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Teaching Status and Teaching Reform Ideas of Physical Chemistry Experiments for Food Quality and Safety Major
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作者 Bo HOU Jing LIAO 《Agricultural Biotechnology》 2024年第3期45-47,54,共4页
Physical chemistry experiments are an important branch of chemical experiments.In view of problems and shortcomings in physical chemistry experiment teaching of food quality and safety major in Chengdu University,the ... Physical chemistry experiments are an important branch of chemical experiments.In view of problems and shortcomings in physical chemistry experiment teaching of food quality and safety major in Chengdu University,the teaching methods of physical chemistry experiment course of food quality and safety major were explored and practiced,aiming to arouse students enthusiasm for experiments and cultivate their ability of independent learning,comprehensive thinking and independent problem solving. 展开更多
关键词 Physical chemistry experiment Food quality SAFETY
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Assessment of Quality of Experience (QoE) of Web and Video Services over a Mobile Network Using a Network Emulator
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作者 Akpovi Ominike Jonah Joshua +1 位作者 Oludele Awodele Achimba Ogbonna 《Journal of Computer and Communications》 2020年第5期89-95,共7页
This paper investigates the subjective assessment of QoE of web and video services over a mobile network. To achieve this, the authors used the network emulator (NetEm) traffic control functionality to simulate the dy... This paper investigates the subjective assessment of QoE of web and video services over a mobile network. To achieve this, the authors used the network emulator (NetEm) traffic control functionality to simulate the dynamic behaviour of a mobile network. Experiments were conducted in a laboratory setting and test conditions were varied to ascertain the QoE, with a focus on QoE metrics such as delay and packet loss ratio. From the experiments conducted, it was observed that there was a negative correlation between delay and average mean opinion score (MOS), and between packet loss ratio and average MOS. The results obtained can be adopted by network operators to provide better services which would lead to improved subscriber base and profitability for the operators and better QoE for the end users. 展开更多
关键词 NETWORK EMULATOR DELAY PACKET LOSS Ratio (PLR) quality of experience (qoe)
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移动边缘网络中基于QoE的网络媒体流卸载算法
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作者 王再见 程浩 《通信学报》 EI CSCD 北大核心 2024年第2期201-212,共12页
针对移动边缘计算中新兴网络媒体流业务面临的高时延、高能耗、高带宽、低用户体验质量(QoE)等问题,提出一种基于QoE反馈配置卸载(QFCO)算法。首先,联合考虑预处理和优先级划分,从而最大化网络资源利用率,并为计算任务赋予不同的权重建... 针对移动边缘计算中新兴网络媒体流业务面临的高时延、高能耗、高带宽、低用户体验质量(QoE)等问题,提出一种基于QoE反馈配置卸载(QFCO)算法。首先,联合考虑预处理和优先级划分,从而最大化网络资源利用率,并为计算任务赋予不同的权重建立资源分配关系;然后,综合考虑截止时间、计算资源、功率和带宽等约束,以任务时延、能耗和精确度加权和为优化目标建立QoE模型,利用拉格朗日乘数法求解。仿真结果表明,相比深度增强学习在线卸载(DROO)算法,所提算法可有效实现资源的整体优化配置,更好地提升用户体验质量。 展开更多
关键词 移动边缘计算 用户体验质量 拉格朗日乘数法 网络媒体流 计算卸载
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An Evaluation Scale of Medical Services Quality Based on “Patients' Experience” 被引量:5
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作者 田常俊 田悦 张亮 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 2014年第2期289-297,共9页
An evaluation scale of medical services quality was developed on the basis of "patients' experience". The questionnaires were developed by, among others, searching relevant literature, col- lecting well-established... An evaluation scale of medical services quality was developed on the basis of "patients' experience". The questionnaires were developed by, among others, searching relevant literature, col- lecting well-established assessment scales, measuring patients' experience and satisfaction, brain-storming, literature analysis. Delphi method was adopted for expert consultation. Scale items were screened and revised. The key indexes were converted. Field surveys were conducted for testing the reliability and validity of the scale. Our modified evaluation scale for measuring medical services quality based on "patients' experience" included 6 dimensions (tangibility, reliability, responsiveness, assurance, empathy and continuity), and 50 items. The novel scale based on "patients' experience" may better serve the purpose of assessin~ medical services quality. 展开更多
关键词 patients' experience medical services quality evaluation SCALE
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Quality of experience based scheduling algorithm in LTE network with various traffics
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作者 吴志坤 费泽松 +2 位作者 王飞 巩世琪 李娜 《Journal of Beijing Institute of Technology》 EI CAS 2016年第4期547-552,共6页
