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Energy Optimization for Autonomous Mobile Robot Path Planning Based on Deep Reinforcement Learning
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作者 Longfei Gao Weidong Wang Dieyun Ke 《Computers, Materials & Continua》 2026年第1期984-998,共15页
At present,energy consumption is one of the main bottlenecks in autonomous mobile robot development.To address the challenge of high energy consumption in path planning for autonomous mobile robots navigating unknown ... At present,energy consumption is one of the main bottlenecks in autonomous mobile robot development.To address the challenge of high energy consumption in path planning for autonomous mobile robots navigating unknown and complex environments,this paper proposes an Attention-Enhanced Dueling Deep Q-Network(ADDueling DQN),which integrates a multi-head attention mechanism and a prioritized experience replay strategy into a Dueling-DQN reinforcement learning framework.A multi-objective reward function,centered on energy efficiency,is designed to comprehensively consider path length,terrain slope,motion smoothness,and obstacle avoidance,enabling optimal low-energy trajectory generation in 3D space from the source.The incorporation of a multihead attention mechanism allows the model to dynamically focus on energy-critical state features—such as slope gradients and obstacle density—thereby significantly improving its ability to recognize and avoid energy-intensive paths.Additionally,the prioritized experience replay mechanism accelerates learning from key decision-making experiences,suppressing inefficient exploration and guiding the policy toward low-energy solutions more rapidly.The effectiveness of the proposed path planning algorithm is validated through simulation experiments conducted in multiple off-road scenarios.Results demonstrate that AD-Dueling DQN consistently achieves the lowest average energy consumption across all tested environments.Moreover,the proposed method exhibits faster convergence and greater training stability compared to baseline algorithms,highlighting its global optimization capability under energy-aware objectives in complex terrains.This study offers an efficient and scalable intelligent control strategy for the development of energy-conscious autonomous navigation systems. 展开更多
关键词 Autonomous mobile robot deep reinforcement learning energy optimization multi-attention mechanism prioritized experience replay dueling deep Q-Network
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SQL Server Mobile数据库的开发与设计 被引量:10
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作者 张晶 李心广 《计算机应用与软件》 CSCD 北大核心 2008年第8期48-50,共3页
SQL Server Mobile为移动设备和嵌入式设备提供了一个压缩的数据库解决方案。通过使用Microsoft VisualStudio工具,开发者可以将SQL Server的数据库管理能力扩展到移动设备上。介绍了在基于WINCE的移动设备上开发SQL Server Mobile数据... SQL Server Mobile为移动设备和嵌入式设备提供了一个压缩的数据库解决方案。通过使用Microsoft VisualStudio工具,开发者可以将SQL Server的数据库管理能力扩展到移动设备上。介绍了在基于WINCE的移动设备上开发SQL Server Mobile数据库的方法。并结合多媒体词典数据库的开发,详细分析了在系统开发中涉及的几项关键技术,对于嵌入式移动数据库的开发具有一定的参考价值。 展开更多
关键词 嵌入式移动数据库 SQL server mobile 数据同步 词典数据库
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基于SQL Server Mobile的移动物流系统设计与实现
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作者 徐宝磊 何先波 +3 位作者 鄢德英 李孝杰 范恩奎 李超 《西南民族大学学报(自然科学版)》 CAS 2009年第3期663-665,共3页
基于移动终端的物流管理系统具备信息实时更新、在线查询、物资实时订阅等功能.其核心是移动终端的数据库访问技术,系统中提出的移动物流方案采用微软SQL Server Mobile 2005数据库,利用合并复制、RDA(远程数据访问)等技术建立远程访问... 基于移动终端的物流管理系统具备信息实时更新、在线查询、物资实时订阅等功能.其核心是移动终端的数据库访问技术,系统中提出的移动物流方案采用微软SQL Server Mobile 2005数据库,利用合并复制、RDA(远程数据访问)等技术建立远程访问模型.采用Internet有线网络和GSM无线网络相结合,发挥移动终端的潜力,提高物流的实时性和管理人员的工作效率. 展开更多
关键词 SQL server mobile RDA 合并复制 物流管理
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基于SQL Server Mobile移动数据库的应用 被引量:4
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作者 田文武 《呼伦贝尔学院学报》 2007年第2期74-76,共3页
随着移动计算技术的发展,移动数据库已逐步走向应用,在嵌入式操作系统中移动数据库更显示出其优越性。本文分析了移动计算环境的几种模式、SQL Server Mobile移动数据库的体系结构,探讨了SQL Server Mobile移动数据库在应用中关键点,发... 随着移动计算技术的发展,移动数据库已逐步走向应用,在嵌入式操作系统中移动数据库更显示出其优越性。本文分析了移动计算环境的几种模式、SQL Server Mobile移动数据库的体系结构,探讨了SQL Server Mobile移动数据库在应用中关键点,发展现状及应用前景。 展开更多
关键词 移动数据库 SQL server mobile 体系结构
