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Utilization of Open Source Spatial Data for Landslide Susceptibility Mapping at Chittagong District of Bangladesh—An Appraisal for Disaster Risk Reduction and Mitigation Approach
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作者 Md. Ashraful Islam Sanzida Murshed +4 位作者 S. M. Mainul Kabir Atikul Haque Farazi Md. Yousuf Gazi Israt Jahan Syed Humayun Akhter 《International Journal of Geosciences》 2017年第4期577-598,共22页
Since creation of spatial data is a costly and time consuming process, researchers, in this domain, in most of the cases rely on open source spatial attributes for their specific purpose. Likewise, the present researc... Since creation of spatial data is a costly and time consuming process, researchers, in this domain, in most of the cases rely on open source spatial attributes for their specific purpose. Likewise, the present research aims at mapping landslide susceptibility at the metropolitan area of Chittagong district of Bangladesh utilizing obtainable open source spatial data from various web portals. In this regard, we targeted a study region where rainfall induced landslides reportedly causes causalities as well as property damage each year. In this study, however, we employed multi-criteria evaluation (MCE) technique i.e., heuristic, a knowledge driven approach based on expert opinions from various discipline for landslide susceptibility mapping combining nine causative factors—geomorphology, geology, land use/land cover (LULC), slope, aspect, plan curvature, drainage distance, relative relief and vegetation in geographic information system (GIS) environment. The final susceptibility map was devised into five hazard classes viz., very low, low, moderate, high, and very high, representing 22 km2 (13%), 90 km2 (53%);24 km2 (15%);22 km2 (13%) and 10 km2 (6%) areas respectively. This particular study might be beneficial to the local authorities and other stake-holders, concerned in disaster risk reduction and mitigation activities. Moreover this study can also be advantageous for risk sensitive land use planning in the study area. 展开更多
关键词 Susceptibility Mapping open source Spatial Data Heuristic Model Chittagong METROPOLITAN Area GEOGRAPHIC Information System (GIS) Disaster Risk Reduction
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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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Component-Oriented Reliability Analysis Based on Hierarchical Bayesian Model for an Open Source Software
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作者 Yoshinobu Tamura Hidemitsu Takehara Shigeru Yamada 《American Journal of Operations Research》 2011年第2期25-32,共8页
The successful experience of adopting distributed development models in such open source projects includes GNU/Linux operating system, Apache HTTP server, Android, BusyBox, and so on. The open source project contains ... The successful experience of adopting distributed development models in such open source projects includes GNU/Linux operating system, Apache HTTP server, Android, BusyBox, and so on. The open source project contains special features so-called software composition by which several geographically-dispersed compo-nents are developed in all parts of the world. We propose a method of component-oriented reliability as-sessment based on hierarchical Bayesian model and Markov chain Monte Carlo methods. Especially, we fo-cus on the fault-detection rate for each component reported to the bug tracking system. We can assess the reliability for the whole open source software system by using the confidence interval for each component. Also, we analyze actual software fault-count data to show numerical examples of reliability assessment for OSS. 展开更多
关键词 open source Software Reliability BAYESIAN Model MARKOV CHAIN MONTE Carlo Method
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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 WEBGIS
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Open Source Synthesis and Verification Tool for Fixed-to-Floating and Floating-to-Fixed Points Conversions
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作者 Semih Aslan Ekram Mohammad Azim Hassan Salamy 《Circuits and Systems》 2016年第11期3874-3885,共12页