Quality of experience ( QoE ) based scheduling algorithm of long term evalution ( LTE ) network with various traffics is studied. Utility functions are adopted to estimate mean opinion score (MOS) for different ... Quality of experience ( QoE ) based scheduling algorithm of long term evalution ( LTE ) network with various traffics is studied. Utility functions are adopted to estimate mean opinion score (MOS) for different traffics and a new MOS metric called normalized MOS is defined. A scheduling algorithm based on normalized MOS and greedy algorithm is proposed, aiming at maximizing the entirety MOS level of the whole users in the cell. We compare the performance of the proposed algorithm with other typical scheduling algorithms and the simulation results show that the algorithm pro- posed outperform other ones in term of QoE and fairness. 展开更多
关键词 quality of experience qoe long term evolution LTE multi-application schedu-ling mean opinion score (MOS) greedy algorithm
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QoE oriented intelligent online learning evaluation technology in B5G scenario
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作者 Mingzi Chen Xin Wei +1 位作者 Peizhong Xie Zhe Zhang 《Digital Communications and Networks》 SCIE CSCD 2024年第1期7-15,共9页
Students'demand for online learning has exploded during the post-COvID-19 pandemic era.However,due to their poor learning experience,students'dropout rate and learning performance of online learning are not al... Students'demand for online learning has exploded during the post-COvID-19 pandemic era.However,due to their poor learning experience,students'dropout rate and learning performance of online learning are not always satisfactory.The technical advantages of Beyond Fifth Generation(B5G)can guarantee a good multimedia Quality of Experience(QoE).As a special case of multimedia services,online learning takes into account both the usability of the service and the cognitive development of the users.Factors that affect the Quality of Online Learning Experience(OL-QoE)become more complicated.To get over this dilemma,we propose a systematic scheme by integrating big data,Machine Learning(ML)technologies,and educational psychology theory.Specifically,we first formulate a general definition of OL-QoE by data analysis and experimental verification.This formula considers both the subjective and objective factors(i.e.,video watching ratio and test scores)that most affect OLQoE.Then,we induce an extended layer to the classic Broad Learning System(BLS)to construct an Extended Broad Learning System(EBLS)for the students'OL-QoE prediction.Since the extended layer can increase the width of the BLS model and reduce the redundant nodes of BLS,the proposed EBLS can achieve a trade-off between the prediction accuracy and computation complexity.Finally,we provide a series of early intervention suggestions for different types of students according to their predicted OL-QoE values.Through timely interventions,their OL-QoE and learning performance can be improved.Experimental results verify the effectiveness oftheproposed scheme. 展开更多
关键词 B5G Online learning quality of experience
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Quality of Experience Effects in Video Delivery
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作者 CHEN Jinling XU Yiwen +2 位作者 LIU Yisang HUANG Huiwen ZHUANG Zhongwen 《ZTE Communications》 2019年第1期25-30,共6页
With the popularization of smartphones and high-speed networks, a larger number of users are getting used to watching videos online and have increasing requirements of video quality. Therefore, the video content deliv... With the popularization of smartphones and high-speed networks, a larger number of users are getting used to watching videos online and have increasing requirements of video quality. Therefore, the video content delivery has become a progressively challenging task, especially for ultra-high-definition(UHD) videos and heterogonous networks. Recently, quality of experience(QoE), which represents the true visual experience of users, has shown its advantages in management of video delivery and thus attracted increasing attention. In a video delivery system, the user QoE can be greatly influenced by numerous effects from video sources to display terminals. In this paper, we first investigate the significant differences between quality of service(QoS) and QoE. In addition, we summarize the end-to-end QoE effects in video delivery and present their classification based on the deployment. We also specifically analyze the impacts of different kinds of factors on QoE in video transmission systems. 展开更多
关键词 qoe QOS VIDEO delivery VIDEO quality
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Recommendations for Big Data in Online Video Quality of Experience Assessment
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作者 Ethan Court Kapilan Radhakrishnan +1 位作者 Kemi Ademoye Stephen Hole 《Journal of Computer and Communications》 2016年第5期24-31,共8页
