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Open-Source Artificial Intelligence-How Open? How Safe?
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作者 Mitch Leslie 《Engineering》 2025年第4期8-10,共3页
In May 2024,scientists were excited but disappointed when Google DeepMind(USA)launched AlphaFold3(AF3),the latest ver-sion of its artificial intelligence(AI)program for predicting protein folding[1-3].
关键词 proteinfolding alphafold safety open source ARTIFICIALINTELLIGENCE
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Global open source and international standards promote the inclusive development of large models
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作者 Lin Yonghua 《China Standardization》 2025年第5期25-25,共1页
In the era of AI,especially large models,the importance of open source has become increasingly prominent.First,open source allows innovation to avoid starting from scratch.Through iterative innovation,it promotes tech... In the era of AI,especially large models,the importance of open source has become increasingly prominent.First,open source allows innovation to avoid starting from scratch.Through iterative innovation,it promotes technical exchanges and learning globally.Second,resources required for large model R&D are difficult for a single institution to obtain.The evaluation of general large models also requires the participation of experts from various industries.Third,without open source collaboration,it is difficult to form a unified upper-layer software ecosystem.Therefore,open source has become an important cooperation mechanism to promote the development of AI and large models.There are two cases to illustrate how open source and international standards interact with each other. 展开更多
关键词 open source large model international standards inclusive development iterative innovationit large modelsthe evaluation general large models large models
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Open-Source Software Defined Networking Controllers:State-of-the-Art,Challenges and Solutions for Future Network Providers
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作者 Johari Abdul Rahim Rosdiadee Nordin Oluwatosin Ahmed Amodu 《Computers, Materials & Continua》 SCIE EI 2024年第7期747-800,共54页
Software Defined Networking(SDN)is programmable by separation of forwarding control through the centralization of the controller.The controller plays the role of the‘brain’that dictates the intelligent part of SDN t... Software Defined Networking(SDN)is programmable by separation of forwarding control through the centralization of the controller.The controller plays the role of the‘brain’that dictates the intelligent part of SDN technology.Various versions of SDN controllers exist as a response to the diverse demands and functions expected of them.There are several SDN controllers available in the open market besides a large number of commercial controllers;some are developed tomeet carrier-grade service levels and one of the recent trends in open-source SDN controllers is the Open Network Operating System(ONOS).This paper presents a comparative study between open source SDN controllers,which are known as Network Controller Platform(NOX),Python-based Network Controller(POX),component-based SDN framework(Ryu),Java-based OpenFlow controller(Floodlight),OpenDayLight(ODL)and ONOS.The discussion is further extended into ONOS architecture,as well as,the evolution of ONOS controllers.This article will review use cases based on ONOS controllers in several application deployments.Moreover,the opportunities and challenges of open source SDN controllers will be discussed,exploring carriergrade ONOS for future real-world deployments,ONOS unique features and identifying the suitable choice of SDN controller for service providers.In addition,we attempt to provide answers to several critical questions relating to the implications of the open-source nature of SDN controllers regarding vendor lock-in,interoperability,and standards compliance,Similarly,real-world use cases of organizations using open-source SDN are highlighted and how the open-source community contributes to the development of SDN controllers.Furthermore,challenges faced by open-source projects,and considerations when choosing an open-source SDN controller are underscored.Then the role of Artificial Intelligence(AI)and Machine Learning(ML)in the evolution of open-source SDN controllers in light of recent research is indicated.In addition,the challenges and limitations associated with deploying open-source SDN controllers in production networks,how can they be mitigated,and finally how opensource SDN controllers handle network security and ensure that network configurations and policies are robust and resilient are presented.Potential opportunities and challenges for future Open SDN deployment are outlined to conclude the article. 展开更多