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基于GPRS和WAP 2.0的手机Mobile WebServer的实现 被引量:4
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作者 刘晖 安石 +1 位作者 周荣洁 冯博学 《通信技术》 2008年第10期91-93,共3页
文章介绍了WebServer在英飞凌公司的BP2手机平台的实现,以及GPRS和WAP2.0,详细描述了针对手机平台设计的Mobile WebServer的Socket模块功能及工作流程。简单介绍了其内存分配算法,并与传统算法进行比较。在最后阐述了Mobile WebServer... 文章介绍了WebServer在英飞凌公司的BP2手机平台的实现,以及GPRS和WAP2.0,详细描述了针对手机平台设计的Mobile WebServer的Socket模块功能及工作流程。简单介绍了其内存分配算法,并与传统算法进行比较。在最后阐述了Mobile WebServer在英飞凌平台移植的可行性,以及对于Mobile WebServer未来的展望。 展开更多
关键词 mobile WEBserver GPRS WAP 2.0 SOCKET APOXI
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融合Mobile Vit和倒置门控编解码的视网膜血管分割算法 被引量:1
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作者 梁礼明 阳渊 +2 位作者 朱晨锟 何安军 吴健 《北京航空航天大学学报》 北大核心 2025年第3期712-723,共12页
针对视网膜血管分割时存在背景噪声干扰、边界纹理模糊和微细血管提取难等问题,提出一种融合Mobile Vit和倒置门控编解码的视网膜血管分割算法(FMVG-Net)。改进Mobile Vit模块,在编码部分实现双联合特征提取;利用多谱注意力模块,从频域... 针对视网膜血管分割时存在背景噪声干扰、边界纹理模糊和微细血管提取难等问题,提出一种融合Mobile Vit和倒置门控编解码的视网膜血管分割算法(FMVG-Net)。改进Mobile Vit模块,在编码部分实现双联合特征提取;利用多谱注意力模块,从频域维度减少图像特征信息缺失,精确分割血管前景像素;提出特征自适应融合模块,建立血管纹理上下文依赖关系,提高血管分割灵敏度;优化编解码结构,设计倒置门控编解码模块,进一步捕获空间信息与深层语义信息,提高视网膜血管图像分割精度。在公共数据集DRIVE、STARE和CHASE_DB1上对所提算法进行实验,特异性分别为0.9863、0.9897和0.9873,准确度分别为0.9709、0.9754和0.9760,敏感度分别为0.8109、0.8010和0.8079。仿真实验证明,所提网络对视网膜血管分割具有较好的分割效果,为眼科疾病的诊断提供了新窗口。 展开更多
关键词 视网膜血管 mobile Vit模块 离散余弦变换 倒置门控编解码模块 特征自适应融合
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Robust Tracking Control for Self-balancing Mobile Robots Using Disturbance Observer 被引量:12
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作者 Mou Chen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第3期458-465,共8页
In this paper,a robust tracking control scheme based on nonlinear disturbance observer is developed for the self-balancing mobile robot with external unknown disturbances.A desired velocity control law is firstly desi... In this paper,a robust tracking control scheme based on nonlinear disturbance observer is developed for the self-balancing mobile robot with external unknown disturbances.A desired velocity control law is firstly designed using the Lyapunov analysis method and the arctan function.To improve the tracking control performance,a nonlinear disturbance observer is developed to estimate the unknown disturbance of the self-balancing mobile robot.Using the output of the designed disturbance observer,the robust tracking control scheme is presented employing the sliding mode method for the selfbalancing mobile robot.Numerical simulation results further demonstrate the effectiveness of the proposed robust tracking control scheme for the self-balancing mobile robot subject to external unknown disturbances. 展开更多
关键词 Disturbance observer robust tracking control self-balancing mobile robot sliding mode control(SMC)
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Modeling and Comprehensive Review of Signaling Storms in 3GPP-Based Mobile Broadband Networks:Causes,Solutions,and Countermeasures
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作者 Muhammad Qasim Khan Fazal Malik +1 位作者 Fahad Alturise Noor Rahman 《Computer Modeling in Engineering & Sciences》 SCIE EI 2025年第1期123-153,共31页
Control signaling is mandatory for the operation and management of all types of communication networks,including the Third Generation Partnership Project(3GPP)mobile broadband networks.However,they consume important a... Control signaling is mandatory for the operation and management of all types of communication networks,including the Third Generation Partnership Project(3GPP)mobile broadband networks.However,they consume important and scarce network resources such as bandwidth and processing power.There have been several reports of these control signaling turning into signaling storms halting network operations and causing the respective Telecom companies big financial losses.This paper draws its motivation from such real network disaster incidents attributed to signaling storms.In this paper,we present a thorough survey of the causes,of the signaling storm problems in 3GPP-based mobile broadband networks and discuss in detail their possible solutions and countermeasures.We provide relevant analytical models to help quantify the effect of the potential causes and benefits of their corresponding solutions.Another important contribution of this paper is the comparison of the possible causes and solutions/countermeasures,concerning their effect on several important network aspects such as architecture,additional signaling,fidelity,etc.,in the form of a table.This paper presents an update and an extension of our earlier conference publication.To our knowledge,no similar survey study exists on the subject. 展开更多
