Integrating causal and coarse grain temporal reasoning in a model based control system

F. Ramparany, R. Zigman, R. Yap
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Abstract

Monitoring and controlling the processes of complex and geographically distributed systems requires a robust modeling of the behaviour of the systems in terms of causal relationships among its state variables, and the handling of temporal delays that may span an event and its causal influences throughout the system. In this paper, we explain how we have integrated the functionalities of a constraint management system and a temporal database system, to enable a model-based control of systems that exhibit large delays between the events characterizing their behaviour. Our approach has been applied to build a knowledge-based system for assisting central heating operators to optimize the efficiency and profitability of the heating process.<>
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在基于模型的控制系统中集成因果推理和粗粒度时间推理
监视和控制复杂和地理分布系统的过程需要根据其状态变量之间的因果关系对系统的行为进行稳健的建模,并处理可能跨越事件及其在整个系统中的因果影响的时间延迟。在本文中,我们解释了我们如何集成约束管理系统和时态数据库系统的功能,以实现基于模型的系统控制,这些系统在表征其行为的事件之间表现出较大的延迟。我们的方法已被应用于建立一个以知识为基础的系统,以协助中央供暖运营商优化供暖过程的效率和盈利能力。
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