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2019 Federated Conference on Computer Science and Information Systems (FedCSIS)最新文献

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Towards fully Decentralized Multi-Objective Energy Scheduling 面向完全分散的多目标能量调度
Jörg Bremer, S. Lehnhoff
Future demand for managing a huge number of individually operating small and often volatile energy resources within the smart grid is preponderantly answered by involving decentralized orchestration methods for planning and scheduling. Many plaiming and scheduling problems are of a multi-objective nature. For the single-objective case - e.g. predictive scheduling with the goal of jointly resembling a wanted target schedule -fully decentralized algorithms with self-organizing agents exist. We extend this paradigm towards fully decentralized agent-based multi-objective scheduling for energy resources e.g. in virtual power plants for which special local constraint-handling techniques are needed. We integrate algorithmic elements from the well-known S-metric selection evolutionary multi-objective algorithm into a gossiping-based combinatorial optimization heuristic that works with agents for the single-objective case and derive a number of challenges that have to be solved for fully decentralized multi-objective optimization. We present a first solution approach based on the combinatorial optimization heuristics for agents and demonstrate viability and applicability in several simulation scenarios.
未来对管理智能电网中大量单独运行的小型且经常不稳定的能源资源的需求,主要是通过涉及分散的编排方法来规划和调度。许多索赔和调度问题具有多目标性质。对于单目标情况-例如,以联合目标调度为目标的预测调度-存在具有自组织代理的完全分散算法。我们将这种模式扩展到完全分散的基于智能体的能源资源多目标调度,例如在需要特殊局部约束处理技术的虚拟发电厂中。我们将著名的S-metric选择进化多目标算法中的算法元素集成到基于八卦的组合优化启发式算法中,该启发式算法与单目标情况下的代理一起工作,并推导出许多必须解决的挑战,以实现完全分散的多目标优化。我们提出了基于智能体组合优化启发式的第一种解决方法,并在几个模拟场景中证明了可行性和适用性。
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引用次数: 1
An Efficient Exhaustive Search for the Discretizable Distance Geometry Problem with Interval Data 区间数据可离散距离几何问题的高效穷举搜索
A. Mucherino, Jung-Hsin Lin
The Distance Geometry Problem (DGP) asks whether a simple weighted undirected graph can be realized in a given space (generally Euclidean) so that a given set of distance constraints (associated to the edges of the graph) is satisfied. The Discretizable DGP (DDGP) represents a subclass of instances where the search space can be reduced to a discrete domain having the structure of a tree. In the ideal case where all distances are precise, the tree is binary and one singleton, representing one possible position for a vertex of the graph, is associated to every tree node. When the distance information is however not precise, the uncertainty on the distance values implies that a three-dimensional region of the search space needs to be assigned to some nodes of the tree. By using a recently proposed coarse-grained representation for DDGP solutions, we extend in this work the branch-and-prune (BP) algorithm so that it can efficiently perform an exhaustive search of the search domain, even when the uncertainty on the distances is important. Instead of associating singletons to nodes, we consider a pair consisting of a box and of a most-likely position for the vertex in this box. Initial estimations of the vertex positions in every box can be subsequently refined by using local optimization. The aim of this paper is two-fold: (i) we propose a new simple method for the computation of the three-dimensional boxes to be associated to the nodes of the search tree; (ii) we introduce the resolution parameter ρ, with the aim of controling the similarity between pairs of solutions in the solution set. Some initial computational experiments show that our algorithm extension, differently from previously proposed variants of the BP algorithm, is actually able to terminate the enumeration of the solution set by providing solutions that dilrer from one another accordingly to the given resolution parameter.
距离几何问题(Distance Geometry Problem, DGP)是一个简单的加权无向图是否可以在给定的空间(通常是欧几里得空间)中实现,从而满足给定的一组距离约束(与图的边缘相关)。离散化DGP (DDGP)表示实例的子类,其中搜索空间可以简化为具有树结构的离散域。在理想的情况下,所有的距离都是精确的,树是二叉树,一个单例,表示图顶点的一个可能位置,与每个树节点相关联。然而,当距离信息不精确时,距离值的不确定性意味着需要将搜索空间的三维区域分配给树的某些节点。通过使用最近提出的DDGP解的粗粒度表示,我们在这项工作中扩展了分支和修剪(BP)算法,以便它可以有效地执行搜索域的穷举搜索,即使距离的不确定性很重要。我们不将单例与节点关联,而是考虑一个由框和该框中最可能的顶点位置组成的对。每个方框中顶点位置的初始估计随后可以使用局部优化来改进。本文的目的有两个:(i)我们提出了一种新的计算与搜索树节点相关联的三维盒子的简单方法;(ii)我们引入了分辨率参数ρ,目的是控制解集中解对之间的相似性。一些初步的计算实验表明,与之前提出的BP算法的变体不同,我们的算法扩展实际上能够通过提供与给定分辨率参数相对应的解来终止解集的枚举。
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引用次数: 4
Using Blockchain to Access Cloud Services: A Case of Financial Service Application 使用区块链访问云服务:一个金融服务应用案例
Min-Han Tseng, S. Chang, Tzu-Yin Kuo
Most cloud providers use centralized servers to manage data. However, centralized servers still suffer the risks of single point of failure and data theft. We add a blockchain to the cloud service and propose a new architecture to manage data. Using blockchain as a connector to utilize the tamperproof, traceable, and data-sharing features of the blockchain to ensure that the transaction data are properly stored in each node. We use the stock simulation trading service to extend and divide the research design into two levels, namely, system and application services. First, we directly write the data into the blockchain. Second, we alternatively store the data in the cloud and then write it into the blockchain. Finally, the two versions are compared and analyzed to investigate their feasibility and performance. At the application service, we implement the smart contract for the existing stock transaction process to achieve real-time settlement.