关键词 Signaling storm problems control signaling load analytical modeling 3GPP networks smart devices diameter signaling mobile broadband data access data traffic mobility management signaling network architecture 5G mobile communication
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Research on YOLO algorithm for lightweight PCB defect detection based on MobileViT 被引量:1
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作者 LIU Yuchen LIU Fuzheng JIANG Mingshun 《Optoelectronics Letters》 2025年第8期483-490,共8页
Current you only look once(YOLO)-based algorithm model is facing the challenge of overwhelming parameters and calculation complexity under the printed circuit board(PCB)defect detection application scenario.In order t... Current you only look once(YOLO)-based algorithm model is facing the challenge of overwhelming parameters and calculation complexity under the printed circuit board(PCB)defect detection application scenario.In order to solve this problem,we propose a new method,which combined the lightweight network mobile vision transformer(Mobile Vi T)with the convolutional block attention module(CBAM)mechanism and the new regression loss function.This method needed less computation resources,making it more suitable for embedded edge detection devices.Meanwhile,the new loss function improved the positioning accuracy of the bounding box and enhanced the robustness of the model.In addition,experiments on public datasets demonstrate that the improved model achieves an average accuracy of 87.9%across six typical defect detection tasks,while reducing computational costs by nearly 90%.It significantly reduces the model's computational requirements while maintaining accuracy,ensuring reliable performance for edge deployment. 展开更多
关键词 YOLO lightweight network mobile vision transformer mobile Lightweight Network convolutional block attention module cbam mechanism mobileViT CBAM PCB Defect Detection Regression Loss Function
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Observer-based multivariable fixed-time formation control of mobile robots 被引量:5
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作者 LI Yandong ZHU Ling and GUO Yuan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第2期403-414,共12页
This paper proposes a multivariable fixed-time leaderfollower formation control method for a group of nonholonomic mobile robots, which has the ability to estimate multiple uncertainties. Firstly, based on the state s... This paper proposes a multivariable fixed-time leaderfollower formation control method for a group of nonholonomic mobile robots, which has the ability to estimate multiple uncertainties. Firstly, based on the state space model of the leader-follower formation, a multivariable fixed-time formation kinematics controller is designed. Secondly, to overcome uncertainties existing in the nonholonomic mobile robot system, such as load change,friction, external disturbance, a multivariable fixed-time torque controller based on the fixed-time disturbance observer at the dynamic level is designed. The designed torque controller is cascaded with the formation controller and finally realizes accurate estimation of the uncertain part of the system, the follower tracking of reference velocity and the desired formation of the leader and the follower in a fixed-time. The fixed-time upper bound is completely determined by the controller parameters, which is independent of the initial state of the system. The multivariable fixed-time control theory and the Lyapunov method are adopted to ensure the system stability.Finally, the effectiveness of the proposed algorithm is verified by the experimental simulation. 展开更多