关键词 ONOS open source software SDN software defined networking
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基于OGC规范和Open Source项目的WebGIS开发与应用 被引量:12
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作者 尹芳 冯敏 +1 位作者 刘磊 李锐 《计算机工程与应用》 CSCD 北大核心 2010年第30期68-70,74,共4页
为更好地实现地理空间信息共享,在最新开源(Open Source)项目基础上,设计与开发一个基于OGC标准规范的WebGIS空间数据管理系统,给出具体的实现步骤。该方案可高效地完成矢量空间信息的入库、地图发布、可视化浏览、空间目标对象属性信... 为更好地实现地理空间信息共享,在最新开源(Open Source)项目基础上,设计与开发一个基于OGC标准规范的WebGIS空间数据管理系统,给出具体的实现步骤。该方案可高效地完成矢量空间信息的入库、地图发布、可视化浏览、空间目标对象属性信息查询等任务,能够为集成应用提供标准的数据访问和获取接口。最后,将其应用到国家科技基础条件平台"地球系统科学数据共享平台"中,取得较好效果。 展开更多
关键词 开源(open source)项目 OGC规范 WEBGIS 空间信息入库 地图发布 可视化浏览
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Web service based spatial forest information system using an open source software approach 被引量:3
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作者 李世明 Joachim Saborowski +3 位作者 Jens Nieschulze 李增元 陆元昌 陈尔学 《Journal of Forestry Research》 SCIE CAS CSCD 2007年第2期85-90,共6页
For technical and other reasons there is a dilemma that data providers cannot find an appropriate way to redistribute spatial forest data and data users who need spatial data cannot access and integrate available fore... For technical and other reasons there is a dilemma that data providers cannot find an appropriate way to redistribute spatial forest data and data users who need spatial data cannot access and integrate available forest resources information. To overcome this dilemma, this paper proposed a spatial forest information system based on Web service using an open source software approach. With Web service based architecture, the system can enable interoperability, integrate Web services from other application servers, reuse codes, and shorten the development time and cost. At the same time, it is possible to extend the local system to a regional or national spatial forest information system. The growth of Open Source Software (OSS) provides an alternative choice to proprietary software for operating systems, web servers, Web-based GIS applications and database management systems. Using open source software to develop spatial forest information systems can greatly reduce the cost while providing high performance and sharing spatial forest information. We chose open source software to build a prototype system for Xixia County, Henan Province, China. By integrating OSS packages Deegree and UMN MapServer which are compliant to the OGC open specifications, the prototype system enables users to access spatial forest information and travelling information of Xixia County which come from two different data servers via a standard Web browser and promotes spatial forest information sharing. 展开更多
关键词 Web service spatial forest information system open source Software Deegree UMN MapServer
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Predicting the Maintainability of Open Source Software Using Design Metrics 被引量:2
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作者 ZHOU Yuming1,2, XU Baowen1,3 1. School of Computer Science and Engineering, Southeast University, Nanjing 210096, Jiangsu,China 2. Department of Computing, Hong Kong Polytechnic University, Hong Kong, China 3. Jiangsu Institute of Software Quality, Nanjing 210096, Jiangsu,China 《Wuhan University Journal of Natural Sciences》 CAS 2008年第1期14-20,共7页
This paper empirically investigates the relationships between 15 design metrics and maintainability of 148 Java open source software. The results show that size and complexity metrics are strongly related to the maint... This paper empirically investigates the relationships between 15 design metrics and maintainability of 148 Java open source software. The results show that size and complexity metrics are strongly related to the maintainability of open source software. However, cohesion and coupling, as currently captured by existing metrics, do not seem to have a significant impact on maintainability. When used together, these metrics can predict system maintainability fairly accurately (mean MREs below 30%). 展开更多
关键词 open source: object-oriented MAINTAINABILITY METRIC PREDICTION regression
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再谈基于Open Source技术的网络安全实验专题设计
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作者 方贤进 《计算机教育》 2008年第18期6-7,共2页
本文介绍了笔者基于Open Source技术所设计的一些网络安全实验,并详细介绍了每个实验的平台构建和实验项目。