An open source high level synthesis fixed-to-floating and floating-to-fixed conversion tool is presented for embedded design, communication systems, and signal processing applications. Many systems use a fixed point n... An open source high level synthesis fixed-to-floating and floating-to-fixed conversion tool is presented for embedded design, communication systems, and signal processing applications. Many systems use a fixed point number system. Fixed point numbers often need to be converted to floating point numbers for higher accuracy, dynamic range, fixed-length transmission limitations or end user requirements. A similar conversion system is needed to convert floating point numbers to fixed point numbers due to the advantages that fixed point numbers offer when compared with floating point number systems, such as compact hardware, reduced verification time and design effort. The latest embedded and SoC designs use both number systems together to improve accuracy or reduce required hardware in the same design. The proposed open source design and verification tool converts fixed point numbers to floating point numbers, and floating point numbers to fixed point numbers using the IEEE-754 floating point number standard. This open source design tool generates HDL code and its test bench that can be implemented in FPGA and VLSI systems. The design can be compiled and simulated using open source Iverilog/GTKWave and verified using Octave. A high level synthesis tool and GUI are designed using C#. The proposed design tool can increase productivity by reducing the design and verification time, as well as reduce the development cost due to the open source nature of the design tool. The proposed design tool can be used as a standalone block generator or implemented into current designs to improve range, accuracy, and reduce the development cost. The generated design has been implemented on Xilinx FPGAs. 展开更多
关键词 FPGA VLSI RTL Iverilog GTKWave OCTAVE HLS C open source
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Code Reviewer Intelligent Prediction in Open Source Industrial Software Project
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作者 Zhifang Liao Bolin Zhang +2 位作者 Xuechun Huang Song Yu Yan Zhang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第10期687-704,共18页
Currently, open-source software is gradually being integrated into industrial software, while industry protocolsin industrial software are also gradually transferred to open-source community development. Industrial pr... Currently, open-source software is gradually being integrated into industrial software, while industry protocolsin industrial software are also gradually transferred to open-source community development. Industrial protocolstandardization organizations are confronted with fragmented and numerous code PR (Pull Request) and informalproposals, and differentworkflowswill lead to increased operating costs. The open-source community maintenanceteam needs software that is more intelligent to guide the identification and classification of these issues. To solvethe above problems, this paper proposes a PR review prediction model based on multi-dimensional features. Weextract 43 features of PR and divide them into five dimensions: contributor, reviewer, software project, PR, andsocial network of developers. The model integrates the above five-dimensional features, and a prediction model isbuilt based on a Random Forest Classifier to predict the review results of PR. On the other hand, to improve thequality of rejected PRs, we focus on problems raised in the review process and review comments of similar PRs.Wepropose a PR revision recommendation model based on the PR review knowledge graph. Entity information andrelationships between entities are extracted from text and code information of PRs, historical review comments,and related issues. PR revisions will be recommended to code contributors by graph-based similarity calculation.The experimental results illustrate that the above twomodels are effective and robust in PR review result predictionand PR revision recommendation. 展开更多
关键词 open source software pull request random forest knowledge graph
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Social Computing in Open Source Community:A Study of Software Reuse
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作者 Mengwen Chen Tao Wang +3 位作者 Cheng Yang Qiang Fan Gang Yin Huaimin Wang 《国际计算机前沿大会会议论文集》 2016年第1期159-161,共3页
Software projects are not developed in isolation but often build upon other open source resources. These projects form a kind of reference ecosystem regarded as a software world. Most of social computing works focus o... Software projects are not developed in isolation but often build upon other open source resources. These projects form a kind of reference ecosystem regarded as a software world. Most of social computing works focus on social networks such as Facebook and weibo to mine information. However, few previous works analyze Open Source Community which could help developers conduct collaborative development. In this paper, we model the Java reference ecosystem as a network based on the reuse relationships of GitHub-hosted Java projects and analyze the characteristics and the patterns of this reference ecosystem by using community detection and pattern discovery algorithms. Our study indicates that (1) Developers prefer to reuse software limited in only a small part of projects with cross cutting functionality or advanced applications. (2) Developers usually select software reused with similar function widely depending on different requirements, resulting to different patterns. Based on these collective intelligence, our study opens up several possible future directions of reuse recommendation,which are considered as guidance of collaborative development. 展开更多
