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企业级影像让医疗模式更优化——北京大学国际医院应用Centricity企业级影像解决方案案例 被引量:1
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作者 刘华 《中国数字医学》 2015年第7期117-118,共2页
目前,很多医院正面临以下各种现实问题:临床医生缺乏,放射科医师比需要的更少;专业化增强,医师越来越多地寄希望于通过专业化提高自身待遇;而法律法规不断要求医院改变提供医疗服务的方式。随着运营成本的不断膨胀,医疗机构意识到必须... 目前,很多医院正面临以下各种现实问题:临床医生缺乏,放射科医师比需要的更少;专业化增强,医师越来越多地寄希望于通过专业化提高自身待遇;而法律法规不断要求医院改变提供医疗服务的方式。随着运营成本的不断膨胀,医疗机构意识到必须实施新的项目、流程和IT解决方案,以帮助他们提高临床生产力、优化质量和通量以及改善患者满意度。 展开更多
关键词 国际医院 centricity 临床医生 放射科医师 医疗项目 放射科信息系统 区域医疗 运营成本 临床信息系统 卫生资源
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心“E”随行 守护常在——山西省心血管病医院应用Centricity企业级影像解决方案案例 被引量:1
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作者 刘华 《中国数字医学》 2016年第2期115-116,共2页
全世界每年死于心脑血管疾病的人数高达1500万人,居各种死因首位。心脑血管疾病已成为人类死亡病因的头号杀手,对其治疗也成为医院尤其是心脑血管病医院的不懈追求。但面对医院熙攘的人群,排队的长龙,常常会让患者不知所措,医护繁忙不... 全世界每年死于心脑血管疾病的人数高达1500万人,居各种死因首位。心脑血管疾病已成为人类死亡病因的头号杀手,对其治疗也成为医院尤其是心脑血管病医院的不懈追求。但面对医院熙攘的人群,排队的长龙,常常会让患者不知所措,医护繁忙不堪。因此,如何利用信息技术缓解"三长一短",提高工作效率是很多医院的头等大事。GE医疗推出的Centricity企业级影像解决方案,已在国内很多医院实施使用。 展开更多
关键词 centricity 影像学 心脑血管疾病 三长 工作效率 心血管病 临床信息系统 信息发布平台 信息技术 医学重点学科
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Hypothyroidism—A Question towards Quality and Patient Centricity
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作者 Hina Rehman Syed Junaid Rehan +3 位作者 Humera Ishaq Sadia Shakeel Faraz Hashmi Safila Naveed 《Open Journal of Endocrine and Metabolic Diseases》 2015年第2期19-27,共9页
The metabolic and endocrine disorders are either increasing across the globe or may have been observed with more focus in recent years. It is not uncommon now to find out neither patients of endocrine and metabolic di... The metabolic and endocrine disorders are either increasing across the globe or may have been observed with more focus in recent years. It is not uncommon now to find out neither patients of endocrine and metabolic disorders nor a physician of the associated diseases. There were 42 million people who had thyroid disorders including hypothyroidism according to the survey of endocrine society of India. Hypothyroidism is said when less activity of thyroid glands is observed then the normal. So, to evaluate the quality standard, empowerment and patient centricity in Pakistan with present prevalence of hypothyroidism in different age groups, gender along with the prescribed medication against pre diagnosed disease and associated co-morbidities, the study is designed with a questionnaire development including both qualitative and quantitative variables. Study was conducted on various OPD’s, profit and not for profit secondary and tertiary care hospitals and consultant clinics during July 2013 to Jan 2014 and it was given consideration to include people from all areas of life with minimization of any unforeseen biasness and comprehensive data. After full filling the inclusion criteria, 102 patients were selected as study participants. After completion and reviewing the questionnaire, data were analyzed by 21.00 SPSS version. Chi square/ fisher test, spearmen’s rank correlation were applied for categorical quantitative variable. Paired t test before and after were applied for qualitative variable. Highly significant reliability of items in the questionnaire was found along with inter item correlation (P < 0.05). Out of 102 patients of the study, 80 patients fell into the inclusion criteria, while 22 were excluded. A total of 80 patients were registered in the incorporate duration. Among the total samples 36 (42.9%) were males and 44 (52.4%) were females. Mean age males and females included in the study were 34.89 ± 17.73 and 33.36 ± 13.73 years respectively. The systolic and diastolic blood pressure (120/80 mg Hg) was observed in 18 (40.9%) females’ and 13 (36.1%) males’ patients. Quality, patient centricity and empowerment were the poor areas which need additional consultations and counseling for crutches free environment. 展开更多
关键词 HYPOTHYROIDISM QUALITY PATIENT centricity EMPOWERMENT
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Caching Strategies in NDN Based Wireless Ad Hoc Network:A Survey
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作者 Ahmed Khalid Rana Asif Rehman Byung-Seo Kim 《Computers, Materials & Continua》 SCIE EI 2024年第7期61-103,共43页
