEM AVAILABILITY Component IMPORTANCE Analysis Fault Tree CONTINUOUS-TIME MARKOV Chain
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Switching Delay Aware Computing Resource Allocation in Virtualized Base Station
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作者 Mingjin Gao He(Henry) Chen +2 位作者 Yonghui Li Yiqing Zhou Jinglin Shi 《China Communications》 SCIE CSCD 2016年第11期226-233,共8页
In centralized cellular network architecture,the concept of virtualized Base Station(VBS) becomes attracting since it enables all base stations(BSs) to share computing resources in a dynamic manner. This can significa... In centralized cellular network architecture,the concept of virtualized Base Station(VBS) becomes attracting since it enables all base stations(BSs) to share computing resources in a dynamic manner. This can significantly improve the utilization efficiency of computing resources. In this paper,we study the computing resource allocation strategy for one VBS by considering the non-negligible effect of delay introduced by switches. Specifically,we formulate the VBS's sum computing rate maximization as a set optimization problem. To address this problem,we firstly propose a computing resource schedule algorithm,namely,weight before one-step-greedy(WBOSG),which has linear computation complexity and considerable performance. Then,OSG retreat(OSG-R) algorithm is developed to further improve the system performance at the expense of computational complexity. Simulation results under practical setting are provided to validate the proposed two algorithms. 展开更多
关键词 virtualized base station parallel computing computing resource allocation C-RAN
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The Trade-Off Between Performance and Security of Virtualized Trusted Execution Environment on Android
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作者 Thien-Phuc Doan Ngoc-Tu Chau +1 位作者 Jungsoo Park Souhwan Jung 《Computer Systems Science & Engineering》 SCIE EI 2023年第9期3059-3073,共15页
Nowadays,with the significant growth of the mobile market,security issues on the Android Operation System have also become an urgent matter.Trusted execution environment(TEE)technologies are considered an option for s... Nowadays,with the significant growth of the mobile market,security issues on the Android Operation System have also become an urgent matter.Trusted execution environment(TEE)technologies are considered an option for satisfying the inviolable property by taking advantage of hardware security.However,for Android,TEE technologies still contain restrictions and limitations.The first issue is that non-original equipment manufacturer developers have limited access to the functionality of hardware-based TEE.Another issue of hardware-based TEE is the cross-platform problem.Since every mobile device supports different TEE vendors,it becomes an obstacle for developers to migrate their trusted applications to other Android devices.A software-based TEE solution is a potential approach that allows developers to customize,package and deliver the product efficiently.Motivated by that idea,this paper introduces a VTEE model,a software-based TEE solution,on Android devices.This research contributes to the analysis of the feasibility of using a virtualized TEE on Android devices by considering two metrics:computing performance and security.The experiment shows that the VTEE model can host other software-based TEE services and deliver various cryptography TEE functions on theAndroid environment.The security evaluation shows that adding the VTEE model to the existing Android does not addmore security issues to the traditional design.Overall,this paper shows applicable solutions to adjust the balance between computing performance and security. 展开更多
关键词 Mobile security trusted execution model virtualized trusted execution environment HYPERVISOR
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Scalable group management in large-scale virtualized clusters
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作者 Zhou Wei Wang Lei +2 位作者 Meng Dan Yuan Lin Zhan Jianfeng 《High Technology Letters》 EI CAS 2011年第3期263-271,共9页
To save cost, more and more users choose provision resources at the granularity of virtual machines in cluster systems, especially data centres. Maintaining a consistent member view is the foundation of reliable clust... To save cost, more and more users choose provision resources at the granularity of virtual machines in cluster systems, especially data centres. Maintaining a consistent member view is the foundation of reliable cluster managements, and it also raises several challenge issues for large scale cluster systems deployed with virtual machines (which we call virtualized clusters). In this paper, we introduce our experience in design and implementation of scalable member view management on large-scale virtual clusters. Our research contributions include three-aspects : 1 ) we propose a scalable and reliable management infrastructure that combines a peer-to-peer structure and a hierarchy structure to maintain a consistent member view in virtual clusters; 2 ) we present a light-weighted group membership algorithm that can reach the consistent member view within a single round of message exchange; 3 ) we design and implement a scalable membership service that can provide virtual machines and maintain a consistent member view in virtual clusters. Our work is verified on Dawning 5000A, which ranked No. 10 of Top 500 super computers in November, 2008. 展开更多