关键词 SOCIAL COMPUTING open source software REUSE RELATIONSHIP CHARACTERISTIC and PATTERN
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Artificial Intelligence Integration with Energy Sources (Renewable and Non-renewable) 被引量:1
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作者 Bahman Zohuri Farahnaz Behgounia Ziba Zibandeh Nezam 《Journal of Energy and Power Engineering》 2020年第6期193-210,共18页
In the past decade or so,AI(artificial intelligence)technology has been growing with such a mesmerizing speed that today its presence in almost any industry that deals with any huge sheer volume of data is taking adva... In the past decade or so,AI(artificial intelligence)technology has been growing with such a mesmerizing speed that today its presence in almost any industry that deals with any huge sheer volume of data is taking advantage of AI by integrating it into their day-to-day operation.Meanwhile,seven billion people worldwide shape the world’s energy system and directly impact the fundamental drivers of energy,both renewable and non-renewable sources,to meet the demand for electricity from them.These energy sources can be reached from nature such as solar,wind,etc.,and human-made such as NPPs(nuclear power plants)in the form of either fission as an old technology since the Manhattan project and in the near future as fusion in the form of magnetic or inertial confinements.Meanwhile,AI controlling nuclear reactors are about to happen.The basic idea is to apply AI with its two subset components as ML(machine learning),and DL(deep learning)techniques to go through the mountains of data that come from a reactor,spot patterns in it,and calling them to the unit’s human attention operators is not invadable either.Designers of such nuclear reactors will combine simulation and real-world data,comparing scenarios from each to develop“confidence[in]what they can predict and what is the range of uncertainty of their prediction”.Adding that,in the end,the operator will make the final decisions in order to keep these power plants safe while they are in operation and how to secure them against cyber-attack natural or human-made disasters.In this short communication article,we would like to see how we can prove some of these concepts;then a NPP manufacturer can pick it up and use it in their designs of a new generation of these reactors. 展开更多
关键词 AI ML DL RENEWABLE and nonrenewable source of energy fusion and FISSION reactors SMRs (small modular reactors) and generation four system IoT (internet of things) dynamic site RETURN on INVESTMENT total cost of OWNERSHIP
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Integrated Open Source Design for Architecture in High-Density Housing Practice
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作者 Yan Gao Xin Guo +1 位作者 Tiantian Lo Qiang Chang 《Journal of Civil Engineering and Architecture》 2015年第9期1085-1098,共14页
High-density housing can be interpreted as collections of individual units, which inevitably results in the dilemma between the global standardization designed by architects and local customization implemented by user... High-density housing can be interpreted as collections of individual units, which inevitably results in the dilemma between the global standardization designed by architects and local customization implemented by users. However, it is impossible to reflect the users' various needs in the conceptual design stage for high-density housing because of the economic, industrial and time constrains. In response to this challenge, this research paper outlines a different high-density housing design approach that can adopt users' individual customization in the conceptual design stage during the housing design practice. Hence, the design process would be an open-ended evolutionary and transparent process rather than deterministic executions as we have now in most high-density cities, such as Hong Kong. In order to overcome the deficiency in addressing future uncertainties of different users and address the issues of one-off developments without iterating users' feedback in the housing practice, this essay proposes IOSDA (integrated open source design for architecture) for the design practice of high-density housing, through collective data and parametric connectivity between users and architects. IOSDA reflects a different design attitude towards the future, i.e., to shift from architects' heroic prediction of the future to collective engagement of the present with more robust capacities for new possibilities. 展开更多
关键词 open source architecture high density urban transformation plug-in infrastructure smart BIM iterative design parametric crowd network thinking.
