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Managing complexity in large corporate information systems 管理大型企业信息系统的复杂性
A. Calero
A control process is proposed based on managing a large number of influence parameters; using clustering/visualization concepts to manage the complexity associated with such large amounts of information; and considering as a reference the global knowledge of a distributed human control network. It is emphasized that using the strong capabilities of human visual reasoning in the analysis of complex systems may be an effective way of dealing with their complexity. An effective visualization process based on geometric 2-D/3-D representations of multidimensional spaces as well as clustering procedures constitutes the key to the process. Defining an appropriate reference model is also important and possible if a deep knowledge of the system is available. A simple demonstration model developed to evaluate some ideas of the proposed system is described.<>
提出了一种基于管理大量影响参数的控制过程;使用集群/可视化概念来管理与如此大量信息相关的复杂性;并以分布式人工控制网络的全局知识为参考。强调利用人类强大的视觉推理能力来分析复杂系统可能是处理复杂系统复杂性的有效途径。基于二维/三维几何表示的有效可视化过程以及聚类过程是该过程的关键。如果对系统有深入的了解,定义适当的参考模型也很重要,而且是可能的。本文描述了一个简单的演示模型,用于评估所提出的系统的一些思想。
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引用次数: 0
Neural networks with maximal adaptive efficiency 具有最大自适应效率的神经网络
L. Perlovsky
A maximal-likelihood artificial neural system (MLANS) is described which performs the ML classification for problems requiring nonlinear classification boundaries. This neural network has ML neurons, which adaptively estimate the local metric in the classification space. This permits the design of flexible classifier shapes using a no-hidden-layer architecture and provides orders-of-magnitude improvement in learning efficiency. The learning efficiency of this network approaches the Cramer-Rao bounds with a relatively small number of samples. The learning process of MLANS can be unsupervised learning with partial or imperfect supervision. The ML approach allows for optimal fusion of all available information, such as a priori and real-time information, including supervisory (training) information.<>
提出了一种极大似然人工神经系统(MLANS),对需要非线性分类边界的问题进行机器学习分类。该神经网络具有ML神经元,可以自适应估计分类空间中的局部度量。这允许使用无隐藏层架构设计灵活的分类器形状,并在学习效率方面提供数量级的改进。该网络的学习效率在样本数量相对较少的情况下接近Cramer-Rao边界。MLANS的学习过程可以是部分监督或不完全监督的无监督学习。ML方法允许所有可用信息的最佳融合,例如先验信息和实时信息,包括监督(训练)信息
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引用次数: 0
Handling variables in a logical network of rules, revision of consistency controlling method of the plan of action manager SUPER 处理逻辑网络中的变量规则,修订一致性控制方法的行动计划管理器SUPER
R.Y. Lorin, Pierre Morizet-Mahoudeaux
The problem of using global variables to improve the representation capacities of the SUPER expert system is addressed. The first difficulty is to propagate the domain of definition of the variables along the knowledge base using the AND/OR transitive relations between rules. The second problem is to upgrade the algorithm that has been defined for the consistency maintenance of the knowledge base for propositional logic to the level of logic with global variables. Answers are given to both problems: (1) the principles for chaining rules with global variables are given; (2) tools for computing the propagation of the domain of variables along the knowledge base are defined; (3) consistency definitions are given and tools for maintaining the consistency of the knowledge base as it incrementally increases are proposed.<>
解决了利用全局变量提高超级专家系统表示能力的问题。第一个难点是利用规则之间的AND/OR传递关系沿知识库传播变量的定义域。第二个问题是将已经定义的命题逻辑知识库一致性维护算法提升到全局变量逻辑的层次。对这两个问题给出了答案:(1)给出了全局变量链规则的原理;(2)定义了计算变量域沿知识库传播的工具;(3)给出了一致性定义,并提出了在知识库逐渐增加时保持其一致性的工具。
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引用次数: 3
Internal model mismatch in the optimal control model 最优控制模型内部模型失配
Abhinandan Jain, P. Gonsalves, G. Zacharias