Wireless Ad Hoc Networks consist of devices that are wirelessly connected.Mobile Ad Hoc Networks(MANETs),Internet of Things(IoT),and Vehicular Ad Hoc Networks(VANETs)are the main domains of wireless ad hoc network.Int... Wireless Ad Hoc Networks consist of devices that are wirelessly connected.Mobile Ad Hoc Networks(MANETs),Internet of Things(IoT),and Vehicular Ad Hoc Networks(VANETs)are the main domains of wireless ad hoc network.Internet is used in wireless ad hoc network.Internet is based on Transmission Control Protocol(TCP)/Internet Protocol(IP)network where clients and servers interact with each other with the help of IP in a pre-defined environment.Internet fetches data from a fixed location.Data redundancy,mobility,and location dependency are the main issues of the IP network paradigm.All these factors result in poor performance of wireless ad hoc networks.The main disadvantage of IP is that,it does not provide in-network caching.Therefore,there is a need to move towards a new network that overcomes these limitations.Named Data Network(NDN)is a network that overcomes these limitations.NDN is a project of Information-centric Network(ICN).NDN provides in-network caching which helps in fast response to user queries.Implementing NDN in wireless ad hoc network provides many benefits such as caching,mobility,scalability,security,and privacy.By considering the certainty,in this survey paper,we present a comprehensive survey on Caching Strategies in NDN-based Wireless AdHocNetwork.Various cachingmechanism-based results are also described.In the last,we also shed light on the challenges and future directions of this promising field to provide a clear understanding of what caching-related problems exist in NDN-based wireless ad hoc networks. 展开更多
关键词 Content centric network Internet of Things mobile ad hoc network named data network vehicular ad hoc network
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Cooperative Caching Strategy Based on Two-Layer Caching Model for Remote Sensing Satellite Networks
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作者 Rui Xu Xiaoqiang Di +3 位作者 Hao Luo Hui Qi Xiongwen He Wenping Lei 《Computers, Materials & Continua》 SCIE EI 2023年第5期3903-3922,共20页
In Information Centric Networking(ICN)where content is the object of exchange,in-network caching is a unique functional feature with the ability to handle data storage and distribution in remote sensing satellite netw... In Information Centric Networking(ICN)where content is the object of exchange,in-network caching is a unique functional feature with the ability to handle data storage and distribution in remote sensing satellite networks.Setting up cache space at any node enables users to access data nearby,thus relieving the processing pressure on the servers.However,the existing caching strategies still suffer from the lack of global planning of cache contents and low utilization of cache resources due to the lack of fine-grained division of cache contents.To address the issues mentioned,a cooperative caching strategy(CSTL)for remote sensing satellite networks based on a two-layer caching model is proposed.The two-layer caching model is constructed by setting up separate cache spaces in the satellite network and the ground station.Probabilistic caching of popular contents in the region at the ground station to reduce the access delay of users.A content classification method based on hierarchical division is proposed in the satellite network,and differential probabilistic caching is employed for different levels of content.The cached content is also dynamically adjusted by analyzing the subsequent changes in the popularity of the cached content.In the two-layer caching model,ground stations and satellite networks collaboratively cache to achieve global planning of cache contents,rationalize the utilization of cache resources,and reduce the propagation delay of remote sensing data.Simulation results show that the CSTL strategy not only has a high cache hit ratio compared with other caching strategies but also effectively reduces user request delay and server load,which satisfies the timeliness requirement of remote sensing data transmission. 展开更多
关键词 Information centric networking caching strategy two-layer caching model hierarchical division
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网络中心战指挥控制决策分析 被引量:2
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作者 吴延林 苏建新 周平 《兵工自动化》 2009年第2期67-68,80,共3页