关键词 virtualized clusters consistent member view scalable group membership SGMS
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Security Challenges of Virtualization Hypervisors in Virtualized Hardware Environment 被引量:1
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作者 Gabriel Cephas Obasuyi Arif Sari 《International Journal of Communications, Network and System Sciences》 2015年第7期260-273,共14页
The concept of virtualization machines is not new, but it is increasing vastly and gaining popularity in the IT world. Hypervisors are also popular for security as a means of isolation. The virtualization of informati... The concept of virtualization machines is not new, but it is increasing vastly and gaining popularity in the IT world. Hypervisors are also popular for security as a means of isolation. The virtualization of information technology infrastructure creates the enablement of IT resources to be shared and used on several other devices and applications;this increases the growth of business needs. The environment created by virtualization is not restricted to any configuration physically or execution. The resources of a computer are shared logically. Hypervisors help in virtualization of hardware that is a software interact with the physical system, enabling or providing virtualized hardware environment to support multiple running operating system simultaneously utilizing one physical server. This paper explores the benefits, types and security issues of Virtualization Hypervisor in virtualized hardware environment. 展开更多
关键词 VIRTUALIZATION Hypervisors VIRTUAL MACHINE VIRTUAL MACHINE MONITOR SECURITY
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A Cloud-Based Virtualized Execution Environment for Mobile Applications 被引量:1
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作者 Shih-Hao Hung Chi-Sheng Shih +1 位作者 Jeng-Peng Shieh Chen-Pang Lee 《ZTE Communications》 2011年第1期15-21,共7页
Smartphones and cloud computing technologies have enabled the development of sophisticated mobile applications. Still, many of these applications do not perform well due to limited computation, data storage, network b... Smartphones and cloud computing technologies have enabled the development of sophisticated mobile applications. Still, many of these applications do not perform well due to limited computation, data storage, network bandwidth, and battery capacity in a mobile phone. While applications can be redesigned with client-server models to benefit from cloud services, users are no longer in full control of the application. This is also a serious concern. We propose an innovative framework for executing mobile applications in a virfualized cloud environment. With encryption and isolation, this environment is controlled by the user and protected against eavesdropping from cloud providers. We have developed efficient schemes for migrating applications and synchronizing data between execution environments. Performance and power issues within a virtualized execution environment are also addressed using power saving and scheduling techniques that enable automatic, seamless application migration. 展开更多
关键词 SMARTPHONE cloud computing mobile network VIRTUALIZATION collaborative computing ENERGY-SAVING SCHEDULING
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Virtualized Wireless SDNs:Modelling Delay Through the Use of Stochastic Network Calculus 被引量:1
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作者 Lianming Zhang Jia Liu Kun Yang 《ZTE Communications》 2014年第2期50-56,共7页
Software-defined networks (SDN) have attracted much attention recently because of their flexibility in terms of network management. Increasingly, SDN is being introduced into wireless networks to form wireless SDN. ... Software-defined networks (SDN) have attracted much attention recently because of their flexibility in terms of network management. Increasingly, SDN is being introduced into wireless networks to form wireless SDN. One enabling technology for wireless SDN is network virtualization, which logically divides one wireless network element, such as a base station, into multiple slices, and each slice serving as a standalone virtual BS. In this way, one physical mobile wireless network can be partitioned into multiple virtual networks in a software-defined manner. Wireless virtual networks comprising virtual base stations also need to provide QoS to mobile end-user services in the same context as their physical hosting networks. One key QoS parameter is delay. This paper presents a delay model for software-defined wireless virtual networks. Network calculus is used in the modelling. In particular, stochastic network calculus, which describes more realistic models than deterministic network calculus, is used. The model enables theoretical investigation of wireless SDN, which is largely dominated by either algorithms or prototype implementations. 展开更多