关键词 MULTIVARIABLE fixed-time CONTROL formation CONTROL uncertainty fixed time OBserver NONHOLONOMIC mobile robot
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SQL Server 2005 Mobile同步技术初探
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作者 杨雪婧 张志彪 《电脑知识与技术(过刊)》 2010年第7X期5413-5414,5416,共3页
介绍了SQL Server 2005 Mobile数据库及其应用,详细阐述了远程数据访问(RDA)和合并复制(Replication)数据库同步技术,探讨了两种技术的各自特点和结构体系,描述了两种数据同步技术的实现过程,最后对这两种同步技术的特点做了比较。
关键词 SQL server 2005 mobile 数据库同步 远程数据访问 合并复制
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Constructing Air-Interface Links for Mobile Communications:From{0,1}to[0,1] 被引量:1
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作者 Tao Jiang 《Engineering》 2025年第3期16-22,共7页
1.Introduction Mobile communications have catalyzed a new era of informa-tion technology revolution,significantly broadening and deepen-ing human-to-human,human-to-machine,and machine-to-machine connections.With their... 1.Introduction Mobile communications have catalyzed a new era of informa-tion technology revolution,significantly broadening and deepen-ing human-to-human,human-to-machine,and machine-to-machine connections.With their incredible speed of development and wide-reaching impact,mobile communications serve as the cornerstone of the Internet of Everything,profoundly reshaping human cognitive abilities and ways of thinking.Furthermore,mobile communications are altering the patterns of production and life,driving leaps in productivity quality,and strongly promot-ing innovation within human civilization. 展开更多
关键词 internet everything air interface links information technology revolution productivity quality mobile communications
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A survey on Ultra Wide Band based localization for mobile autonomous machines 被引量:1
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作者 Ning Xu Mingyang Guan Changyun Wen 《Journal of Automation and Intelligence》 2025年第2期82-97,共16页
The fast growth of mobile autonomous machines from traditional equipment to unmanned autonomous vehicles has fueled the demand for accurate and reliable localization solutions in diverse application domains.Ultra Wide... The fast growth of mobile autonomous machines from traditional equipment to unmanned autonomous vehicles has fueled the demand for accurate and reliable localization solutions in diverse application domains.Ultra Wide Band(UWB)technology has emerged as a promising candidate for addressing this need,offering high precision,immunity to multipath interference,and robust performance in challenging environments.In this comprehensive survey,we systematically explore UWB-based localization for mobile autonomous machines,spanning from fundamental principles to future trends.To the best of our knowledge,this review paper stands as the pioneer in systematically dissecting the algorithms of UWB-based localization for mobile autonomous machines,covering a spectrum from bottom-ranging schemes to advanced sensor fusion,error mitigation,and optimization techniques.By synthesizing existing knowledge,evaluating current methodologies,and highlighting future trends,this review aims to catalyze progress and innovation in the field,unlocking new opportunities for mobile autonomous machine applications across diverse industries and domains.Thus,it serves as a valuable resource for researchers,practitioners,and stakeholders interested in advancing the state-of-the-art UWB-based localization for mobile autonomous machines. 展开更多
关键词 Ultra Wide Band LOCALIZATION mobile autonomous machines Error mitigation Optimization Sensor fusion
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Mobile blue-light communication over a signal optical path using a time-division multiplexing scheme 被引量:1
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作者 Pengzhan Liu Linning Wang +6 位作者 Jiayao Zhou Xinijie Mo Yingze Liang Jiahao Gou Ziqian Qi Ziping Cao Yongjin Wang 《Journal of Semiconductors》 2025年第3期82-88,共7页