网络中心战的指挥控制实质上是观察、判断、决策和行动循环的往复循环过程,指挥人员对同一战场态势的不同偏好决策作归一化处理后,一致化为其效用值矩阵,采用基于相对熵的群决策优化算法,得到指挥控制过程决策最优化方案。
关键词 网络中心战(NCW Network Centric Warfare) 指挥控制 循环
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网格技术及其军事应用 被引量:4
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作者 徐伟 《电子技术应用》 北大核心 2006年第2期68-70,共3页
介绍了网格的定义、分类、基本特征和其体系结构,针对网格技术在军事上的应用,论述了网格军事应用的背景和网络中心战(NCW),最后展望了未来网格技术的应用。
关键词 网格 全球信息网格 OGSA Net—Centric
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生态整体主义视野中的媒介观
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作者 徐国源 《青年记者》 北大核心 2015年第27期31-32,共2页
"媒介中心"论与"社会中心"论的激辨 媒介理论的一个特征,就是各种观点的广泛歧义性。在媒介与社会的关系上,争论的一个焦点即为"媒介中心"(Media-centric)与"社会中心"(Social-centric)的理论激辩。两种理论的分歧基于不同... "媒介中心"论与"社会中心"论的激辨 媒介理论的一个特征,就是各种观点的广泛歧义性。在媒介与社会的关系上,争论的一个焦点即为"媒介中心"(Media-centric)与"社会中心"(Social-centric)的理论激辩。两种理论的分歧基于不同的立足点,从不同的分析模式出发,强调自身的"宰制性"。 展开更多
关键词 生态整体主义 歧义性 centric 科技发展 舆论生态 媒介传播 理解媒介 生态观 媒介生态 去中心化
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How does a data strategy enable customer value?The case of FinTechs and traditional banks under the open finance framework 被引量:3
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作者 Laura Grassi Nicolas Figini Lorenzo Fedeli 《Financial Innovation》 2022年第1期2045-2078,共34页
The coupling of data and digital innovation opens the way for new business in the financial services sector,where customers are placed at the centre of decisions and data can help to develop customer knowledge.To carr... The coupling of data and digital innovation opens the way for new business in the financial services sector,where customers are placed at the centre of decisions and data can help to develop customer knowledge.To carry out our research,we adopted a multi-case study approach to explore how a data strategy is developed in the retail banking industry,together with its relationship with customer value,paying particular attention to the heterogeneity between traditional banks and financial technology companies(FinTechs).Two main points emerged from the study.Firstly,there are three possible approaches to Open Finance,which are mainly defined by their different corporate cultures,organisational configurations,technological architecture and data value.Secondly,it is not enough to be a FinTech to be best placed to exploit the market,as some traditional banks share the FinTechs’approach to Open Finance.Designing new tailored products,customising their prices and offering them over the right channels through targeted communication are all data-driven initiatives that stem from cross-or up-selling potential,core to the retail banking industry for turning a customer into a cash flow,thus enabling value to be created for customers.Our findings additionally revealed that there is a form of external information asymmetry between the customer and the bank,and that there is also an internal asymmetry between bank departments,as their visibility on information about the same customer may differ. 展开更多
关键词 FinTech Open finance Customer orientation Customer centric Data valorisation Open banking
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The determination of the link with the smallest end-to-end network latency in ethernet architecture 被引量:3
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作者 梁永生 张乃通 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第4期489-495,共7页
Ethernet fundamental and its data transmission model are introduced in brief and end-to-end network latency was analyzed in this paper. On the premise of not considering transmission quality and transmission cost, lat... Ethernet fundamental and its data transmission model are introduced in brief and end-to-end network latency was analyzed in this paper. On the premise of not considering transmission quality and transmission cost, latency was the function of the rest of network resource parameter (NRP). The relation between the number of nodes and that of end-to-end links was presented. In ethernet architecture, the algorithm to determine the link with the smallest latency is a polynomial issue when the number of network nodes is limited, so it can be solved by way of polynomial equations. Latency measuring is the key issue to determine the link with the smallest network latency. 3-node brigade (regiment) level network centric warfare (NCW) demonstration platform was studied and the latency between the detectors and weapon control stations was taken as an example. The algorithm of end-to-end network latency and link information in NCW was presented. The algorithm program based on Server/Client architecture was developed. The data transmission optimal link is one whose end-to-end latency is the smallest. This paper solves the key issue to determine the link whose end-to-end latency is the smallest in ethernet architecture. The study can be widely applied to determine the optimal link which is in the complex network environment of multiple service provision points. 展开更多
