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2018 IEEE 3rd International Workshops on Foundations and Applications of Self* Systems (FAS*W)最新文献

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A Concept for Proactive Knowledge Construction in Self-Learning Autonomous Systems 自主学习自治系统中主动知识建构的概念
Anthony Stein, Sven Tomforde, A. Diaconescu, J. Hähner, C. Müller-Schloer
The research initiative of self-improving and self-integrating systems (SISSY) emerged as response to the dramatically increasing complexity in information and communication technology. Such systems' ability of autonomous online learning has been identified as a key enabler for SISSY as well as for the broader field of self-adaptive and self-organizing (SASO) systems, since it provides the technical basis for dealing with the inherent dynamics of non-stationary environments that continually challenge these systems with unforeseen situations, disturbances, and changing goals. However, the learning progress is guided by the experiences in terms of situations the system has been exposed to so far – this reactive learning strategy naturally results in missing or inappropriate knowledge. In this paper, we define a formal system model and formulate an abstract learning task for SISSY systems. We further introduce the notion of knowledge and knowledge gaps to subsequently present a novel concept to automatically assess a system's existing knowledge base and, consequently, to proactively acquire knowledge to prepare SISSY/SASO systems for coping with disturbances and other changes that occur at runtime. By the proposed a priori construction of knowledge, we pursue the overall goal to increase the robustness as well as the learning efficiency of self-learning autonomous systems. Endowing these systems with the ability of identifying regions in their knowledge base that are not appropriately covered, strengthens their self-awareness property.
自完善和自集成系统(SISSY)的研究倡议是为了应对信息通信技术急剧增加的复杂性而出现的。这种系统自主在线学习的能力已被确定为SISSY以及更广泛的自适应和自组织(SASO)系统领域的关键推动因素,因为它为处理非固定环境的固有动态提供了技术基础,这些环境不断挑战这些系统的不可预见的情况、干扰和不断变化的目标。然而,学习过程是由系统迄今为止所接触到的情况下的经验来指导的——这种被动的学习策略自然会导致知识的缺失或不适当。本文为SISSY系统定义了形式化的系统模型,并提出了一个抽象的学习任务。我们进一步介绍了知识和知识差距的概念,随后提出了一个新的概念,以自动评估系统的现有知识库,从而主动获取知识,为SISSY/SASO系统做好准备,以应对运行时发生的干扰和其他变化。通过提出先验的知识构造,我们的总体目标是提高自主学习系统的鲁棒性和学习效率。赋予这些系统识别其知识库中未适当覆盖的区域的能力,增强了它们的自我意识属性。
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引用次数: 13
Visions and Challenges in Managing and Preserving Data to Measure Quality of Life 管理和保存数据以衡量生活质量的愿景和挑战
Vero Estrada-Galiñanes, K. Wac
Health-related data analysis plays an important role in self-knowledge, disease prevention, diagnosis, and quality of life assessment. With the advent of data-driven solutions, a myriad of apps and Internet of Things (IoT) devices (wearables, home-medical sensors, etc) facilitates data collection and provide cloud storage with a central administration. More recently, blockchain and other distributed ledgers became available as alternative storage options based on decentralised organisation systems. We bring attention to the human data bleeding problem and argue that neither centralised nor decentralised system organisations are a magic bullet for data-driven innovation if individual, community and societal values are ignored. The motivation for this position paper is to elaborate on strategies to protect privacy as well as to encourage data sharing and support open data without requiring a complex access protocol for researchers. Our main contribution is to outline the design of a self-regulated Open Health Archive (OHA) system with focus on quality of life (QoL) data.