大多数云提供商使用集中式服务器来管理数据。然而,集中式服务器仍然面临单点故障和数据被盗的风险。我们在云服务中添加了区块链,并提出了一种新的架构来管理数据。使用区块链作为连接器,利用区块链的防篡改、可追踪和数据共享特性,确保交易数据正确存储在每个节点中。我们利用股票模拟交易服务进行扩展,并将研究设计分为系统服务和应用服务两个层面。首先,我们直接将数据写入区块链。其次,我们可以选择将数据存储在云中,然后将其写入区块链。最后,对两个版本进行了比较分析,以考察其可行性和性能。在应用服务上,我们对现有的股票交易流程实施智能合约,实现实时结算。
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引用次数: 6
Identification of Heuristics for Assessing the Usability of Websites of Public Administration Units 公共行政单位网站可用性评估的启发式识别
Helena Dudycz, Lukasz Krawiec
A very important aspect of modern websites is their usability. Thanks to modern, and constantly developing technologies it is possible to create user-friendly services for each user. The usefulness of online services may be considered in terms of their functionality, clarity, and accessibility. It is particularly important that these criteria are met by public administration websites. The aim of this paper is to present the most common usability errors identified on the websites of public administration units as well as to indicate the links between particular types of problems and traditional heuristics of Jakob Nielsen. The survey was conducted by evaluating the websites of the Public Information Bulletin in Poland (BIP, which stands for “Biuletyn Informacji Publicznej”), which are supposed to provide universal access to public information by the citizens of the country. A heuristic method (based on J. Nielsen’s heuristics) was used to evaluate 60 websites. The errors obtained were grouped into 14 categories. Each of the error groups was assessed by an expert in terms of its importance for the overall assessment of the website’s usefulness. The analysis of relations between the identified categories of errors and heuristics of Jakob Nielsen indicates a need for specifying heuristics in the context of evaluating the usability and availability of public administration websites.
现代网站的一个非常重要的方面是可用性。由于现代和不断发展的技术,有可能为每个用户创建用户友好的服务。在线服务的有用性可以根据其功能、清晰度和可访问性来考虑。特别重要的是,公共行政网站必须符合这些标准。本文的目的是介绍公共行政单位网站上最常见的可用性错误,并指出特定类型的问题与Jakob Nielsen的传统启发式之间的联系。这项调查是通过评估波兰公共信息公报(BIP,即“Biuletyn Informacji Publicznej”)的网站进行的,这些网站本应为该国公民提供普遍获取公共信息的途径。采用启发式方法(基于J. Nielsen’s heuristics)对60个网站进行评价。得到的误差分为14类。每个错误组都由专家根据其对网站有用性的总体评估的重要性进行评估。对Jakob Nielsen的错误分类与启发式方法之间关系的分析表明,在评估公共行政网站的可用性和可用性的背景下,需要指定启发式方法。
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引用次数: 4
Palmprint Recognition Based on Convolutional Neural Network-Alexnet 基于卷积神经网络的掌纹识别
Weiyong Gong, Xinman Zhang, Bohua Deng, Xuebin Xu
In the classic algorithm, palmprint recognition requires extraction of palmprint features before classification and recognition, which will affect the recognition rate. To solve this problem, this paper uses the convolutional neural network (CNN) structure Alexnet to realize palmprint recognition. First, according to the characteristics of the geometric shape of palmprint, the ROI area of palmprint was cut out. Then the ROI area after processing is taken as input of convolutional neural network. Next the PRelu activation function is used to train the network to select the best learning rate and super parameters. Finally, the palmprint was classified and identified. The method was applied to PolyU Multi-Spectral Palmprint Image Database and PolyU 2D+3D Palmprint Database, and the recognition rate of a single spectrum was up to 99.99%.