Real-time video application usage is increasing rapidly. Hence, accurate and efficient assessment of video Quality of Experience (QoE) is a crucial concern for end-users and communication service providers. After cons... Real-time video application usage is increasing rapidly. Hence, accurate and efficient assessment of video Quality of Experience (QoE) is a crucial concern for end-users and communication service providers. After considering the relevant literature on QoS, QoE and characteristics of video trans-missions, this paper investigates the role of big data in video QoE assessment. The impact of QoS parameters on video QoE are established based on test-bed experiments. Essentially big data is employed as a method to establish a sensible mapping between network QoS parameters and the resulting video QoE. Ultimately, based on the outcome of experiments, recommendations/re- quirements are made for a Big Data-driven QoE model. 展开更多
关键词 quality of experience qoe Big Data ONLINE VIDEO TRAFFIC
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Quality of Experience in Internet of Things: A Systematic Literature Review
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作者 Rawan Sanyour Manal Abdullah Salha Abdullah 《Journal on Internet of Things》 2022年第4期263-282,共20页
With the rapid growth of the Internet of Things paradigm,a tremendous number of applications and services that require minimal or no human involvement have been developed to enhance the quality of everyday life in var... With the rapid growth of the Internet of Things paradigm,a tremendous number of applications and services that require minimal or no human involvement have been developed to enhance the quality of everyday life in various domains.In order to ensure that such services provide their functionalities with the expected quality,it is essential tomeasure and evaluate this quality,which can be in some cases a challenging task due to the lack of human intervention and feedback.Recently,the vast majority of the Quality of Experience QoE works mainly address the multimedia services.However,the introduction of Internet of Things IoT has brought a new level of complexity into the field of QoE evaluation.With the emerging of the new IoT technologies such as machine to machine communication and artificial intelligence,there is a crucial demand to utilize additional evaluation metrics alongside the traditional subjective and objective human factors and network quality factors.In this systematic review,a comprehensive survey of the QoE evaluation in IoT is presented.It reviews the existing quality of experience definitions,influencing factors,metrics,and models.The review is concluded by identifying the current gaps in the literature and suggested some future research directions accordingly. 展开更多
关键词 quality of experience qoe qoe in IoT quality of data QoD quality of service
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Influences of Network Delay on Quality of Experience for Soft Objects in Networked Real-Time Game with Haptic Sense
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作者 Mya Sithu Yutaka Ishibashi +1 位作者 Pingguo Huang Norishige Fukushima 《International Journal of Communications, Network and System Sciences》 2015年第11期440-445,共6页
In this paper, we investigate the influences of network delay on QoE (Quality of Experience) such as the operability of haptic interface device and the fairness between players for soft objects in a networked real-tim... In this paper, we investigate the influences of network delay on QoE (Quality of Experience) such as the operability of haptic interface device and the fairness between players for soft objects in a networked real-time game subjectively and objectively. We handle a networked balloon bursting game in which two players burst balloons (i.e., soft objects) in a 3D virtual space by using haptic interface devices, and the players compete for the number of burst balloons. As a result, we find that the operability depends on the network delay from the local terminal to the other terminal, and the fairness is mainly dependent on the difference in network delay between the players’ terminals. We confirm that there exists a trade-off relationship between the operability and the fairness. We also see that the contribution of the fairness is larger than that of the operability to the comprehensive quality (i.e., the weighted sum of the operability and fairness). Assessment results further show that the output timing of terminals should be adjusted to the terminal which has the latest output timing to maintain the fairness when the difference in network delay between the terminals is large. In this way, the comprehensive quality at each terminal can be maintained as high as possible. 展开更多
关键词 NETWORKED REAL-TIME GAME Virtual Environment Balloon BURSTING GAME HAPTIC Interface Devices Network Delay quality of experience OPERABILITY Fairness
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Heterogeneous Quality of Experience Guarantees Over Wireless Networks 被引量:1
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作者 Jianyu Wang Wenchi Cheng 《China Communications》 SCIE CSCD 2018年第10期51-59,共9页