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A Scalable Architecture for Network Traffic Monitoring and Analysis Using Free Open Source Software
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作者 Olatunde ABIONA Temitope ALADESANMI +5 位作者 Clement ONIME Adeniran OLUWARANTI Ayodeji OLUWATOPE Olakanmi ADEWARA Tricha ANJALI Lawrence KEHINDE 《International Journal of Communications, Network and System Sciences》 2009年第6期528-539,共12页
The lack of current network dynamics studies that evaluate the effects of new application and protocol deployment or long-term studies that observe the effect of incremental changes on the Internet, and the change in ... The lack of current network dynamics studies that evaluate the effects of new application and protocol deployment or long-term studies that observe the effect of incremental changes on the Internet, and the change in the overall stability of the Internet under various conditions and threats has made network monitoring challenging. A good understanding of the nature and type of network traffic is the key to solving congestion problems. In this paper we describe the architecture and implementation of a scalable network traffic moni-toring and analysis system. The gigabit interface on the monitoring system was configured to capture network traffic and the Multi Router Traffic Grapher (MRTG) and Webalizer produces graphical and detailed traffic analysis. This system is in use at the Obafemi Awolowo University, IleIfe, Nigeria;we describe how this system can be replicated in another environment. 展开更多
关键词 SCALABLE Network Monitoring TRAFFIC ANALYSIS Web LOG ANALYSIS open source
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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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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 source GUIDE open
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2023:A year of accomplishments for the 13 Science Citation Index Expanded-and Emerging Sources Citation Index-indexed Baishideng journals 被引量:1
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作者 Jin-Lei Wang Jia-Ping Yan +22 位作者 Jia-Ru Fan Xiang Li Xu Guo Jia-Wei Li Yun-Xiaojian Wu Jing-Jie Wang Yu-Lu Chen Li Li Cong Lin Xin-Liang Qu Ji-Hong Liu Yan-Liang Zhang Ying-Yi Yuan Hua-Ge Yu Yu-Xi Chen Yi-Xuan Cai Xiang-Di Zhang Si Zhao Zi-Hang Xu Li Ma Na Ma Diao-Mei Guo Lian-Sheng Ma 《World Journal of Gastroenterology》 SCIE CAS 2024年第1期9-16,共8页
In 2023,Baishideng Publishing Group(Baishideng)routinely published 47 openaccess journals,including 46 English-language journals and 1 Chinese-language journal.Our successes were accomplished through the collective de... In 2023,Baishideng Publishing Group(Baishideng)routinely published 47 openaccess journals,including 46 English-language journals and 1 Chinese-language journal.Our successes were accomplished through the collective dedicated efforts of Baishideng staffs,Editorial Board Members,and Peer Reviewers.Among these 47 Baishideng journals,7 are included in the Science Citation Index Expanded(SCIE)and 6 in the Emerging Sources Citation Index(ESCI).With the support of Baishideng authors,company staffs,Editorial Board Members,and Peer Reviewers,the publication work of 2023 is about to be successfully completed.This editorial summarizes the 2023 activities and accomplishments of the 13 SCIEand ESCI-indexed Baishideng journals,outlines the Baishideng publishing policy changes and additions made this year,and highlights the unique advantages of Baishideng journals. 展开更多
关键词 Baishideng Publishing Group Journal Impact Factor open access Policy changes Policy additions Unique advantages Anxiety disorders Colorectal cancer Inflammatory bowel disease Hepatocellular carcinoma Gut microbes Atrial fibrillation
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Software Metric Analysis of Open-Source Business Software
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作者 Charles W. Butler 《Journal of Software Engineering and Applications》 2023年第5期144-153,共10页
Over the past decade, open-source software use has grown. Today, many companies including Google, Microsoft, Meta, RedHat, MongoDB, and Apache are major participants of open-source contributions. With the increased us... Over the past decade, open-source software use has grown. Today, many companies including Google, Microsoft, Meta, RedHat, MongoDB, and Apache are major participants of open-source contributions. With the increased use of open-source software or integration of open-source software into custom-developed software, the quality of this software component increases in importance. This study examined a sample of open-source applications from GitHub. Static software analytics were conducted, and each application was classified for its risk level. In the analyzed applications, it was found that 90% of the applications were classified as low risk or moderate low risk indicating a high level of quality for open-source applications. 展开更多