关键词 wireless software defined networks (SDN) wireless network virtualization QoS modelling upper bound delay stochastic networkcalculus
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Heuristic Scheduling Algorithms for Allocation of Virtualized Network and Computing Resources
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作者 Yichao Yang Yanbo Zhou +1 位作者 Zhili Sun Haitham Cruickshank 《Journal of Software Engineering and Applications》 2013年第1期1-13,共13页
Cloud computing technology facilitates computing-intensive applications by providing virtualized resources which can be dynamically provisioned. However, user’s requests are varied according to different applications... Cloud computing technology facilitates computing-intensive applications by providing virtualized resources which can be dynamically provisioned. However, user’s requests are varied according to different applications’ computation ability needs. These applications can be presented as meta-job of user’s demand. The total processing time of these jobs may need data transmission time over the Internet as well as the completed time of jobs to execute on the virtual machine must be taken into account. In this paper, we presented V-heuristics scheduling algorithm for allocation of virtualized network and computing resources under user’s constraint which applied into a service-oriented resource broker for jobs scheduling. This scheduling algorithm takes into account both data transmission time and computation time that related to virtualized network and virtual machine. The simulation results are compared with three different types of heuristic algorithms under conventional network or virtual network conditions such as MCT, Min-Min and Max-Min. e evaluate these algorithms within a simulated cloud environment via an abilenenetwork topology which is real physical core network topology. These experimental results show that V-heuristic scheduling algorithm achieved significant performance gain for a variety of applications in terms of load balance, Makespan, average resource utilization and total processing time. 展开更多
关键词 Cloud Computing Meta-Job Scheduling HEURISTIC Algorithm Load BALANCE NETWORK VIRTUALIZATION
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Analysis on the Computer-based Virtualized Educational Platform
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作者 Fang HE 《International Journal of Technology Management》 2013年第5期52-54,共3页
In this paper,under the premise of analyzing the necessities to carry out computer virtualized education in modem education and based on computer virtualized training's value embodied in education,the ways to real... In this paper,under the premise of analyzing the necessities to carry out computer virtualized education in modem education and based on computer virtualized training's value embodied in education,the ways to realize the educational value of computer virtualized training are elaborated.Computer virtualized training is of great significance to the diversity of education and the modernization development. 展开更多
关键词 VIRTUALIZATION the Realization of Educational Value
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Traffic Profiling and Secure Virtualized Data Handling of 5G Networks via MinIO Storage
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作者 Khawaja Tahir Mehmood Muhammad Majid Hussain 《Computers, Materials & Continua》 2025年第12期5643-5670,共28页
In the modern era of 5th generation(5G)networks,the data generated by User Equipments(UE)has increased significantly,with data file sizes varying from modest sensor logs to enormous multimedia files.In modern telecomm... In the modern era of 5th generation(5G)networks,the data generated by User Equipments(UE)has increased significantly,with data file sizes varying from modest sensor logs to enormous multimedia files.In modern telecommunications networks,the need for high-end security and efficient management of these large data files is a great challenge for network designers.The proposed model provides the efficient real-time virtual data storage of UE data files(light and heavy)using an object storage system MinIO having inbuilt Software Development Kits(SDKs)that are compatible with Amazon(S3)Application Program Interface(API)making operations like file uploading,and data retrieval extremely efficient as compared to legacy virtual storage system requiring low-level HTTP requests for data management.To provide integrity,authenticity,and confidentiality(integrity checking via an authentication tag)to the data files of UE,the encrypted algorithm 256-bit oriented-Advanced Encryption Standard(256-AES)in Galois/Counter Mode(GCM)is utilized in combination with MinIO.The AES-based MinIO signifies in more secure and faster approach than older models like Cipher Block Chaining(CBC).The performance of the proposed model is analyzed using the Iperf utility to perform the Teletraffic parametric(bandwidth,throughput,latency,and transmission delay)analysis for three different cases namely:(a)light UE traffic(uploading and retrieval)(b)heavy UE traffic(uploading and retrieval)and(c)comparison of Teletraffic parameters namely:bandwidth(Bava),throughput(Tput),data transfer(D_(Trans)),latency(L_(ms)),and transmission delay(TDelay)obtained from proposed method with legacy virtual storage methods.The results show that the suggested MinIO-based system outperforms conventional systems in terms of latency,encryption efficiency,and performance under varying data load conditions. 展开更多
