Querying and controlling the future behavior of complex objects

A. Tuzhilin, Z. Kedem
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引用次数: 2

Abstract

The complex system formalism is utilized for describing structural and behavioral properties of complexly structured systems. A complex system is a production system that models a database with complex objects and explicitly supports time and nondeterminism. Consequently, complex systems can be used to predict the evolution of databases. To obtain predictions about future behavior, a futuristic query language is defined. A query optimisation algorithm is provided for a subset of this language. In general, complex systems do not yield unique answers to futuristic queries because of the inherent nondetermination. Therefore, an optimal control problem is formulated that finds behavior satisfying user-defined goals. Subsequently, such goals can be converted into additional system constraints, thus reducing nondeterminism and providing for the optimal system's behavior.<>
查询和控制复杂对象的未来行为
复杂系统形式化用于描述复杂结构系统的结构和行为特性。复杂系统是一种生产系统,它用复杂对象对数据库进行建模,并显式地支持时间和不确定性。因此,复杂系统可以用来预测数据库的演变。为了获得对未来行为的预测,定义了一种未来查询语言。为该语言的一个子集提供了查询优化算法。一般来说,由于固有的不确定性,复杂系统不会对未来的查询产生唯一的答案。因此,提出了一个寻找满足用户定义目标的行为的最优控制问题。随后,这样的目标可以转化为额外的系统约束,从而减少不确定性并提供最优的系统行为。
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