关键词 open source 网络安全 实验
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OpenPerf:面向开源生态可持续发展的数据科学基准测试体系 被引量:3
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作者 韩凡宇 毕枫林 +5 位作者 张琰彬 李晖 游兰 王伟 钱卫宁 周傲英 《计算机学报》 北大核心 2025年第3期632-649,共18页
基准测试是指通过设计科学的测试方法、测试工具和测试系统,实现对一类测试对象的某项性能指标进行定量的和可对比的测试。随着人工智能时代的到来,诸如ImageNet、DataPerf等这类新型的AI基准测试数据集逐步成为学术界和工业界的共识性... 基准测试是指通过设计科学的测试方法、测试工具和测试系统,实现对一类测试对象的某项性能指标进行定量的和可对比的测试。随着人工智能时代的到来,诸如ImageNet、DataPerf等这类新型的AI基准测试数据集逐步成为学术界和工业界的共识性标准。当前,关于开源生态的研究大多基于某一项具体的研究点展开分析而缺少对开源生态基准体系的构建,一个开源项目处于怎样的发展位置、企业开源程序办公能力处于行业什么位置、开发者活跃度、项目影响力等基础数据与评价,都是数据使用方迫切需要的开源领域知识。为了解决开源领域“有数据无基准”的局面,本文提出一种面向开源生态可持续发展的数据科学基准测试体系(OpenPerf)。该体系自下而上主要包含数据科学任务类基准、指数类基准以及标杆类基准,旨在为学术界、工业界提供不同的基准参考。本文定义了9个数据科学任务类基准,给出了3项典型的数据科学任务类基准测试结果、2项指数类基准以及1项标杆类基准,其中2项指数类基准被中国电子技术标准化研究院作为开源社区治理的评估标准。数据科学任务类基准主要应用于学术界,为不同研究方向的研究者提供自己擅长的研究领域的基准。指数类基准主要面向企业界,企业界可以通过影响力和活跃度等基准数据了解当前企业开源程序办公能力所处的行业位置以及旗下开源项目所处的发展位置。标杆类基准是一种可测量的业界最佳水平的成绩,用来比较参考尺度。最后,通过3个应用在阿里、蚂蚁以及华东师范大学等国内知名公司和高校的实际案例验证了OpenPerf在推动开源生态可持续发展中所起到的关键作用。 展开更多
关键词 基准测试 开源生态 可持续发展 基准任务 应用案例
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Web Based GIS for Tourism Development Using Effective Free and Open Source Software Case Study: Gondor Town and Its Surrounding Area, Ethiopia 被引量:5
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作者 Mengesha Endalew Zerihun 《Journal of Geographic Information System》 2017年第1期47-58,共12页
Tourism in developing countries are some means of solving their economic problems and improving live standards of people and creates job opportunity for the host people in getting additional income and improve the dev... Tourism in developing countries are some means of solving their economic problems and improving live standards of people and creates job opportunity for the host people in getting additional income and improve the developments of the country. The result of tourism in terms of environmental, cultural, economic and social aspects has a greater effect for Ethiopia. Gondar, the center of Ethiopian art and culture, is famous in its many Imperial castles and the design and decoration of its churches. This land of castles and churches was founded by Emperor Fasiladas in 1930s and served as tourist attraction sites all over the world. The main challenge to attract international tourists in the study area is Scarce and insufficient promotion of the tourist attraction sites, Lack of broad information based on the internet about tourism information, and lack of organized information about tourism facilities & destinations. This study tries to identify tourist attraction elements of Gondor town and its surrounding area & to identify non spatial data’s essential for touristic activities to develop & propose a web based GIS portal for the improvement of tourism activity in the town. The main target of developing a web based GIS interactive map is to promote and improve tourism industry of the area. It has been produced using free and open source software’s for fast processing, displaying, sharing, and distribution of tourism information using world wide web. For the web services PHP, HTML script language and QGIS2leaflet plugins are used in the development of web GIS portal. 展开更多
关键词 Web Based GIS TOURISM Gondor QGIS Free and open source Softwares
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Web Development of Spatial Content Management System through the Use of Free and Open-Source Technologies. Case Study in Rural Areas 被引量:2
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作者 Ioannis Pispidikis Efi Dimopoulou 《Journal of Geographic Information System》 2015年第5期527-540,共14页
The rapid development of the technology of the web systems and GIS, in conjunction with the world economic crisis, formed the content for the promotion and development of free systems and open-source technologies. At ... The rapid development of the technology of the web systems and GIS, in conjunction with the world economic crisis, formed the content for the promotion and development of free systems and open-source technologies. At the same time, the tendency toward the standardization of data, metadata and services, with the aim of creating common “Language” for the reading and the dissemination of information available, is a basic research area in the global scientific community in this field. The development of WebGIS systems, taking advantage of the free technology, also contributes to finding more economical solutions, where the use of such systems is more directly accessible. The aim of this research work is, through the analysis of technologies for the Internet, and also the architecture of the WebGIS systems, to investigate the possibilities and to develop the appropriate free technologies, so as to design and implement a spatial content management system for the web. Search with the use of the latter, is the best response to the needs and visualization application maps, with scope in rural areas. In addition, reference is made to the existing content management systems, which provide both processing spatial data, and easily create a WebGIS application. 展开更多