A general formulation of the optimal control model of the human operator is presented. This formulation dispenses with the assumption that the operator has an accurate internal model of the system dynamics and other parameters affecting his control behavior. It has applications to learning and transfer of training situations where the operator refines his behavior over a period of time. Validation of the model is via analysis of a flight control experiment using a discrete transfer of the training protocol.<>
给出了人工操作者最优控制模型的一般公式。这个公式不需要假设操作者有一个精确的系统动力学内部模型和其他影响其控制行为的参数。它适用于学习和训练情境的转移,操作员在一段时间内改进他的行为。模型的验证是通过使用训练协议的离散转移的飞行控制实验分析。
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引用次数: 1
Topological complexes in analysis and design of large scale system-factorization methodology 大规模系统分解方法分析与设计中的拓扑复合体
E. Khalimsky
Large-scale management information systems, knowledge-based systems, neural systems, control systems and others are becoming extremely sophisticated. In order to investigate their hierarchical structure the author considers such systems as topological spaces. These systems are partitioned into numerous subsystems, cells or elements in the process of their analysis and design. Such decomposition is equivalent to representation of the corresponding topological space as a disjoint union of cells. A topological cell complex of some space X is built as a quotient space of X, which is constructed by representation of each cell as one point. Thus cell complexes and CW-complexes of topological spaces are considered as topological spaces with quotient topology. Such topological complexes contain fewer points than corresponding spaces, and preserve their structure. This feature makes them useful for structural systems analysis and design.<>
大型管理信息系统、基于知识的系统、神经系统、控制系统和其他系统正变得极其复杂。为了研究它们的层次结构,作者把这类系统看作拓扑空间。在分析和设计过程中,这些系统被划分为许多子系统、单元或元素。这种分解等价于将相应的拓扑空间表示为单元的不相交并。将某空间X的拓扑胞复形构造为X的商空间,将每个胞表示为一个点。因此,拓扑空间的胞复合体和cw复合体被认为是具有商拓扑的拓扑空间。这种拓扑复合体比相应空间包含更少的点,并保持其结构。这一特性使它们对结构系统分析和设计非常有用。
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引用次数: 1
An intelligent diagnosis and control system for a complex data acquisition equipment in nuclear physics investigations 核物理研究中复杂数据采集设备的智能诊断与控制系统
I. D'Antone, L. Fortuna, G. Nunnari
The implementation of an expert system making possible online fault diagnosis on a complex data acquisition system, a particle detector, designed for the MACRO (Monopoles, Astrophysics and Cosmic Ray Observatory) physics investigations is outlined. The system, called MADIES (Macro Diagnostic Expert System), is designed to take appropriate control actions in order to reduce the unavailability of the apparatus. MADIES was developed using the NEXPERT commercial shell.<>
介绍了一个专家系统的实现,该系统可以对一个复杂的数据采集系统——一个粒子探测器——进行在线故障诊断,该系统是为MACRO(单极子、天体物理学和宇宙射线天文台)物理研究而设计的。该系统被称为MADIES(宏观诊断专家系统),旨在采取适当的控制措施,以减少仪器的不可用性。MADIES是使用NEXPERT商业外壳开发的。
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引用次数: 0
Developing agent models with a neural reinforcement technique 利用神经强化技术开发智能体模型
R. Allen
A reinforcement training procedure was developed for sequential back-propagation networks and applied in several studies demonstrating interaction between agents in multiple-agent networks. In the first study, a network was trained to predict the next position of an agent which was moving in a complex pattern around the corners of a square. The network quickly learned to predict the position without error. In particular, the network may be said to have developed an agent or user model of the moving agent. In two additional studies, a joint contingency was applied to two agents and limited cooperation was developed between them. Overall, the results provide support for the application of neural networks in distributed AI (artificial intelligence).<>
针对顺序反向传播网络开发了一种强化训练程序,并应用于多智能体网络中智能体之间相互作用的若干研究。在第一项研究中,一个网络被训练来预测一个智能体的下一个位置,这个智能体正在以复杂的模式绕着一个正方形的角落移动。网络很快学会了准确地预测位置。具体地说,该网络可以说开发了移动代理的代理或用户模型。在另外两项研究中,对两个代理应用了联合应急,并在它们之间发展了有限的合作。研究结果为神经网络在分布式人工智能中的应用提供了支持。
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引用次数: 4
Comparing subject strategies at a process control task 过程控制任务中主体策略的比较
C. Lewis