关键词 open-source Software Software Quality Software Risks Cyclomatic Complexity Essential Complexity Module Design Complexity Design Complexity Integration Complexity Local Data Complexity Public Global Data Complexity Parameter Data Complexity Risk Score Risk Classification
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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 IT
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Temporal Patterns of Software Evolution Defects: A Comparative Analysis of Open Source and Closed Source Projects
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作者 Uzma Raja Joanne Elaine Hale David Peter Hale 《Journal of Software Engineering and Applications》 2011年第8期497-511,共15页
This study examines temporal patterns of software systems defects using the Autoregressive Integrated Moving Average (ARIMA) approach. Defect reports from ten software application projects are analyzed;five of these p... This study examines temporal patterns of software systems defects using the Autoregressive Integrated Moving Average (ARIMA) approach. Defect reports from ten software application projects are analyzed;five of these projects are open source and five are closed source from two software vendors. Across all sampled projects, the ARIMA time series modeling technique provides accurate estimates of reported defects during software maintenance, with organizationally dependent parameterization. In contrast to causal models that require extraction of source-code level metrics, this approach is based on readily available defect report data and is less computation intensive. This approach can be used to improve software maintenance and evolution resource allocation decisions and to identify outlier projects—that is, to provide evidence of unexpected defect reporting patterns that may indicate troubled projects. 展开更多
关键词 open source SOFTWARE SOFTWARE DEFECTS SOFTWARE Maintenance Time Series Analysis
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Open Source
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作者 叶亮 《程序员》 2007年第6期15-15,共1页
Adobe刚刚宣布Flex的开源计划——采用Mozilla公共许可证(Mozilla Public License)开放整个Flex SDK,包括编程语言MXML和Action Script、Flex框架以及用Java编写的编译器和调试器;但开源的产品之中并不包含Flex数据服务(Flex Data ... Adobe刚刚宣布Flex的开源计划——采用Mozilla公共许可证(Mozilla Public License)开放整个Flex SDK,包括编程语言MXML和Action Script、Flex框架以及用Java编写的编译器和调试器;但开源的产品之中并不包含Flex数据服务(Flex Data Services)和Flex Builder IDE。 展开更多
关键词 source open MOZILLA BUILDER FLEX Public SCRIPT ADOBE
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New application of open source data and Rock Engineering System for debris flow susceptibility analysis
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作者 Sabrina BONETTO Pietro MOSCA +1 位作者 Federico VAGNON Davide VIANELLO 《Journal of Mountain Science》 SCIE CSCD 2021年第12期3200-3217,共18页
This research describes a quantitative,rapid,and low-cost methodology for debris flow susceptibility evaluation at the basin scale using open-access data and geodatabases.The proposed approach can aid decision makers ... This research describes a quantitative,rapid,and low-cost methodology for debris flow susceptibility evaluation at the basin scale using open-access data and geodatabases.The proposed approach can aid decision makers in land management and territorial planning,by first screening for areas with a higher debris flow susceptibility.Five environmental predisposing factors,namely,bedrock lithology,fracture network,quaternary deposits,slope inclination,and hydrographic network,were selected as independent parameters and their mutual interactions were described and quantified using the Rock Engineering System(RES)methodology.For each parameter,specific indexes were proposed,aiming to provide a final synthetic and representative index of debris flow susceptibility at the basin scale.The methodology was tested in four basins located in the Upper Susa Valley(NW Italian Alps)where debris flow events are the predominant natural hazard.The proposed matrix can represent a useful standardized tool,universally applicable,since it is independent of type and characteristic of the basin. 展开更多
关键词 Debris flow Interaction matrix Rock Engineering System(RES) Susceptibility analysis open source data Debris flow predisposing factors
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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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