关键词 ethernet architecture metwork latency link with the smallest network latency network centric warfare (NCW) network latency algorithm
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Endoscopic ultrasound-guided fine needle aspiration in the differentiation of type 1 and type 2 autoimmune pancreatitis 被引量:8
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作者 Takuya Ishikawa Akihiro Itoh +10 位作者 Hiroki Kawashima Eizaburo Ohno Hirosh Matsubara Yuya Itoh Yosuke Nakamura Takeshi Hiramatsu Masanao Nakamura Ryoji Miyahara Naoki Ohmiya Hidemi Goto Yoshiki Hirooka 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第29期3883-3888,共6页
AIM:To investigate the usefulness of endoscopic ultrasound-guided fine needle aspiration(EUS-FNA) in the differentiation of autoimmune pancreatitis(AIP).METHODS:We retrospectively reviewed 47 of 56 AIP patients who un... AIM:To investigate the usefulness of endoscopic ultrasound-guided fine needle aspiration(EUS-FNA) in the differentiation of autoimmune pancreatitis(AIP).METHODS:We retrospectively reviewed 47 of 56 AIP patients who underwent EUS-FNA and met the Asian diagnostic criteria.On 47 EUS-FNA specimens,we evaluated the presence of adequate material and characteristic features of lymphoplasmacytic sclerosing pancreatitis(LPSP) and idiopathic duct-centric pancreatitis(IDCP) mentioned in the International Consensus Diagnostic Criteria and examined if these findings make a contribution to the differential diagnosis of type 1 and type 2 AIP.A disposable 22-gauge needle was used for EUS-FNA.RESULTS:Adequate specimens including pancreatic tissue for differentiating AIP from cancer were obtained from 43 of 47 patients who underwent EUSFNA.EUS-FNA was performed from the pancreatic head in 21 cases,which is known to be technically difficult when performed by core biopsy;there was no significant difference in the results compared with pancreatic body-tail.Nine of 47 patients met level 1 findings of LPSP and 5 patients met level 2 findings of LPSP.No one met level 1 findings of IDCP,but 3 patients met level 2 findings of IDCP.Of 10 seronegative cases,2 cases were diagnosed with "definitive type 1 AIP",and 3 cases were diagnosed with "probable type 2 AIP" when considering both the level 2 histological findings and response to steroids.CONCLUSION:EUS-FNA is useful in the differentiation of type 1 and type 2 AIP,particularly in seronegative cases. 展开更多
关键词 Autoimmune pancreatitis Endoscopic ultrasound-guided fine needle aspiration Idiopathic duct centric pancreatitis Lymphoplasmacytic sclerosing pancreatitis Pancreatic cancer
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Caching Algorithm with a Novel Cost Model to Deliver Content and Its Interest over Content Centric Networks 被引量:1
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作者 SU Zhou FANG Dongfeng HAN Bo 《China Communications》 SCIE CSCD 2015年第7期23-30,共8页
Recently the content centric networks(CCNs) have been advocated as a new solution to design future networks. In the CCNs, content and its interest are delivered over the content store and pending interest table, respe... Recently the content centric networks(CCNs) have been advocated as a new solution to design future networks. In the CCNs, content and its interest are delivered over the content store and pending interest table, respectively, where both have limited capacities. Therefore, how to design the corresponding algorithms to efficiently deliver content and inertest over them becomes an important issue. In this paper, based on the analysis of content distribution, status of content store, and pending interest, we propose a novel caching algorithm with which the resources of content store and pending interest table can be efficiently used. Simulation results prove that the proposal can outperform the conventional methods. 展开更多