关键词 User equipment(UE) virtual data storage software development kits(SDKs) MinIO latency bandwidth advanced encryption standard(AES-256-GCM)
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Discussion on the Construction of Power 3D Design Platform for Nested Virtualized Hybrid Cloud
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作者 Yi Liu Sheng Cao 《国际计算机前沿大会会议论文集》 2024年第1期145-162,共18页
This article addresses the challenges associatedwith three-dimensional(3D)design models in the power industry,such as substantial data volume and complex calculations.Traditional data exchange methods pose difficultie... This article addresses the challenges associatedwith three-dimensional(3D)design models in the power industry,such as substantial data volume and complex calculations.Traditional data exchange methods pose difficulties in coordinating design efforts among project participants,and current computing systems cannot meet the performance demands of 3D power design.To overcome these challenges,this study thoroughly evaluates both public and private clouds and ultimately selects a hybrid cloud infrastructure for a custom-built 3D design platform that addresses the specific needs of the power industry.Employing optimization algorithms for 3D design models,we reduce model size and implement automated synchronization of platform data through code.We also propose different levels of cloud services and identify the necessary functionalities to be fulfilled by each layer of the 3D design cloud platform.Nested virtualization technology is used to create cloud desktops with different hardware requirements.Ultimately,we successfully establish a comprehensive framework for a 3D design platform specifically tailored to power design enterprises. 展开更多
关键词 Cloud Computing Hybrid Cloud Nested virtualized Cloud Desktops 3D Design Platform
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Virtually Baer模
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作者 王永铎 陈玉华 《兰州理工大学学报》 北大核心 2025年第1期145-149,共5页
引入virtually Baer模的概念,举例说明virtually Baer模是Baer模的真推广,给出了在一定条件下virtually Baer模对直和项的封闭性,讨论了virtually Baer模与GSIP模、广义SSIP模之间的关系,由此给出了半单artinian环及右V-环新的刻画.
关键词 virtually Baer模 Baer模 GSIP模 半单artinian环 V-环
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VR技术在麻醉学研究生临床教学活动中的探索应用
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作者 李辉 王嘉欣 +2 位作者 苏恩博尔 铁植 都义日 《内蒙古医科大学学报》 2025年第S1期11-14,共4页
虚拟现实技术(virtual reality,VR)是一种可以创建和体验虚拟世界的计算机仿真系统,利用计算机生成一种模拟环境,可以让用户通过头戴式显示器、手柄、追踪器等硬件设备沉浸在其虚拟的三维环境中,体验到身临其境的感受[1]。随着计算机技... 虚拟现实技术(virtual reality,VR)是一种可以创建和体验虚拟世界的计算机仿真系统,利用计算机生成一种模拟环境,可以让用户通过头戴式显示器、手柄、追踪器等硬件设备沉浸在其虚拟的三维环境中,体验到身临其境的感受[1]。随着计算机技术和通信技术的发展,各种硬件设备及相关软件被开发出来,VR技术得到广泛应用。这其中主要包括教育领域,通过虚拟现实技术,学生可以身临其境地体验各种场景,比如历史事件、科学实验等,从而提高他们的学习兴趣和效果[2]。 展开更多
关键词 临床麻醉学 Virtual Reality技术 理论知识 临床技能
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Application of virtual reality technology improves the functionality of brain networks in individuals experiencing pain 被引量:3
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作者 Takahiko Nagamine 《World Journal of Clinical Cases》 SCIE 2025年第3期66-68,共3页
Medical procedures are inherently invasive and carry the risk of inducing pain to the mind and body.Recently,efforts have been made to alleviate the discomfort associated with invasive medical procedures through the u... Medical procedures are inherently invasive and carry the risk of inducing pain to the mind and body.Recently,efforts have been made to alleviate the discomfort associated with invasive medical procedures through the use of virtual reality(VR)technology.VR has been demonstrated to be an effective treatment for pain associated with medical procedures,as well as for chronic pain conditions for which no effective treatment has been established.The precise mechanism by which the diversion from reality facilitated by VR contributes to the diminution of pain and anxiety has yet to be elucidated.However,the provision of positive images through VR-based visual stimulation may enhance the functionality of brain networks.The salience network is diminished,while the default mode network is enhanced.Additionally,the medial prefrontal cortex may establish a stronger connection with the default mode network,which could result in a reduction of pain and anxiety.Further research into the potential of VR technology to alleviate pain could lead to a reduction in the number of individuals who overdose on painkillers and contribute to positive change in the medical field. 展开更多
关键词 Virtual reality PAIN ANXIETY Salience network Default mode network
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Psychological effects of virtual reality intervention on breast cancer patients with different personalities: A randomized controlled trial 被引量:4
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作者 Shanshan Wu Guodu Liu +9 位作者 Jie Yang Xinxin Xie Mei-E Wu Lili Wang Yanhui Zhang Jinmei Chen Xiaowei Wang Wanjiao Li Yihong Qiu Jie Chen 《International Journal of Nursing Sciences》 2025年第2期107-114,共8页
