An Intelligent Systems Framework for the Operation of Complex Systems

拟议的研究计划的主要目标是进一步调查一种小说的发展 智能系统范型及其实现(使用人工智能、软计算、技术) 复杂系统的运行。这一范例是基于最近一项由申请人单独开发的关于智能和智慧系统设计/操作以及决策和控制的研究。 申请人最近为智能和智慧系统设计/操作建立了一个适当的框架，并以一种新颖的方式表明，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)可以有效地用于逼近表征一般系统非线性关系的逆连续函数。它还表明，范式允许我们为某些类型的推理方法开发简单而有效的学习策略。 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，如拟议的研究方案所指出的，其发展和实施将针对复杂系统的运行进行彻底的调查；例如那些具有高度非线性(输出/输入)连续关系的系统。特别是，拟议的研究将侧重于申请人的范例实施，以开发需要有效的方法，以实现真正的实时操作。 拟议的研究计划相当新颖，具有重要意义，因为它有助于 为复杂的工业系统开发高效、健壮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 novel Intelligent Systems Paradigm and realize its implementation (using A.I., Soft Computing, techniques) on the operation 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 the development of efficient, robust, and truly real-time operation methods for complex industrial systems.