关键词 content centric networks content delivery CACHING future networks
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UnIC: Towards Unmanned Intelligent Cluster and Its Integration into Society 被引量:1
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作者 Fubiao Zhang Jing Yu +1 位作者 Defu Lin Jun Zhang 《Engineering》 SCIE EI CAS 2022年第5期24-38,共15页
Collaborative unmanned systems have emerged to meet our society’s wide-ranging grand challenges,with their advantages including high performance,efficiency,flexibility,and inherent resilience.Increasing levels of gro... Collaborative unmanned systems have emerged to meet our society’s wide-ranging grand challenges,with their advantages including high performance,efficiency,flexibility,and inherent resilience.Increasing levels of group/team autonomy have also been achieved due to the embodiment of artificial intelligence(AI).However,the current networked unmanned systems are primarily designed for and applicable to a narrow range of domain-specific missions,and do not have sufficient human-level intel-ligence and human needs fulfillment for the challenging missions in our lives.We propose in this paper a vision of human-centric networked unmanned systems:Unmanned Intelligent Cluster(UnIC).Within this vision,distributed unmanned systems and humans are connected via knowledge sharing and social awareness to achieve collaborative cognition.This paper details UnIC’s concept,sources of intelligence,and layered architecture,and reviews enabling technologies for achieving this vision.In addition to the technological aspects,the social acceptance issues are highlighted. 展开更多
关键词 Unmanned intelligent systems Human centric systems Social intelligence Social acceptance Socio-technical systems
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ICN Based Vehicle-to-Cloud Delivery for Multimedia Streaming in Urban Vehicular Networks 被引量:1
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作者 Wei Quan Fei Song +1 位作者 Chengxiao Yu Mingchuan Zhang 《China Communications》 SCIE CSCD 2016年第9期103-112,共10页
Mobile multimedia streaming is an open topic in vehicular environment. Due to the high intermittent links, it has become a critical challenge to deliver high quality video streaming in vehicular networks. In this pape... Mobile multimedia streaming is an open topic in vehicular environment. Due to the high intermittent links, it has become a critical challenge to deliver high quality video streaming in vehicular networks. In this paper, we reform the Information Centric Networking (ICN) concept for multimedia delivery in urban vehicular networks. By leveraging the 1CN perspective, we highlight that vehicular peers can obtain multimedia chunks via the vehicle-to-cloud (V2C) approach to improve the delivery quality. Based on this, we propose a lightweight multipath selection strategy to guide the network system to adaptively adjust the forwarding means. Extensive simulations show that the proposed solution can optimize the utilization of network paths, lighten network loads as well as avoid wasting resources. 展开更多
关键词 information centric networking vehicle-to-cloud multimedia streaming VANET
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Grid architecture model of network centric warfare 被引量:1
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作者 Yan Tihua Wang Baoshu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第1期121-125,共5页
NCW(network centric warfare) is an information warfare concentrating on network. A global network-centric warfare architecture with OGSA grid technology is put forward,which is a four levels system including the user ... NCW(network centric warfare) is an information warfare concentrating on network. A global network-centric warfare architecture with OGSA grid technology is put forward,which is a four levels system including the user level, the application level, the grid middleware layer and the resource level. In grid middleware layer,based on virtual hosting environment, a BEPL4WS grid service composition method is introduced. In addition, the NCW grid service model is built with the help of Eclipse-SDK-3.0.1 and Bpws4j. 展开更多
关键词 network centric warfare OGSA grid service composition BPEL4WS.