Objectives:To explore the efficacy and safety of virtual reality(VR)in relieving negative emotions in patients with breast cancer with different personalities.Methods:A randomized controlled trial was conducted.Betwee... Objectives:To explore the efficacy and safety of virtual reality(VR)in relieving negative emotions in patients with breast cancer with different personalities.Methods:A randomized controlled trial was conducted.Between April 2023 and October 2023,we enrolled patients with breast cancer treated in the Department of Breast Cancer and Oncology at Sun Yat-Sen Memorial Hospital,Sun Yat-Sen University,Guangdong Province.The patients were randomly divided into an intervention group(n=118)and a control group(n=119)using block randomization.The intervention group received the VR intervention 3-5 times over 5±2 weeks using natural landscapes with music or relaxation guidance,and the duration of each VR intervention was 15±3 min.The control group received routine nursing care,including disease education and psychological counseling.Patients were assessed using the Type D Scale,Positive and Negative Affect Scale,and Distress Thermometer,and adverse events during the intervention were recorded.Results:Overall,85 patients completed the study(44 in the intervention group and 41 in the control group).Patients with Type D personalities showed more negative emotions[25.0(21.5,27.5)vs.19.0(16.0,24.0),P=0.001]and distressed attitudes[4.0(2.0,5.0)vs.3.0(1.0,4.0),P=0.020]with fewer positive emotions(27.2±5.6 vs.31.0±5.9,P=0.014)than those with non-Type D personalities.Total population analysis revealed no significant differences between the groups.However,in the subgroup analysis,patients with Type D personalities in the intervention group showed greater relief from negative emotions than those in the control group[median difference,-5.0(-9.0,-2.5)vs.-2.0(-4.0,2.0),P=0.046].No significant differences were found between groups of patients with non-Type D personality traits.The proportion of adverse events was not significantly different between groups(P=0.110).Conclusions:Breast cancer patients with Type D personalities suffer more severe negative emotions and distress,and more attention should be paid to them.VR intervention significantly and safely reduced negative emotions in patients with Type D personalities. 展开更多
关键词 Breast neoplasms Rehabilitation research Randomized controlled trial Type D personality Virtual reality
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Improve Strategy for Transient Power Angle Stability Control of VSG Combining Frequency Difference Feedback and Virtual Impedance 被引量:2
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作者 Dianlang Wang Qi Yin +3 位作者 Haifeng Wang Jing Chen Hong Miao Yihan Chen 《Energy Engineering》 2025年第2期651-666,共16页
As the penetration rate of distributed energy increases,the transient power angle stability problem of the virtual synchronous generator(VSG)has gradually become prominent.In view of the situation that the grid impeda... As the penetration rate of distributed energy increases,the transient power angle stability problem of the virtual synchronous generator(VSG)has gradually become prominent.In view of the situation that the grid impedance ratio(R/X)is high and affects the transient power angle stability of VSG,this paper proposes a VSG transient power angle stability control strategy based on the combination of frequency difference feedback and virtual impedance.To improve the transient power angle stability of the VSG,a virtual impedance is adopted in the voltage loop to adjust the impedance ratio R/X;and the PI control feedback of the VSG frequency difference is introduced in the reactive powervoltage link of theVSGto enhance the damping effect.Thesecond-orderVSGdynamic nonlinearmodel considering the reactive power-voltage loop is established and the influence of different proportional integral(PI)control parameters on the system balance stability is analyzed.Moreover,the impact of the impedance ratio R/X on the transient power angle stability is presented using the equal area criterion.In the simulations,during the voltage dips with the reduction of R/X from 1.6 to 0.8,Δδ_(1)is reduced from 0.194 rad to 0.072 rad,Δf_(1)is reduced from 0.170 to 0.093 Hz,which shows better transient power angle stability.Simulation results verify that compared with traditional VSG,the proposedmethod can effectively improve the transient power angle stability of the system. 展开更多
关键词 Transient synchronous stability virtual synchronous generator impedance ratio
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Innovative exploration of phantom limb pain treatment based on extended reality technology 被引量:1
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作者 Di Gan Shi-Yuan Wang +6 位作者 Kun Liu Shi-Yu Zhang Hui Huang Jia-Hui Xing Chun-Hui Qin Kai-Yang Wang Tao Wang 《World Journal of Orthopedics》 2025年第6期37-46,共10页