健康相关数据分析在自我认知、疾病预防、诊断和生活质量评估中发挥着重要作用。随着数据驱动解决方案的出现,无数的应用程序和物联网(IoT)设备(可穿戴设备、家庭医疗传感器等)促进了数据收集,并提供了具有中央管理的云存储。最近,区块链和其他分布式账本成为基于分散组织系统的替代存储选项。我们关注人类数据流失问题,并认为,如果忽视个人、社区和社会价值,集中式和分散式系统组织都不是数据驱动型创新的灵丹妙药。这份立场文件的动机是详细阐述保护隐私的策略,以及鼓励数据共享和支持开放数据,而不需要研究人员使用复杂的访问协议。我们的主要贡献是概述了关注生活质量(QoL)数据的自我调节的开放健康档案(OHA)系统的设计。
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引用次数: 6
Self-Improving System Integration - Status and Challenges after Five Years of SISSY 自我完善的系统集成——SISSY五年之后的现状与挑战
K. Bellman, J. Botev, A. Diaconescu, Lukas Esterle, Christian Gruhl, C. Landauer, Peter R. Lewis, Anthony Stein, Sven Tomforde, R. Würtz
The self-improving system integration (SISSY) initiative has emerged in recent years in response to a systems engineering trend towards the organisation of open, interconnected systems integrating a large set of heterogeneous and autonomous subsystems. Based on the idea to equip subsystems with capabilities to assess and maintain their own integration status within the overall system composition, a variety of concepts, techniques, and contributions have been proposed and fruitfully discussed at the particular events of the underlying workshop series. In this article, we summarise and categorise these research efforts and derive a roadmap towards full-scale SISSY systems.
自我改进系统集成(SISSY)倡议近年来出现,以响应系统工程趋向于组织开放、相互连接的系统,集成大量异构和自治子系统的趋势。基于让子系统具备在整个系统组合中评估和维护它们自己的集成状态的能力的想法,各种概念、技术和贡献已经被提出,并在底层研讨会系列的特定事件中进行了富有成果的讨论。在这篇文章中,我们总结和分类了这些研究成果,并得出了一个全面SISSY系统的路线图。
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引用次数: 32
An Aggregate Computing Approach to Self-Stabilizing Leader Election 一种自稳定领导人选举的聚合计算方法
Yuanqiu Mo, J. Beal, S. Dasgupta
Leader election is one of the core coordination problems of distributed systems, and has been addressed in many different ways suitable for different classes of systems. It is unclear, however, whether existing methods will be effective for resilient device coordination in open, complex, networked distributed systems like smart cities, tactical networks, personal networks and the Internet of Things (IoT). Aggregate computing provides a layered approach to developing such systems, in which resilience is provided by a layer comprising a set of adaptive algorithms whose compositions have been shown to cover a large class of coordination activities. In this paper, we show how a feedback interconnection of these basis set algorithms can perform distributed leader election resilient to device topology and position changes. We also characterize a key design parameter that defines some important performance attributes: Too large a value impairs resilience to loss of existing leaders, while too small a value leads to multiple leaders. We characterize the smallest value of this parameter for which the only stationary points have single leaders, and demonstrate resilience of this algorithm through simulations.
Leader选举是分布式系统的核心协调问题之一,针对不同类型的系统有多种不同的解决方法。然而,目前尚不清楚现有的方法是否对开放、复杂、网络化的分布式系统(如智慧城市、战术网络、个人网络和物联网)中的弹性设备协调有效。聚合计算提供了一种分层方法来开发这样的系统,其中弹性是由一组自适应算法组成的层提供的,这些算法的组合已被证明涵盖了大类协调活动。在本文中,我们展示了这些基集算法的反馈互连如何能够执行分布式领导者选举,以适应设备拓扑和位置变化。我们还描述了一个关键的设计参数,该参数定义了一些重要的绩效属性:值太大会损害现有领导者流失的弹性,而值太小则会导致多个领导者。我们描述了该参数的最小值,其中只有平稳点具有单个领导者,并通过仿真证明了该算法的弹性。
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引用次数: 11
Effects of VM Placement Constraints in Heterogeneous Virtual Clusters 异构虚拟集群中虚拟机放置约束的影响
Seontae Kim, Young-ri Choi
Virtualized systems consist of a large number of machines that are configured with different hardware and software, and execute a large number of virtual machines (VMs) for diverse applications. There can be various constraint conditions of placing VMs in such systems due to the concerns on security, availability, performance, etc. However, VM placement constraints can limit the choice of hosts for VMs, affecting the performance of the systems negatively. In this paper, we study constraint-aware VM placement in heterogeneous computing clusters. We first present a model of VM placement constraints that supports all types of constraints between VMs, and between VMs and hosts. Second, we discuss constraint-aware VM placement algorithms which optimize the performance for either energy saving or load balancing. Third, using simulations, we analyze the effects of different types of VM placement constraints on VM placement, and evaluate the performance of the algorithms over various settings. Our extensive simulation results demonstrate that the effects of VM placement constraints vary, depending on the optimization goal, the types of the constraints, and the system configurations.