Multiple quantum well(MQW) Ⅲ-nitride diodes that can simultaneously emit and detect light feature an overlapping region between their electroluminescence and responsivity spectra, which allows them to be simultaneous... Multiple quantum well(MQW) Ⅲ-nitride diodes that can simultaneously emit and detect light feature an overlapping region between their electroluminescence and responsivity spectra, which allows them to be simultaneously used as both a transmitter and a receiver in a wireless light communication system. Here, we demonstrate a mobile light communication system using a time-division multiplexing(TDM) scheme to achieve bidirectional data transmission via the same optical channel.Two identical blue MQW diodes are defined by software as a transmitter or a receiver. To address the light alignment issue, an image identification module integrated with a gimbal stabilizer is used to automatically detect the locations of moving targets;thus, underwater audio communication is realized via a mobile blue-light TDM communication mode. This approach not only uses a single link but also integrates mobile nodes in a practical network. 展开更多
关键词 multiple quantum well diodes electroluminescence and responsivity spectra overlap mobile light communication system time-division multiplexing scheme
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Mobile Edge Computing Servers Deployment with Improved Genetic Algorithm in Cellular Internet of Things 被引量:1
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作者 Huan Zhang Junhui Zhao +1 位作者 Lihua Yang Ziyang Zhang 《China Communications》 SCIE CSCD 2023年第9期215-226,共12页
Mobile edge computing(MEC)provides services to devices and reduces latency in cellular internet of things(IoT)networks.However,the challenging problem is how to deploy MEC servers economically and efficiently.This pap... Mobile edge computing(MEC)provides services to devices and reduces latency in cellular internet of things(IoT)networks.However,the challenging problem is how to deploy MEC servers economically and efficiently.This paper investigates the deployment problem of MEC servers of the real-world road network by employing an improved genetic algorithm(GA)scheme.We first use the threshold-based K-means algorithm to form vehicle clusters according to their locations.We then select base stations(BSs)based on clustering center coordinates as the deployment locations set for potential MEC servers.We further select BSs using a combined simulated annealing(SA)algorithm and GA to minimize the deployment cost.The simulation results show that the improved GA deploys MEC servers effectively.In addition,the proposed algorithm outperforms GA and SA algorithms in terms of convergence speed and solution quality. 展开更多
关键词 deployment of MEC servers IoT im-proved GA COST
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Efficient Multi-User for Task Offloading and Server Allocation in Mobile Edge Computing Systems 被引量:1
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作者 Qiuming Liu Jing Li +3 位作者 Jianming Wei Ruoxuan Zhou Zheng Chai Shumin Liu 《China Communications》 SCIE CSCD 2022年第7期226-238,共13页
Mobile edge computing has emerged as a new paradigm to enhance computing capabilities by offloading complicated tasks to nearby cloud server.To conserve energy as well as maintain quality of service,low time complexit... Mobile edge computing has emerged as a new paradigm to enhance computing capabilities by offloading complicated tasks to nearby cloud server.To conserve energy as well as maintain quality of service,low time complexity algorithm is proposed to complete task offloading and server allocation.In this paper,a multi-user with multiple tasks and single server scenario is considered for small network,taking full account of factors including data size,bandwidth,channel state information.Furthermore,we consider a multi-server scenario for bigger network,where the influence of task priority is taken into consideration.To jointly minimize delay and energy cost,we propose a distributed unsupervised learning-based offloading framework for task offloading and server allocation.We exploit a memory pool to store input data and corresponding decisions as key-value pairs for model to learn to solve optimization problems.To further reduce time cost and achieve near-optimal performance,we use convolutional neural networks to process mass data based on fully connected networks.Numerical results show that the proposed algorithm performs better than other offloading schemes,which can generate near-optimal offloading decision timely. 展开更多