在经典的掌纹识别算法中,掌纹识别需要在分类识别之前提取掌纹特征,这将影响识别率。为了解决这一问题,本文采用卷积神经网络(CNN)结构Alexnet实现掌纹识别。首先,根据掌纹的几何形状特征,对掌纹的ROI区域进行裁剪;然后将处理后的ROI区域作为卷积神经网络的输入。然后利用PRelu激活函数对网络进行训练,选择最佳学习率和超参数。最后对掌纹进行分类和识别。将该方法应用于PolyU多光谱掌纹图像数据库和PolyU 2D+3D掌纹数据库,单光谱识别率高达99.99%。
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引用次数: 10
A GIS Data Realistic Road Generation Approach for Traffic Simulation 一种用于交通模拟的GIS数据逼真道路生成方法
Yacine Amara, Abdenour Amamra, Yasmine Daheur, Lamia Saichi
Road networks exist in the form of polylines with attributes within the GIS databases. Such a representation renders the geographic data impracticable for 3D road traffic simulation. In this work, we propose a method to transform raw GIS data into a realistic, operational model for real-time road traffic simulation. For instance, the proposed raw to simulation ready data transformation is achieved through several curvature estimation, interpolation/approximation, and clustering schemes. The obtained results show the performance of our approach and prove its adequacy to real traffic simulation scenario as can be seen in this video1.
道路网以折线的形式存在,具有GIS数据库中的属性。这种表示方式使得地理数据无法用于三维道路交通模拟。在这项工作中,我们提出了一种将原始GIS数据转换为实时道路交通模拟的现实操作模型的方法。例如,通过几种曲率估计、插值/近似和聚类方案实现了原始数据到仿真就绪数据的转换。所获得的结果表明了我们的方法的性能,并证明了其对真实交通模拟场景的充分性,可以从这个视频中看到1。
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引用次数: 4
On the Agile Mindset of an Effective Team – An Industrial Opinion Survey 关于高效团队的敏捷思维——一项行业意见调查
J. Miler, Paulina Gaida
In this paper we present the results of an opinion survey among 52 agile practitioners who evaluated the importance of 26 selected elements of the agile mindset to the effectiveness of an agile team. In total, we have identified 70 unique agile mindset elements based on 11 literature sources and 5 interviews with industry experts. 7 elements belonged to the “support for business goals” category, 20 to the “relationships within the team” category, 24 to the “individual features” category, and 19 to the “organization of work” category. Our survey shows the relative importance of the selected 26 agile mindset elements according to our respondents which is not fully consistent with the principles behind the Agile Manifesto.
在本文中,我们展示了52位敏捷实践者的意见调查结果,他们评估了敏捷思维中26个选定元素对敏捷团队有效性的重要性。根据11个文献来源和5次对行业专家的采访,我们总共确定了70个独特的敏捷思维元素。7个元素属于“对业务目标的支持”类别,20个元素属于“团队内部的关系”类别,24个元素属于“个人功能”类别,19个元素属于“工作组织”类别。我们的调查显示,根据我们的受访者,所选择的26个敏捷思维元素的相对重要性与敏捷宣言背后的原则并不完全一致。
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引用次数: 19
Greedy Incremental Support Vector Regression 贪婪增量支持向量回归
D. Ruta, Ling Cen, Q. Vu
Support Vector Regression (SVR) is a powerful supervised machine learning model especially well suited to the normalized or binarized data. However, its quadratic complexity in the number of training examples eliminates it from training on large datasets, especially high dimensional with frequent retraining requirement. We propose a simple two-stage greedy selection of training data for SVR to maximize its validation set accuracy at the minimum number of training examples and illustrate the performance of such strategy in the context of Clash Royale Challenge 2019, concerned with efficient decks’ win rate prediction. Hundreds of thousands of labelled data examples were reduced to hundreds, optimized SVR was trained on to maximize the validation R2 score. The proposed model scored the first place in the Cash Royale 2019 challenge, outperforming over hundred of competitive teams from around the world.