虚拟系统由大量的机器组成,这些机器配置了不同的硬件和软件,并为不同的应用程序运行大量的虚拟机。由于对安全性、可用性、性能等方面的考虑,在这样的系统中放置vm可能存在各种约束条件。但是,虚拟机放置限制会限制虚拟机的主机选择,从而对系统性能产生负面影响。在本文中,我们研究了异构计算集群中的约束感知VM放置。我们首先提出了一个虚拟机放置约束模型,该模型支持虚拟机之间以及虚拟机和主机之间的所有类型的约束。其次,我们讨论了约束感知的VM放置算法,该算法优化了节能或负载平衡的性能。第三,通过仿真,我们分析了不同类型的VM放置约束对VM放置的影响,并评估了算法在不同设置下的性能。我们广泛的模拟结果表明,虚拟机放置约束的影响是不同的,这取决于优化目标、约束类型和系统配置。
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引用次数: 1
Towards a Pragmatic Approach to Engineer Cognitive, Agent-Oriented, Distributed Applications 面向工程认知、面向智能体、分布式应用的实用方法
M. Burkhardt
Using concepts based on intelligent agents and microservices, several frameworks aim at making development of distributed and concurrent applications easier. Agent oriented programming frameworks are, in general, less popular than the ones dedicated to the development of microservices. Mastering the complexity of distributed and changing environments can be a painstaking challenge. Hence, a pragmatic approach is required to simplify the development of distributed applications. This paper identifies the challenges on this area for further research.
使用基于智能代理和微服务的概念,一些框架旨在使分布式和并发应用程序的开发更容易。一般来说,面向代理的编程框架不如专门用于微服务开发的框架流行。掌握分布式和不断变化的环境的复杂性可能是一项艰苦的挑战。因此,需要一种实用的方法来简化分布式应用程序的开发。本文指出了该领域有待进一步研究的挑战。
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引用次数: 2
SATISFy: Towards a Self-Learning Analyzer for Time Series Forecasting in Self-Improving Systems 满足:一种用于自改进系统时间序列预测的自学习分析器
Christian Krupitzer, Martin Pfannemüller, Jean Kaddour, C. Becker
Self-adaptive systems can adapt their managed resources to reflect changes in their environment or the resources themselves. However, sometimes these systems cannot handle situations due to uncertainty. Self-improvement enables the adaptation of the decision logic of such systems for coping with new situations. Proactive analysis predicts the need for self-improvement as well as reduces the delay for self-adaptation. However, implementing proactive analysis is a complex task which requires developers to analyze different algorithms and parameter combinations for finding the best fitting setting for the given data. This paper addresses this issue by presenting a model for a self-learning analyzer for proactive reasoning based on time series forecasting which can support self-improvement at runtime. We present a prototype implementation of such an analyzer and evaluate its performance for traffic prediction in an adaptive traffic management system.
自适应系统可以调整其管理的资源,以反映其环境或资源本身的变化。然而,由于不确定性,这些系统有时无法处理情况。自我完善使这些系统的决策逻辑能够适应新的情况。主动分析预测自我完善的需要,并减少自我适应的延迟。然而,实现主动分析是一项复杂的任务,它要求开发人员分析不同的算法和参数组合,以找到给定数据的最佳拟合设置。本文通过提出一个基于时间序列预测的主动推理的自学习分析器模型来解决这个问题,该模型可以在运行时支持自我改进。我们提出了这种分析器的原型实现,并评估了其在自适应交通管理系统中用于交通预测的性能。
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引用次数: 8
Improved Reverse Mapping for Controlling Swarms by Visual Demonstration 基于可视化演示的改进逆向映射控制蜂群
K. K. Budhraja, T. Oates
Agent-based modeling is a paradigm of modeling dynamic systems of interacting agents that are individually governed by specified behavioral rules. Training a model of such agents to produce an emergent behavior by specification of the emergent (as opposed to agent) behavior is easier from a demonstration perspective. Without the involvement of manual behavior specification via code or reliance on a defined taxonomy of possible behaviors, the demonstrator specifies spatial motion of the agents over time, and retrieves agent-level parameters required to execute that motion. A framework for reproducing emergent behavior, given an abstract demonstration, is discussed in existing work. Our work extends that framework by refining the data that is aggregated to produce the agent-level parameters that the framework provides to the demonstrator. This is done using pruning and outlier detection based on information that is intrinsic to those data points (their source). Using pruning and outlier detection shows potential to refine the aggregation data to a fraction of its size, while maintaining or potentially improving performance in replication of demonstrations.