关键词 distributed unsupervised learning energy efficiency mobile edge computing task offloading
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Impact of a visual mobile terminal-based continuity of care model on caregiver competence of children with enterostomies
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作者 Ying Yu Xian-Qiang Wang +4 位作者 Gang Liu Lei Li Li-Na Chen Li-Juan Zhang Qiao Xia 《World Journal of Gastrointestinal Surgery》 2025年第3期131-138,共8页
BACKGROUND Children with critical acute abdominal conditions often undergo intestinal stoma surgery.AIM To explore the impact of a visual mobile terminal-based extended care model on caregiver competence for children ... BACKGROUND Children with critical acute abdominal conditions often undergo intestinal stoma surgery.AIM To explore the impact of a visual mobile terminal-based extended care model on caregiver competence for children with enterostomies.METHODS One hundred twenty children with enterostomies and their caregivers in a children's hospital in Beijing were divided into a control group and a study group.The control group(60 cases)received traditional telephone follow-up for continuity of care,while the study group(60 cases)used a visualization mobile terminal-based care model.The incidence of stoma-related complications,caregiver burden scale,and competence scores of children with stoma were compared between the two groups.RESULTS The primary caregiver burden score in the study group(37.22±3.17)was significantly lower than that in the control group(80.00±4.47),and the difference was statistically significant(P<0.05).Additionally,the caregiving ability score of the study group(172.08±3.49)was significantly higher than that of the control group(117.55±4.28;P<0.05).The total incidence of complications in the study group(11.7%,7/60)was significantly lower compared to the control group(33.3%,20/60;χ2=8.086,P=0.004).CONCLUSION The visual mobile terminal-based care model reduces caregiver burden,improves home care ability,lowers the incidence of complications and readmission rates,and supports successful second-stage reduction surgery for children with enterostomies. 展开更多
关键词 mobile terminal ENTEROSTOMY Continuity of care Caregiver burden Visual mobile terminal Caregiver competence Stoma care Caregiver competence
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Toward Mobile Satellite Internet:The Fundamental Limitation of Wireless Transmission and Enabling Technologies
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作者 Wenjin Wang Yiming Zhu +2 位作者 Yafei Wang Rui Ding Symeon Chatzinotas 《Engineering》 2025年第11期42-51,共10页
1.Introduction It has been almost 60 years since the launch of Intelsat-I,the world’s first commercial satellite communications system.Over the past few decades,the development of satellite communications has been dr... 1.Introduction It has been almost 60 years since the launch of Intelsat-I,the world’s first commercial satellite communications system.Over the past few decades,the development of satellite communications has been driven by both technological advancements and growing application demands,which have given rise to three primary services:broadcast,fixed satellite,and mobile satellite services[1]. 展开更多
关键词 technological advancements application demands mobile satellite internet broadcast services fixed satellite services satellite communications mobile satellite services wireless transmission
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Effectiveness of GIANESIA(guided imagery in Indonesian)mobile application for reducing anxiety in preoperative patients
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作者 Ina Martiana Achmad Sya’id Lenny Infil Sakinah 《Frontiers of Nursing》 2025年第4期519-525,共7页