支持向量回归(SVR)是一种功能强大的监督机器学习模型,特别适合于规范化或二值化的数据。然而,它在训练样例数量上的二次复杂度使其无法在大型数据集上进行训练,特别是在高维且需要频繁再训练的情况下。我们提出了一种简单的两阶段贪婪选择SVR训练数据的方法,以在最少的训练样本数量下最大化其验证集的准确性,并在《Clash Royale Challenge 2019》的背景下说明了这种策略的性能,涉及有效的套牌胜率预测。将数十万个标记数据示例减少到数百个,对优化的SVR进行训练以最大化验证R2分数。该模型在2019年皇家现金挑战赛中获得了第一名,超过了来自世界各地的数百个竞争团队。
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引用次数: 8
Motivations for BPM Adoption: Initial Taxonomy based on Online Success Stories 采用BPM的动机:基于在线成功案例的初步分类
Renata Gabryelczyk, Aneta Biernikowicz
The main aim of this research in progress is to develop an initial taxonomy of motivations underlying BPM (Business Process Management) adoption in organizations. This initial study is based on the analysis of 75 customer cases and success stories published on-line by BPM system vendors and BPM consulting companies. We used the mixed conceptual/empirical approach to taxonomy development basing the empirical analysis on descriptive data-coding canon. As the result of our research we present an initial taxonomy of the motivations for the adoption and use of BPM that consists of three dimensions: the organizational scope of a BPM initiative (enterprise-wide, process-focused or task oriented); presence (or not) of the information technology component; and, the importance of external versus internal drivers motivating a BPM initiative. Proposed initial taxonomy will be developed in further research and will serve to link the motivation to change with the expected benefits of BPM adoption.
正在进行的这项研究的主要目的是开发组织中采用BPM(业务流程管理)的动机的初步分类。这项初步研究是基于对BPM系统供应商和BPM咨询公司在线发布的75个客户案例和成功案例的分析。在对描述性数据编码规范进行实证分析的基础上,采用概念/经验混合方法进行分类法开发。作为我们研究的结果,我们提出了采用和使用BPM的动机的初步分类,它由三个维度组成:BPM计划的组织范围(企业范围、以流程为中心或面向任务);是否存在信息技术组件;以及外部驱动因素与内部驱动因素对BPM活动的重要性。建议的初始分类法将在进一步的研究中开发,并将用于将更改的动机与采用BPM的预期好处联系起来。
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引用次数: 1
Exploring Levels of ICT Adoption and Sustainable Development - The Case of Polish Enterprises 探索信息通信技术采用和可持续发展的水平-以波兰企业为例
E. Ziemba
This study is a part research on the effect of information and communication technologies (ICT) adoption on sustainable development in the enterprises’ context [1][3]. Its main purpose is to identify parameters stimulating the progress of ICT adoption and sustainable development and assess the two constructs based on these parameters. The identified parameters of ICT adoption are grouped into four categories i.e., ICT outlay, information culture, ICT management, and ICT quality, whereas the parameters of sustainable development are classified into ecological, economic, sociocultural, and political sustainability categories. This study employs a quantitative approach and descriptive statistics are employed to evaluate the levels of ICT adoption and sustainable development. The survey questionnaire was used and data collected from 394 enterprises were analyzed. The research findings reveal that digital and socio-cultural competences of employees and managers, financial capabilities ensuring ICT projects as well as law regulations associated with ICT adoption, and information security were at the highest level within enterprises. However, the lowest level was specific for BI and ERP system adoption as well as the adoption of latest management concepts and the exploitation of synergies between national ICT projects and own ones. Moreover, the improvement of efficiency and effectiveness of customer services, better and more efficient organization of work, the enhancement of customer satisfaction and loyalty and the acquirement of new customers and markets were at the highest level within enterprises. However, the lowest level was specific for enterprises’ participation in the democratic public decision-making as well as energy savings and environmental protection. This study advances ongoing research on ICT adoption and sustainable development by exploring parameters which can be used to describe and assess the levels of ICT adoption and sustainable development in the context of enterprises. Moreover, these parameters help clarify areas that need further improvement and stimulate the progress of ICT adoption and sustainable development.
本研究是关于企业背景下信息通信技术(ICT)采用对可持续发展影响的部分研究。其主要目的是确定促进信息通信技术采用和可持续发展进展的参数,并根据这些参数评估这两个结构。信息通信技术采用的确定参数分为四类,即信息通信技术支出、信息文化、信息通信技术管理和信息通信技术质量,而可持续发展的参数分为生态、经济、社会文化和政治可持续性类别。本研究采用定量方法和描述性统计来评估ICT采用和可持续发展的水平。采用问卷调查法,对394家企业的数据进行分析。研究结果显示,员工和管理人员的数字和社会文化能力、确保ICT项目的财务能力以及与ICT采用相关的法律法规和信息安全处于企业内部的最高水平。然而,最低水平是专门针对BI和ERP系统的采用,以及采用最新的管理理念和利用国家ICT项目与自己的项目之间的协同作用。此外,提高客户服务的效率和效果,更好和更有效地组织工作,提高客户满意度和忠诚度,获得新的客户和市场是企业内部的最高水平。而企业参与民主公共决策和节能环保则处于最低水平。本研究通过探索可用于描述和评估企业背景下ICT采用和可持续发展水平的参数,推进了正在进行的关于ICT采用和可持续发展的研究。此外,这些参数有助于明确需要进一步改进的领域,并促进信息通信技术采用和可持续发展的进展。
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引用次数: 5
期刊
2019 Federated Conference on Computer Science and Information Systems (FedCSIS)
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