关键词 WEBGIS open source TECHNOLOGIES Free Systems
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Experimental Study on the Performance of ORC System Based on Ultra-Low Temperature Heat Sources
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作者 Tianyu Zhou Liang Hao +2 位作者 Xin Xu Meng Si Lian Zhang 《Energy Engineering》 EI 2024年第1期145-168,共24页
This paper discussed the experimental results of the performance of an organic Rankine cycle(ORC)system with an ultra-low temperature heat source.The low boiling point working medium R134a was adopted in the system.Th... This paper discussed the experimental results of the performance of an organic Rankine cycle(ORC)system with an ultra-low temperature heat source.The low boiling point working medium R134a was adopted in the system.The simulated heat source temperature(SHST)in this work was set from 39.51°C to 48.60°C by the simulated heat source module.The influence of load percentage of simulated heat source(LPSHS)between 50%and 70%,the rotary valve opening(RVO)between 20%and 100%,the resistive load between 36Ωand 180Ωor the no-load of the generator,as well as the autumn and winter ambient temperature on the system performance were studied.The results showed that the stability of the system was promoted when the generator had a resistive load.The power generation(PG)and generator speed(GS)of the system in autumn were better than in winter,but the expander pressure ratio(EPR)was lower than in winter.Keep RVO unchanged,the SHST,the mass flow rate(MFR)of the working medium,GS,and the PG of the system increased with the increasing of LPSHS for different generator resistance load values.When the RVO was 60%,LPSHS was 70%,the SHST was 44.15°C and the resistive load was 72Ω,the highest PG reached 15.11 W.Finally,a simulation formula was obtained for LPSHS,resistance load,and PG,and its correlation coefficient was between 0.9818 and 0.9901.The formula can accurately predict the PG.The experimental results showed that the standard deviation between the experimental and simulated values was below 0.0792,and the relative error was within±5%. 展开更多
关键词 ORC load percentage of simulated heat source resistive load rotary valve opening power generation
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Evaluation and Customization of Different Open Source Desktop GIS Software 被引量:1
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作者 QIU Ruqiong LI Bing 《地理空间信息》 2012年第2期28-31,共4页
This paper gave a general evaluation on existing three popular free and open source desktop GIS projects,according to the selected evaluation criteria.To further the understanding of the open source software,this pape... This paper gave a general evaluation on existing three popular free and open source desktop GIS projects,according to the selected evaluation criteria.To further the understanding of the open source software,this paper also presented a customization example of QGIS with python and PyQT. 展开更多
关键词 open source free software Desktop GIS PYTHON PyQT
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Strategic information perception methods and practices in the open source intelligence 被引量:1
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作者 曾文 Li Hui 《High Technology Letters》 EI CAS 2018年第3期330-336,共7页
Open source intelligence is one of the most important public data sources for strategic information analysis. One of the primary and core issues of strategic information research is information perception,so this pape... Open source intelligence is one of the most important public data sources for strategic information analysis. One of the primary and core issues of strategic information research is information perception,so this paper mainly expounds the perception method for strategic information perception in the open source intelligence environment as well as the framework and basic process of information perception. This paper argues that in order to match the information perception result with the information depiction result,it conducts practical exploration for the results of information acquisition,perception,depiction and analysis. This paper introduces and develops a monitoring platform for information perception. The results show that the method proposed in this paper is feasible. 展开更多