Quality of experience(Qo E), which is very critical for the experience of users in wireless networks, has been extensively studied. However, due to different human perceptions, quantifying the effective capacity of wi... Quality of experience(Qo E), which is very critical for the experience of users in wireless networks, has been extensively studied. However, due to different human perceptions, quantifying the effective capacity of wireless network subject to diverse Qo E is very difficult, which leads to many new challenges regarding Qo E guarantees in wireless networks. In this paper, we formulate the Qo E guarantees model for cellular wireless networks. Based on the model, we convert the effective capacity maximization problem into the equivalent convex optimization problem. Then, we develop the optimal Qo E-driven power allocation scheme, which can maximize the effective capacity. The obtained simulation results verified our proposed power allocation scheme, showing that the effective capacity can be significantly increased compared with that of traditional Qo E guarantees based schemes. 展开更多
关键词 无线网络 质量 最大化问题 异构 功率分配 网络建模 基于模型 优化问题
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The Impacts of Lower Population Growth on the Quality of Life and Economic Development:China's Experience
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作者 Jiang Zhenghua & Zhang Lingguang 《China Population Today》 1994年第1期4-7,1,共5页
China is the most populous country in the world.The total Population on the mainland of China has in-creased from 540 million in 1949 to 1.18 billion by the end of 1993.China adopted a population policy by namc of&quo... China is the most populous country in the world.The total Population on the mainland of China has in-creased from 540 million in 1949 to 1.18 billion by the end of 1993.China adopted a population policy by namc of"controlling population growth and im-proving the quality of the human resources',which has been deeply rooted in the hearts of the Chinese pcoplc.The overw helming majority of the Chinese people have recognized the necessity for implementing the family planning programme not only for the sustained devel-opment of the country,but also for the benefits of their own familie cs. 展开更多
关键词 LOWER POPULATION ECONOMIC experience Growth IMPACTS LIFE China Development quality
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Progress in applying patient experience in nursing quality improvement
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作者 Cheng-Shuang Wang Mei-Zhen Zhao Tie-Ying Zeng 《Chinese Nursing Research》 CAS 2017年第1期1-4,共4页
Background: Improving and sustaining the quality of nursing care is an intractable and persistent challenge. The patient experience of nursing care can give a different perspective on nursing quality and help clinica... Background: Improving and sustaining the quality of nursing care is an intractable and persistent challenge. The patient experience of nursing care can give a different perspective on nursing quality and help clinical nursing staff to direct quality improvement. Attempts to identify what is patient experience,the relationship with nursing care, and the application of patient experience in nursing quality improvement practice, in order to provide advices for constructing the quality standards and quality improvement strategies of nursing care.Methods: We conducted a literature review of original research publications. The database platforms Pubmed, Web of Science, China National Knowledge Infrastructure(CNKI) and Wanfang were searched from inception until end of August 2015. After screening retrieved articles, 40 sources(articles and organizational websites) were selected for analysis for the connotation, development and application of patient experience in nursing quality researches.Results: Our study identified several concepts about patient experience, roughly sorted out the development path of patient experience in worldwide and the application of patient experience in nursing quality improvement. It points out four precautions when applying patient experience in nursing quality improvement, which are differentiating patient satisfaction and patient experience, choosing appropriate data collection method and appropriate feedback time, and the last but the most important, applying theories to actual clinical practice.Conclusions: Professional indexes are important to maintain the care quality, but it cannot fully reflect quality of nursing care, which needs patient experience as the supplement. Nursing staffs need to make more efforts to enhance patient's nursing care experience, and apply the research results to clinical practice, and finally make patient-centered care come true. For future study, the evaluation system and management strategies about patient experience need to be developed to guide nursing quality improvement. 展开更多
关键词 Patient experience Service quality quality improvement quality standards Precautions
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Expanding RH Choices and Quality of Care: The China Experience