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Proposed Caching Scheme for Optimizing Trade-off between Freshness and Energy Consumption in Name Data Networking Based IoT 被引量:1
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作者 Rahul Shrimali Hemal Shah Riya Chauhan 《Advances in Internet of Things》 2017年第2期11-24,共14页
Over the last few years, the Internet of Things (IoT) has become an omnipresent term. The IoT expands the existing common concepts, anytime and anyplace to the connectivity for anything. The proliferation in IoT offer... Over the last few years, the Internet of Things (IoT) has become an omnipresent term. The IoT expands the existing common concepts, anytime and anyplace to the connectivity for anything. The proliferation in IoT offers opportunities but may also bear risks. A hitherto neglected aspect is the possible increase in power consumption as smart devices in IoT applications are expected to be reachable by other devices at all times. This implies that the device is consuming electrical energy even when it is not in use for its primary function. Many researchers’ communities have started addressing storage ability like cache memory of smart devices using the concept called—Named Data Networking (NDN) to achieve better energy efficient communication model. In NDN, memory or buffer overflow is the common challenge especially when internal memory of node exceeds its limit and data with highest degree of freshness may not be accommodated and entire scenarios behaves like a traditional network. In such case, Data Caching is not performed by intermediate nodes to guarantee highest degree of freshness. On the periodical updates sent from data producers, it is exceedingly demanded that data consumers must get up to date information at cost of lease energy. Consequently, there is challenge in maintaining tradeoff between freshness energy consumption during Publisher-Subscriber interaction. In our work, we proposed the architecture to overcome cache strategy issue by Smart Caching Algorithm for improvement in memory management and data freshness. The smart caching strategy updates the data at precise interval by keeping garbage data into consideration. It is also observed from experiment that data redundancy can be easily obtained by ignoring/dropping data packets for the information which is not of interest by other participating nodes in network, ultimately leading to optimizing tradeoff between freshness and energy required. 展开更多
关键词 Internet of Things (IoT) Named Data NETWORKING Smart CACHING Table Pending INTEREST Forwarding INFORMATION Base CONTENT Store CONTENT Centric NETWORKING INFORMATION Centric NETWORKING Data & INTEREST Packets SCTSmart CACHING
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Cloud-Enabled E-Governance Framework for Citizen Centric Services 被引量:1
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作者 Jara Muda Sisay Tumsa +1 位作者 Amin Tuni Durga Prasad Sharma 《Journal of Computer and Communications》 2020年第7期63-78,共16页
In the modern arena, the Information and Communication Technologies (ICTs) have been playing a vital role in every walks of our day to day life. In order to enhance the ICT capacity and align with the global technolog... In the modern arena, the Information and Communication Technologies (ICTs) have been playing a vital role in every walks of our day to day life. In order to enhance the ICT capacity and align with the global technology transformations, the developing countries have started introducing the computerization and automation processes at different levels of the governments. The several research studies revealed that the existing legacy of governance system and their services in current state have several issues and challenges in terms of timeliness, cost of services, delay in service delivery, time-bound availability of services (24/7/365), inefficiency services, ease of service and discomforts, poor service collaboration, absence of responsiveness, and limited security of sensitive information/documents. A significant question is still unanswered that how to bring the Citizens and Government bodies closer for alleviating the aforementioned issues and challenges of existing government system services. This research paper aims to investigate the issues and challenges in the current status of Governance and partial E-Governance systems which encompass the computerization or automation process. The research designs a cloud framework for effective delivery of citizen centric services in general and Ethiopia as a specific case study. After rigorous analysis of prior research efforts, along with primary survey and interview, it was clearly observed that cloud computing can be an alternative instrumental for significant transformation of governmental service delivery. The research paper used a mix of exploratory and constructive research design and methodology with qualitative & quantitative data analysis approach. Finally, a Cloud Based E-Governance (CBEG) Framework is designed for the delivery of Ethiopian Citizen Centric Services. The validation, evaluation and acceptance test of the framework proves that the revealed knowledge can provide a significant transformation towards the betterment of the E Governance Services Delivery Systems. 展开更多
关键词 E-GOVERNANCE FRAMEWORK Cloud Computing Citizen Centric Hybrid Cloud
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Intelligent Resources Management System Design in Information Centric Networking 被引量:2
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作者 Hengyang Zhang Shixiang Zhu +2 位作者 Renchao Xie Tao Huang Yunjie Liu 《China Communications》 SCIE CSCD 2017年第8期105-123,共19页