关键词 open source intelligence (OSINT) open source information (OSIF) information perception methods and practices INFORMATION science and technology
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依托Autodesk地理空间技术,建设绿色旧金山——基于MapGuide Open Source的旧金山城市森林地图系统 被引量:1
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《地理信息世界》 2007年第5期88-89,共2页
旧金山因环保和“绿色”而为众人所熟知。当地的两个团体——城市森林之友(FUF)和旧金山林业局(BUF)公共事业部门(DPW)已结成合作关系,以保护树木,让旧金山长期保持这种盛名。在Autodesk和一家当地GIS开发商的支持下,这两个团... 旧金山因环保和“绿色”而为众人所熟知。当地的两个团体——城市森林之友(FUF)和旧金山林业局(BUF)公共事业部门(DPW)已结成合作关系,以保护树木,让旧金山长期保持这种盛名。在Autodesk和一家当地GIS开发商的支持下,这两个团体正在更加有效地管理和养护庞大的城市森林资源。 展开更多
关键词 AUTODESK 城市森林 旧金山 source GUIDE 空间技术 open 地图系统
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OpenPlanner:一个开源的时间敏感网络流量规划器
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作者 姜旭艳 全巍 +2 位作者 付文文 张小亮 孙志刚 《计算机研究与发展》 北大核心 2025年第5期1307-1329,共23页
时间敏感网络(time-sensitive networking,TSN)在工业控制、航空电子和车载网络中具有广泛的应用前景.TSN流量规划是在拓扑结构、网络资源、设备能力和业务需求等多维约束下,为TSN交换机计算关键帧的无冲突发送时刻的过程,规划问题是一... 时间敏感网络(time-sensitive networking,TSN)在工业控制、航空电子和车载网络中具有广泛的应用前景.TSN流量规划是在拓扑结构、网络资源、设备能力和业务需求等多维约束下,为TSN交换机计算关键帧的无冲突发送时刻的过程,规划问题是一个NP完全问题.目前不论是学术界的TSN规划算法研究,还是工业界的TSN部署应用都急需一个开源的规划器软件.提出一种构件化、松耦合的TSN规划器软件架构LOCAP(loose-coupled component-based architecture of planner),通过规划参数最小集和规划结果通用表等接口规范设计,实现规划算法与规划工具、规划器软件与交换硬件实现的松耦合.OpenPlanner是基于LOCAP架构使用Python语言编写的开源TSN规划器,其内嵌自研和第三方贡献的多个可满足性模理论规划算法和启发式规划算法.基于OpenPlanner对不同算法的运行时间开销以及解的质量进行了评估,指出多样化的TSN应用场景需要不同的规划算法.据调研,OpenPlanner是目前唯一的开源TSN规划器,规划结果已部署到OpenTSN开源网络、银河衡芯TSN芯片以及芯准TTE等多个硬件平台,在卫星、无人车和火炮等多个系统中得到应用. 展开更多
关键词 时间敏感网络 流量规划器 开源 可满足性模理论 时间感知整形器
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Open-Source Hardware Is a Low-Cost Alternative for Scientific Instrumentation and Research 被引量:7
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作者 Daniel K. Fisher Peter J. Gould 《Modern Instrumentation》 2012年第2期8-20,共13页
Scientific research requires the collection of data in order to study, monitor, analyze, describe, or understand a particular process or event. Data collection efforts are often a compromise: manual measurements can b... Scientific research requires the collection of data in order to study, monitor, analyze, describe, or understand a particular process or event. Data collection efforts are often a compromise: manual measurements can be time-consuming and labor-intensive, resulting in data being collected at a low frequency, while automating the data-collection process can reduce labor requirements and increase the frequency of measurements, but at the cost of added expense of electronic data-collecting instrumentation. Rapid advances in electronic technologies have resulted in a variety of new and inexpensive sensing, monitoring, and control capabilities which offer opportunities for implementation in agricultural and natural-resource research applications. An Open Source Hardware project called Arduino consists of a programmable microcontroller development platform, expansion capability through add-on boards, and a programming development environment for creating custom microcontroller software. All circuit-board and electronic component specifications, as well as the programming software, are open-source and freely available for anyone to use or modify. Inexpensive sensors and the Arduino development platform were used to develop several inexpensive, automated sensing and datalogging systems for use in agricultural and natural-resources related research projects. Systems were developed and implemented to monitor soil-moisture status of field crops for irrigation scheduling and crop-water use studies, to measure daily evaporation-pan water levels for quantifying evaporative demand, and to monitor environmental parameters under forested conditions. These studies demonstrate the usefulness of automated measurements, and offer guidance for other researchers in developing inexpensive sensing and monitoring systems to further their research. 展开更多
关键词 open-source HARDWARE ARDUINO Microcontrollers Sensors Datalogger
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Finding a Practical IT Solution-Open Source Accounting Software 被引量:1
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作者 Manar Abu Talib Adel Khelifi +4 位作者 Osama El-Temtamy Fatima Ismaeel Mahra Rashed Najah Hasan Summaya Khaled 《通讯和计算机(中英文版)》 2012年第4期406-413,共8页
关键词 会计软件 开放源码 IT 小型企业 开源软件 阿联酋 研究论文 挑战性