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作者 Baochang Gu Ph.D. 《China Population Today》 2002年第4期6-9,共4页
关键词 IPPF Expanding RH Choices and quality of Care The China experience
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QoE-driven voice quality evaluation model of VoIP based on network simulation
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作者 费泽松 苑婷婷 +2 位作者 任雨樵 李文智 张剑寅 《Journal of Beijing Institute of Technology》 EI CAS 2016年第2期239-246,共8页
The quality of experience( QoE) evaluation model for voice over IP( VoI P) service is studied to analyze the impact of network parameters on voice quality and monitor voice quality in real-time for operators.First... The quality of experience( QoE) evaluation model for voice over IP( VoI P) service is studied to analyze the impact of network parameters on voice quality and monitor voice quality in real-time for operators.Firstly,the influence of some network parameters on the voice quality of VoI P is investigated. Then,a simulation platform for VoI P transmission is built to collect voice data under different network enviornments. According to the simulation results,a new mapping model between these arguments and VoI P voice quality is deduced. Finally,the accuracy of this voice quality evaluation model is examined and the results demanstrate that it has high reliability and feasibility. 展开更多
关键词 voice over IP (VoIP) quality of experience (qoe E-MODEL network delay networkjitter maximum play-out buffer voice quality
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Outpatient Experience of Human Caring Scale (OEHC-Scale): Improvement by Delphi Method 被引量:14
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作者 Chun-yan GUAN Yi-lan LIU +8 位作者 Hui HUANG Xia YANG Juan-juan XU Xin-qiao FU De-ying HU Cai-hong LU Zhi-guo ZHANG Juan XU Peng HAN 《Current Medical Science》 SCIE CAS 2018年第2期360-371,共12页
Based on the outpatient interview and literature review, the initial framework of the outpatient experience of human caring scale was formed with 9 dimensions of outpatient process. The research aim was to improve the... Based on the outpatient interview and literature review, the initial framework of the outpatient experience of human caring scale was formed with 9 dimensions of outpatient process. The research aim was to improve the scale by Delphi method. Sixteen experts in medical management, human caring or medical education were invited to evaluate the importance of the dimensions and items of the scale and provided some expertise via filling out the DeLphi consultation questionnaires twice in the consulting round. In the first round, the recovery rate showing the experts' positivity was 80%; the coefficient of reliability (Cr) ascertaining the authority of the evaluation was 0.92; the mean and full mark ratios responding the concentration of the evaluation were 2.88-4.94 and 6.25%-93.75% respectively; the coefficients of variation (CV) and the Kendall's W determining the concordance of the evaluation were 5.06%-52.15% and 0.21-0.24 respectively. In the second round, the recovery rate was 93.75%; the Cr was 0.93; the mean was 3.93-4.93; the full mark ratios were 26.67%-93.33%; the Kendall's W was 0.14- 0.31, the CV was 5.25%-23.61%. Via the two-round Delphi study, the scale that included 10 dimensions and 61 items has been improved. Ten dimensions are pre-hospital medical service, guidance, registration, waiting, diagnosis & treatment, paying, inspection & assay, medicine receiving, therapy/injection/transfusion and global evaluation. It was concluded that Chinese scholars have paid high attention to human caring and outpatient experience. The experts have given high agreements about the dimensions which were established with Chinese outpatient process. The dimensions are different from the similar researches about outpatient experience study. In the future, it is necessary to survey the outpatients to test the construct validity, internal consistency reliability and others of the scale to improve the scale. 展开更多
关键词 outpatient experience human caring Delphi method consensus methods quality measurement needs assessment
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Perceptual Quality Assessment of Omnidirectional Images:Subjective Experiment and Objective Model Evaluation
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作者 DUAN Huiyu ZHAI Guangtao +3 位作者 MIN Xiongkuo ZHU Yucheng FANG Yi YANG Xiaokang 《ZTE Communications》 2019年第1期38-47,共10页