基于代理的建模是一种建模由相互作用的代理组成的动态系统的范例,这些代理分别受指定的行为规则控制。从演示的角度来看,通过规范突发(与代理相反)行为来训练此类代理的模型以产生突发行为更容易。无需通过代码进行手动行为规范,也无需依赖已定义的可能行为分类,演示者可以指定代理随时间的空间运动,并检索执行该运动所需的代理级参数。在现有的工作中,讨论了一个抽象的再现突现行为的框架。我们的工作通过细化聚合的数据来扩展框架,生成框架提供给演示者的代理级参数。这是使用基于这些数据点(它们的源)固有信息的修剪和离群值检测来完成的。使用修剪和离群值检测可以将聚合数据细化到其大小的一小部分,同时保持或可能提高演示复制的性能。
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引用次数: 2
MRT-SeAC 2018 Foreword
Sebastian Götz, N. Herbst, N. Bencomo, K. Bellman, Peter R. Lewis, J. C. Moreno, Niklas Karlsson, Lukas Esterle, M. Autili, L. Seinturier, Ta'Id Holmes, A. Filieri, C. Landauer, Mahdi Derakhshanmanesh, M. Tichy, T. Vogel, B. Cheng, Samuel Kounev, H. Giese
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引用次数: 0
A Self-Aware Contract for Decentralized Peer-to-Peer (P2P) Commerce 去中心化点对点(P2P)商务的自我意识契约
Abhishek Dixit, A. Norta
Distributed Ledgers, such as blockchains implement business collaboration processes in the form of smart contracts (SCs). Blockchain technology and smart contracts have received significant attention as they exhibit autonomy, decentralization, trust, and transparency over peer-to-peer networks while moving the assets digitally among peers without a third-party such as lawyers in conventional contracts (CCs). Smart contracts are computerized scripts or protocols that execute contractual clauses when certain pre-defined conditions meet and thereby digitally enforce the negotiation and performance of a contract. Smart contracts, although, being self-executable and self-enforceable, are irreversible once written and lack contractual flexibility in the face of a contingency. A high degree of automation is sought to manifest blockchain enabled smart contracts into the so-called self-aware contracts (SAC) that can be aware of its internal contextual environment and the external environment or real-world events. This Ph.D. work aims to develop the belief-desire-intention (BDI) model based multi-agent system on the top of the blockchain technology-enabled smart contracts to yield the so-called self-aware contracts. This research follows the guidelines of Design Science Research (DSR) methodology.
区块链等分布式账本以智能合约(SCs)的形式实现业务协作流程。区块链技术和智能合约受到了广泛关注,因为它们在点对点网络上表现出自治、去中心化、信任和透明度,同时在没有第三方(如传统合同中的律师)的情况下在同行之间以数字方式移动资产。智能合约是计算机化的脚本或协议,在满足某些预定义条件时执行合同条款,从而以数字方式强制执行合同的谈判和履行。尽管智能合约具有自我执行和自我执行的能力,但一旦写好就不可逆转,并且在面对突发事件时缺乏合同灵活性。寻求高度自动化,以将区块链支持的智能合约体现为所谓的自我意识合约(SAC),可以意识到其内部上下文环境和外部环境或现实世界的事件。本博士工作旨在开发基于信念-愿望-意图(BDI)模型的多智能体系统,该系统基于区块链技术支持的智能合约,以产生所谓的自我意识合约。本研究遵循设计科学研究(DSR)方法论的指导方针。
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引用次数: 3
期刊
2018 IEEE 3rd International Workshops on Foundations and Applications of Self* Systems (FAS*W)
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