Phantom limb pain(PLP)is not only a physical pain experience but also poses a significant challenge to mental health and quality of life.Currently,the mechanism of PLP treatment is still unclear,and there are many met... Phantom limb pain(PLP)is not only a physical pain experience but also poses a significant challenge to mental health and quality of life.Currently,the mechanism of PLP treatment is still unclear,and there are many methods with varying effects.This article starts with the application research of extended reality technology in PLP treatment,through describing the application of its branch technologies(virtual reality,augmented reality,and mixed reality technology),to lay the foundation for subsequent research,in the hope of finding advanced and effective treatment methods,and providing a basis for future product transformation. 展开更多
关键词 Phantom limb pain Extended reality Mixed reality Virtual reality Augmented reality
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Unveiling and swift diagnosing chronic wound healing with artificial intelligence assistance 被引量:1
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作者 Jiliang Deng Guoliang Shi +5 位作者 Zhihang Ye Quan Xiao Xiaoting Zhang Lei Ren Fangyu Yang Miao Wang 《Chinese Chemical Letters》 2025年第3期469-475,共7页
Histopathological analysis of chronic wounds is crucial for clinicians to accurately assess wound healing progress and detect potential malignancy.However,traditional pathological tissue sections require specific stai... Histopathological analysis of chronic wounds is crucial for clinicians to accurately assess wound healing progress and detect potential malignancy.However,traditional pathological tissue sections require specific staining procedures involving carcinogenic chemicals.This study proposes an interdisciplinary approach merging materials science,medicine,and artificial intelligence(AI)to develop a virtual staining technique and intelligent evaluation model based on deep learning for chronic wound tissue pathology.This innovation aims to enhance clinical diagnosis and treatment by offering personalized AI-driven therapeutic strategies.By establishing a mouse model of chronic wounds and using a series of hydrogel wound dressings,tissue pathology sections were periodically collected for manual staining and healing assessment.We focused on leveraging the pix2pix image translation framework within deep learning networks.Through CNN models implemented in Python using PyTorch,our study involves learning and feature extraction for region segmentation of pathological slides.Comparative analysis between virtual staining and manual staining results,along with healing diagnosis conclusions,aims to optimize AI models.Ultimately,this approach integrates new metrics such as image recognition,quantitative analysis,and digital diagnostics to formulate an intelligent wound assessment model,facilitating smart monitoring and personalized treatment of wounds.In blind evaluation by pathologists,minimal disparities were found between virtual and conventional histologically stained images of murine wound tissue.The evaluation used pathologists’average scores on real stained images as a benchmark.The scores for virtual stained images were 71.1%for cellular features,75.4%for tissue structures,and 77.8%for overall assessment.Metrics such as PSNR(20.265)and SSIM(0.634)demonstrated our algorithms’superior performance over existing networks.Eight pathological features such as epidermis,hair follicles,and granulation tissue can be accurately identified,and the images were found to be more faithful to the actual tissue feature distribution when compared to manually annotated data. 展开更多
关键词 Chronic wound Virtual pathological staining AI-assisted diagnostic and therapeutic Gel dressings
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Virtual reality based apps are the future of patient:Counseling
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作者 Ranjan K Behera Arvind K Morya +1 位作者 Parul C Gupta Arshi Singh 《World Journal of Clinical Cases》 SCIE 2025年第6期58-60,共3页
The use of virtual reality to educate preoperative patients has a positive impact on nurses as well as patients undergoing treatment.It can help improve patient satisfaction and improve favorable outcomes by reducing ... The use of virtual reality to educate preoperative patients has a positive impact on nurses as well as patients undergoing treatment.It can help improve patient satisfaction and improve favorable outcomes by reducing patient anxiety and proving adequate knowledge about the procedure and possible outcomes to the patient.It also reduces burden on nursing staff and counsellors.Larger and more diverse cohort studies will help us understand the wider application of this tool on the patient population.It may be difficult to apply this tool on elderly patients with failing eyesight,multiple physical comorbidities.Also,there may be reduced acceptance of this modality by older nursing staff and practitioners who may prefer the traditional verbal version for counselling.We will benefit from a combined approach of using virtual reality apps with tradition one-on-one counselling to help alleviate patient concerns and improve patient and healthcare professional satisfaction. 展开更多
关键词 NURSE PATIENT Virtual reality COUNSELLING Healthcare
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