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Open Source GIS Software Options for Forestry Education in Papua New Guinea
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作者 David Lopez Cornelio 《Open Journal of Ecology》 2014年第4期234-243,共10页
Although open source softwares (OSS) for GIS and Remote Sensing are rapidly expanding and improving in the global context, there has been uncertainty at higher education institutions in developing countries, such as t... Although open source softwares (OSS) for GIS and Remote Sensing are rapidly expanding and improving in the global context, there has been uncertainty at higher education institutions in developing countries, such as the department of forestry (Dfo) at Unitech, Papua New Guinea (PNG), regarding appropriate GIS softwares and hardware to acquire and use for teaching and research purposes. The paper briefly describes the characteristics of some mature OSS and discusses their main capabilities, advantages and disadvantages. Their adoption in the Dfo curricula may be advantageous in the long term, considering issues of learning curve steepness, versatility, affordability, effectiveness, and documentation available on them. 展开更多
关键词 open source SOFTWARE GIS SOFTWARE FORESTRY Education
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Open Source Initiatives for Big Data Governance and Security:A Survey
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作者 hu baiqing wang wenjie chi harold liu 《ZTE Communications》 2018年第2期55-66,共12页
With the rapid development of lnternet technology, the volume of data has increased exponentially. As the large amounts of data are no longer easy to be managed and secured by the owners, big data security and privacy... With the rapid development of lnternet technology, the volume of data has increased exponentially. As the large amounts of data are no longer easy to be managed and secured by the owners, big data security and privacy has become a hot issue. One of the most popular research fields for solving the data security and data privacy is within the scope of big data governance and security, In this paper, we introduce the basic concepts of data governance and security. Then, all the state-of-the-art open source frameworks for data governance and security, including Apache Falcon, Apache Atlas, Apache Ranger, Apache Sentry and Kerberos, are detailed and discussed with descriptions of their implementation principles and possible applications. 展开更多
关键词 big data SECURITY GOVERNANCE open source initiatives
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Bridging open source tools and Geoportals for interactive spatial data analytics
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作者 Bing She Tao Hu +1 位作者 Xinyan Zhu Shuming Bao 《Geo-Spatial Information Science》 SCIE CSCD 2019年第3期185-192,共8页
Geoportals have been the primary source of spatial information to researchers in diverse fields.Recent years have seen a growing trend to integrate spatial analysis and geovisual analytics inside Geoportals.Researcher... Geoportals have been the primary source of spatial information to researchers in diverse fields.Recent years have seen a growing trend to integrate spatial analysis and geovisual analytics inside Geoportals.Researchers could use the Geoportal to conduct basic analysis without offline processing.In practice,domain-specific analysis often requires researchers to integrate heterogeneous data sources,leverage new statistical models,or build their own customized models.These tasks are increasingly being tackled with open source tools in programming languages such as Python or R.However,it is unrealistic to incorporate the numerous open source tools in a Geoportal platform for data processing and analysis.This work provides an exploratory effort to bridge Geoportals and open source tools through Python scripting.The Geoportal demonstrated in this work is the Urban and Regional Explorer for China studies.A python package is provided to manipulate this platform in the local programming environment.The server side of the Geoportal implements a set of service endpoints that allows the package to upload,transform,and process user data and seamlessly integrate them into the existing datasets.A case study is provided that illustrated the use of this package to conduct integrated analyses of search engine data and baseline census data.This work attempts a new direction in Geoportal development,which could further promote the transformation of Geoportals into online analytical workbenches. 展开更多
关键词 GEOPORTAL open source Python web GIS spatial analysis
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