Operators develop habitual responses for controlling complex systems which may be neither apparent nor verbalized. Identifying consistent patterns in their behavior can reveal these implicit strategies. Logs from a simulated process plant were used to identify production rules characterizing operators' behavior. Similarity among strategies was determined by finding the intersections and unions among the preconditions of these rules. Clusters of subjects using similar strategies were identified and compared on performance measures. This characterization of strategies provided a good account of differences in performance which were readily interpretable in terms of the task. The approach appears promising as a technique for diagnosing performance in simulator training.<>
操作者为控制复杂系统而产生的习惯性反应可能既不明显也无法用语言表达。识别他们行为中的一致模式可以揭示这些隐含的策略。来自模拟工艺工厂的日志用于识别表征操作员行为的生产规则。通过寻找这些规则的前提条件之间的交集和并集来确定策略之间的相似性。使用类似策略的受试者集群被确定并在绩效指标上进行比较。这种对策略的描述很好地解释了在任务方面很容易解释的表现差异。该方法有望作为一种诊断模拟器训练性能的技术。
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引用次数: 2
Direct access storage device (DASD) modeling and validation 直接访问存储设备(DASD)建模和验证
P. Lim, J. Tien
In a distributed environment where data are distributed and stored in individual DASDs, the performance of each of these DASD subsystems is critical to overall system performance. Hence, in order to size the DASD subsystems within a distributed environment appropriately, a flexible and robust planning tool is needed. A planning tool in the form of a robust simulation-based model is proposed for the performance evaluation of noncached and cached DASD subsystems. It is validated with performance data obtained from a real-world environment. This planning tool is part of an ongoing research project in the development of a four-level distributed information system simulator.<>
在数据分布并存储在单个DASD中的分布式环境中,每个DASD子系统的性能对整个系统性能至关重要。因此,为了在分布式环境中适当地确定DASD子系统的大小,需要一个灵活且健壮的规划工具。提出了一种基于鲁棒仿真模型的规划工具,用于非缓存和缓存DASD子系统的性能评估。使用从真实环境中获得的性能数据对其进行了验证。这个规划工具是一个正在进行的开发四级分布式信息系统模拟器的研究项目的一部分
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引用次数: 1
A knowledge acquisition and representation scheme for constraint based and parallel systems 一种基于约束的并行系统知识获取与表示方案
J. Gammack, S. Battle, R. Stephens
A knowledge acquisition and representation scheme is introduced which is suited both to serial processing in production systems and to a constraint-based representation evaluated in parallel. Two applications are described: a rule-based system for financial risk assessment in life insurance underwriting, and a decision-support aid for energy management in a steel plant. These have been programmed both in conventional serial languages and in Occam on a transputer.<>
介绍了一种既适用于生产系统的串行处理,又适用于基于约束的并行表示的知识获取和表示方案。介绍了两种应用:基于规则的人寿保险承保金融风险评估系统,以及钢厂能源管理决策支持系统。这些都是在传统的串行语言和Occam上的转换器编程。
{"title":"A knowledge acquisition and representation scheme for constraint based and parallel systems","authors":"J. Gammack, S. Battle, R. Stephens","doi":"10.1109/ICSMC.1989.71452","DOIUrl":"https://doi.org/10.1109/ICSMC.1989.71452","url":null,"abstract":"A knowledge acquisition and representation scheme is introduced which is suited both to serial processing in production systems and to a constraint-based representation evaluated in parallel. Two applications are described: a rule-based system for financial risk assessment in life insurance underwriting, and a decision-support aid for energy management in a steel plant. These have been programmed both in conventional serial languages and in Occam on a transputer.<<ETX>>","PeriodicalId":72691,"journal":{"name":"Conference proceedings. IEEE International Conference on Systems, Man, and Cybernetics","volume":"599 1","pages":"1030-1035 vol.3"},"PeriodicalIF":0.0,"publicationDate":"1989-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76791006","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
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Conference proceedings. IEEE International Conference on Systems, Man, and Cybernetics
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