Virtual reality(VR) environment can provide immersive experience to viewers.Under the VR environment, providing a good quality of experience is extremely important.Therefore, in this paper, we present an image quality... Virtual reality(VR) environment can provide immersive experience to viewers.Under the VR environment, providing a good quality of experience is extremely important.Therefore, in this paper, we present an image quality assessment(IQA) study on omnidirectional images. We first build an omnidirectional IQA(OIQA) database, including 16 source images with their corresponding 320 distorted images. We add four commonly encountered distortions. These distortions are JPEG compression, JPEG2000 compression, Gaussian blur, and Gaussian noise. Then we conduct a subjective quality evaluation study in the VR environment based on the OIQA database. Considering that visual attention is more important in VR environment, head and eye movement data are also tracked and collected during the quality rating experiments. The 16 raw and their corresponding distorted images,subjective quality assessment scores, and the head-orientation data and eye-gaze data together constitute the OIQA database. Based on the OIQA database, we test some state-of-the-art full-reference IQA(FR-IQA) measures on equirectangular format or cubic formatomnidirectional images. The results show that applying FR-IQA metrics on cubic format omnidirectional images could improve their performance. The performance of some FR-IQA metrics combining the saliency weight of three different types are also tested based on our database. Some new phenomena different from traditional IQA are observed. 展开更多
关键词 perceptual quality assessment OMNIDIRECTIONAL IMAGES SUBJECTIVE experiMENT objective model evaluation VISUAL SALIENCY
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Psychosocial Experience of Parents of Children, Adolescents and Young Adults with Type 1 Diabetes in Brazzaville
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作者 Nestor Ghislain Andzouana Mbamognoua Rockiath Adou Osseni +4 位作者 Farel Elilie Mawa Ongoth Raissa Laure Mayanda Ohouna Evariste Bouenizabila Aymande Okoumou Moko Henri Germain Monabeka 《Health》 CAS 2022年第6期617-628,共12页
Type 1 diabetes is one of the main chronics pathologies in children. Efficient care requires a good knowledge of the disease by the parents, and an exploration of psychosocial experience of the parents, who are on the... Type 1 diabetes is one of the main chronics pathologies in children. Efficient care requires a good knowledge of the disease by the parents, and an exploration of psychosocial experience of the parents, who are on the front lines of the support. Objectives: Assess the impact of parents’ level of knowledge, from their psychosocial experience and from the quality of life on the glycemic control of children, adolescents and young adults with type 1 (DT1) diabetes in Brazzaville. Patients and Methods: This was an analytical cross-sectional study with prospective data collection during 7 months at Brazzaville University Hospital CHU, involving 103 parents. We studied socio-demographic variables, the balance of children’s diabetes by glycated hemoglobin, parents’ knowledge of diabetes by questionnaire “Michigan Diabetes Research and Training Center’s Revised Diabetes Knowledge Test”. The assessment of anxiety and depression through the “Hospital Anxiety and Depression” (HAD) score. Parental stress was assessed by the “Pediatric Inventory for Parents” (PIP). Results: We reported certain anxiety symptomatology in 60 parents (58.3%). Certain depression was reported in 63 parents (61.2%), and a lesser degree of parental distress. These psychosocial disorders in the parents did not influence the glycemic balance of the children. Low socio-economic level of the family (p = 0.001), poor knowledge about diabetes (p = 0.046) and poorer quality of life (p Conclusion: Psychosocial disorders were well observed in parents of DT1 children. 展开更多
关键词 KNOWLEDGE quality of Life Psychosocial experience PARENTS Type 1 Diabetes
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3GPP R17 NR QoE标准进展及演进技术研究
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作者 李培 曹亘 +1 位作者 董旭菲 李福昌 《邮电设计技术》 2023年第3期1-5,共5页
5G新业务在用户体验方面提出新的要求,针对5G用户业务体验的保障、优化及提升成为业界重点关注的问题之一。3GPP R17版本开展支持5G用户业务体验端到端保障机制的标准研究与制定工作,研究并制定支持5G新业务的用户体验数据采集、优化等... 5G新业务在用户体验方面提出新的要求,针对5G用户业务体验的保障、优化及提升成为业界重点关注的问题之一。3GPP R17版本开展支持5G用户业务体验端到端保障机制的标准研究与制定工作,研究并制定支持5G新业务的用户体验数据采集、优化等系列标准流程,并将在R18版本进一步增强用户业务体验的技术方案,更好地支持5G XR等新业务的高品质服务保障的需求。对3GPP R17和R18用户业务体验无线网技术解决方案进行分析研究,并结合5G新业务需求,展望该方案在增强5G网络高质量业务体验方面的广阔应用场景。 展开更多
关键词 5G 用户业务体验质量 RAN可见的qoe 双连接
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高QoE的低时延智能网络数据传输调度算法
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作者 张慎文 许崇海 +2 位作者 胡天乐 陶霜霜 李鲁群 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2023年第5期132-138,共7页
面向低时延、稳定传输、高用户体验质量(quality of experience,QoE)的网络实时传输需求场景,提出一种低时延智能网络数据传输调度算法。该算法由数据块排队控制策略和拥塞控制策略两部分组成。数据排队控制策略提出了综合数据块的创建... 面向低时延、稳定传输、高用户体验质量(quality of experience,QoE)的网络实时传输需求场景,提出一种低时延智能网络数据传输调度算法。该算法由数据块排队控制策略和拥塞控制策略两部分组成。数据排队控制策略提出了综合数据块的创建时间和有效时限(effective time)的性价比模型,有效地解决了传输时间约束下的信息传输不均衡问题;拥塞控制策略提出了基于使用耿贝尔分布(Gumbel distribution)采样重参数化与混合经验优先级模型改进后的深度确定性策略梯度(deep deterministic policy gradient,DDPG)方法,解决了深度确定性策略梯度不适用于离散网络动作空间拥塞控制的问题,并通过学习自适应调整发送参数显著提升了网络拥塞控制质量。实验结果表明,实时传输场景下使用本文提出的排队算法能够有效提升QoE,采用改进后的DDPG进行拥塞控制能大幅降低传输时延。同样场景下,将提出的智能网络数据传输调度算法与排队策略及拥塞控制策略相结合,与传统的网络数据传输调度算法相比,能够更好地兼顾低时延和稳定传输,提供更高的数据传输质量。 展开更多
关键词 拥塞控制 低时延 排队算法 深度确定性策略梯度 体验质量(qoe)
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