An Intelligent Systems Framework for the Operation of Complex Systems

提出的研究计划的主要目标是进一步研究一种新的智能系统范式的发展，并在复杂系统的操作上实现其实现（使用人工智能，软计算技术）。本范例是基于最近的一项关于智能和智能系统设计/操作以及决策和控制的研究，该研究由申请人单独开发。申请人最近建立了智能和智能系统设计/运行的适当框架，并以一种新颖的方式展示了一些人工/计算智能和软计算技术（人工神经网络；模糊逻辑推理引擎；或协同神经模糊推理系统）可以有效地用于近似表征一般系统非线性关系的逆连续函数。它还证明，范式允许我们为某些类别的推理方法开发简单但有效的学习策略。申请人的范式主要是为智能和明智的决策和控制问题而构思的。然而，它的发展和实施，如拟议的研究计划所示，将被彻底调查复杂系统的操作；例如那些具有高度非线性（输出/输入）连续关系的特征。特别地，拟议的研究将侧重于申请人的范式实施，以开发真正实时操作所需的有效方法。所提出的研究方案非常新颖，具有重要意义，因为它有助于开发复杂工业系统的高效，鲁棒和真正实时的操作方法。

The main objective of the proposed research program is to further investigate the development of a novelIntelligent Systems Paradigm and realize its implementation (using A.I., Soft Computing, techniques) on theoperation of complex systems. This Paradigm is based on a recent study for Intelligent & Wise Systems Design / Operation, and Decision and Control, that has been solely developed by the applicant.The applicant recently has established a proper framework for Intelligent & Wise Systems Design/Operation, and has shown in a novel way that some Artificial / Computational Intelligence and Soft Computing techniques (Artificial Neural Networks; Fuzzy Logic Inference Engines; or Co-active Neural Fuzzy Inference Systems) can be effectively used to approximate inverse continuous functions that characterize general systems non-linear relationships. It is also demonstrated, that the Paradigm permits us to develop simple but efficient learning strategies for some classes of inferential approaches. The applicant's Paradigm has been conceived mainly for Intelligent & Wise Decision and Control problems. However, its development and implementation as indicated in the proposed research program, will be thoroughly investigated for the operation of complex systems; such as those characterized by highly non-linear (output/input) continuous relationships. In particular the proposed research will focus on the applicant's Paradigm implementation to develop approaches that need to be effective for truly real-time operation.The proposed research program is quite novel and it is of significant importance since it conduces to thedevelopment of efficient, robust, and truly real-time operation methods for complex industrial systems.