Information centric networking(ICN) is a new network architecture that is centred on accessing content. It aims to solve some of the problems associated with IP networks, increasing content distribution capability and... Information centric networking(ICN) is a new network architecture that is centred on accessing content. It aims to solve some of the problems associated with IP networks, increasing content distribution capability and improving users' experience. To analyse the requests' patterns and fully utilize the universal cached contents, a novel intelligent resources management system is proposed, which enables effi cient cache resource allocation in real time, based on changing user demand patterns. The system is composed of two parts. The fi rst part is a fi ne-grain traffi c estimation algorithm called Temporal Poisson traffi c prediction(TP2) that aims at analysing the traffi c pattern(or aggregated user requests' demands) for different contents. The second part is a collaborative cache placement algorithm that is based on traffic estimated by TP2. The experimental results show that TP2 has better performance than other comparable traffi c prediction algorithms and the proposed intelligent system can increase the utilization of cache resources and improve the network capacity. 展开更多
关键词 information centric networking traffi c estimation cache resources allocation time series analysis intelligent analysis
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Preliminary Network Centric Therapy for Machine Learning Classification of Deep Brain Stimulation Status for the Treatment of Parkinson’s Disease with a Conformal Wearable and Wireless Inertial Sensor 被引量:11
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作者 Robert LeMoyne Timothy Mastroianni +1 位作者 Donald Whiting Nestor Tomycz 《Advances in Parkinson's Disease》 2019年第4期75-91,共17页
The concept of Network Centric Therapy represents an amalgamation of wearable and wireless inertial sensor systems and machine learning with access to a Cloud computing environment. The advent of Network Centric Thera... The concept of Network Centric Therapy represents an amalgamation of wearable and wireless inertial sensor systems and machine learning with access to a Cloud computing environment. The advent of Network Centric Therapy is highly relevant to the treatment of Parkinson’s disease through deep brain stimulation. Originally wearable and wireless systems for quantifying Parkinson’s disease involved the use a smartphone to quantify hand tremor. Although originally novel, the smartphone has notable issues as a wearable application for quantifying movement disorder tremor. The smartphone has evolved in a pathway that has made the smartphone progressively more cumbersome to mount about the dorsum of the hand. Furthermore, the smartphone utilizes an inertial sensor package that is not certified for medical analysis, and the trial data access a provisional Cloud computing environment through an email account. These concerns are resolved with the recent development of a conformal wearable and wireless inertial sensor system. This conformal wearable and wireless system mounts to the hand with the profile of a bandage by adhesive and accesses a secure Cloud computing environment through a segmented wireless connectivity strategy involving a smartphone and tablet. Additionally, the conformal wearable and wireless system is certified by the FDA of the United States of America for ascertaining medical grade inertial sensor data. These characteristics make the conformal wearable and wireless system uniquely suited for the quantification of Parkinson’s disease treatment through deep brain stimulation. Preliminary evaluation of the conformal wearable and wireless system is demonstrated through the differentiation of deep brain stimulation set to “On” and “Off” status. Based on the robustness of the acceleration signal, this signal was selected to quantify hand tremor for the prescribed deep brain stimulation settings. Machine learning classification using the Waikato Environment for Knowledge Analysis (WEKA) was applied using the multilayer perceptron neural network. The multilayer perceptron neural network achieved considerable classification accuracy for distinguishing between the deep brain stimulation system set to “On” and “Off” status through the quantified acceleration signal data obtained by this recently developed conformal wearable and wireless system. The research achievement establishes a progressive pathway to the future objective of achieving deep brain stimulation capabilities that promote closed-loop acquisition of configuration parameters that are uniquely optimized to the individual through extrinsic means of a highly conformal wearable and wireless inertial sensor system and machine learning with access to Cloud computing resources. 展开更多
关键词 Parkinson’s Disease Deep Brain Stimulation WEARABLE and WIRELESS Systems CONFORMAL WEARABLE Machine Learning Inertial Sensor ACCELEROMETER WIRELESS ACCELEROMETER Hand Tremor Cloud Computing Network Centric THERAPY
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Research on construction of operation architecture based on complex network
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作者 You Chen Xing Wang +2 位作者 Yuan-zhi Yang Cheng-wei Ruan Yi-peng Zhou 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第1期232-241,共10页
Operation architecture plays a more important role in Network Centric Warfare(NGAV),which involves dynamic operation networks with complex properties.Thus,it is essential to investigate the operation architecture unde... Operation architecture plays a more important role in Network Centric Warfare(NGAV),which involves dynamic operation networks with complex properties.Thus,it is essential to investigate the operation architecture under the informatization condition within NCAW and find a proper network construction method to efficiently coordinate various functional modules on a particular situation,i.e.,the aerial combat.A new method integrating the physical level and functional level of NCW is proposed to establish the operation architecture,where the concept of network operation constraints unit and net constructing mechanisms are employed to avoid conflicts among different platforms.Meanwhile,we conduct simulations to assess the effectiveness and feasibility of the constructed operation architecture and analyze the influence of the network parameters. 展开更多
关键词 Operation ARCHITECTURE NETWORK centric warfare TOPOLOGY COMPLEX NETWORK
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