Objective:The use of technology is growing rapidly.It can also be used in nursing interventions.A technology pack can support nursing interventions.An application called guided imagery in Indonesian(GIANESIA)has been ... Objective:The use of technology is growing rapidly.It can also be used in nursing interventions.A technology pack can support nursing interventions.An application called guided imagery in Indonesian(GIANESIA)has been developed to reduce anxiety in preoperative patients.Methods:A total of 42 participants joined this research.The respondents were those who would undergo surgery.We used the numeric visual analog anxiety scale(NVAAS)as the instrument to measure their anxiety levels.The participants were first given informed consent.Then,they open the application that has been installed.The process begins with participants choosing their initial anxiety score.Later,they start the therapy session,and immediately after finishing it,a pop-up bar prompts them to enter their final,posttherapy anxiety score.Results:This study shows the effectiveness of therapy given by GIANESIA in reducing anxiety in preoperative patients with p-value=0.000(a<0.05).Also,61.9%of the participants had decreased anxiety levels after therapy with GIANESIA.Conclusions:This study proves that providing therapy via a mobile application is effective in easing uncomfortable feelings,especially anxiety,in preoperative patients.Moving forward,the app can and should be expanded with new features and further developmental goals. 展开更多
关键词 ANXIETY application GIANESIA guided imagery mobile PREOPERATIVE
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Effectiveness of mobile health interventions on management of patients with hypertension:a systematic review of systematic reviews
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作者 Si-Si Wu Xue-Mei Tu +2 位作者 Gui-Qin Mou Chun-Hua Long Sha-Sha Li 《Frontiers of Nursing》 2025年第1期1-12,共12页
Objective:To systematically evaluate the effectiveness of mobile health(mHealth)interventions on self-management and blood pressure(BP)control in patients with hypertension and to provide recommendations for the clini... Objective:To systematically evaluate the effectiveness of mobile health(mHealth)interventions on self-management and blood pressure(BP)control in patients with hypertension and to provide recommendations for the clinic and future research.Methods:Databases including Embase,Cochrane Library,CINAHL,CNKI,SinoMed,Wanfang,and Weipu were searched to collect systematic reviews(SRs)and meta-analyses on mHealth interventions for hypertension management.Two researchers independently screened the articles and extracted data,and the Assessment of Multiple Systematic Reviews(AMSTAR 2)was used to evaluate the methodological quality of the included reviews.Results:A total of 11 SRs were included:1 review was rated as high quality,3 as low quality,and 7 as critically low quality.The mobile phone was the most common intervention type,followed by the internet.Seven reviews performed meta-analyses and showed that mHealth was associated with a significant reduction in systolic blood pressure(SBP),from 2.28 mmHg(95%CI-3.90 to-0.66;I^(2)=40%)to 14.77 mmHg(95%CI 11.76-17.77;I^(2)=89.7%),and diastolic blood pressure(DBP),from 1.50 mmHg(95%CI-2.20 to-0.08;I^(2)=62%)to 8.17 mmHg(95%CI 5.67-10.67;I^(2)=86%).Self-management behaviors included medication adherence(MA),diet,smoking,alcohol drinking,physical activity,and BP monitoring.There were inconsistent results on the effectiveness of mHealth interventions.Conclusions:mHealth interventions can improve BP control,MA,diet,and smoking in patients with hypertension,but the evidence for the efficacy of mHealth on physical activity and alcohol drinking improvement is limited.The methodological quality of existing SRs on the management of BP in patients with hypertension was relatively low,and more well-designed SRs or meta-analyses were needed to provide more evidence.mHealth interventions are useful for improving BP control of patients with hypertension. 展开更多
关键词 blood pressure HYPERTENSION mobile health SELF-MANAGEMENT SMARTPHONE systematic review
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