Title :
A data/knowledge paradigm for the modeling and design of operations support systems
Author :
Vaishnavi, Vijay K. ; Buchanan, Gary C. ; Kuechler, William L., Jr.
Author_Institution :
Dept. of Comput. Inf. Syst., Georgia State Univ., Atlanta, GA, USA
Abstract :
The paper develops the Smart Object paradigm and its instantiation, which provide a new conceptualization for the modeling, design, and development of an important but little researched class of information systems, operations support systems (OSS). OSS is the authors´ term for systems which provide interactive support for the management of large, complex operations environments, such as manufacturing plants, military operations, and large power generation facilities. The most salient feature of an OSS is its dynamic nature. The number and kind of elements composing the system as well as the mode of control of those elements change frequently in response to the environment. The abstraction of control and the ease with which complex dynamic control behavior can be modeled and simulated is one of the important aspects of the paradigm. The framework for the Smart Object paradigm is the fusion of object-oriented design models with declarative knowledge representation and active inferencing from AI models. Additional defining concepts from data/knowledge models, semantic data models, active databases, and frame based systems, are added to the synthesis as justified by their contribution to the ability to naturally model OSS at a high level of abstraction. The model assists in declaratively representing domain data/knowledge and its structure, and task or process knowledge, in addition to modeling multilevel control and interobject coordination
Keywords :
active databases; deductive databases; inference mechanisms; knowledge representation; object-oriented methods; AI models; Smart Object paradigm; active databases; active inferencing; complex dynamic control behavior; control abstraction; data/knowledge paradigm; declarative knowledge representation; declarative representation; frame based systems; information systems; interactive support; large complex operations environment management; large power generation facilities; manufacturing plants; military operations; object-oriented design models; operations support system design; operations support system modelling; process knowledge; semantic data models; task knowledge; Control systems; Energy management; Environmental management; Knowledge representation; Management information systems; Manufacturing; Object oriented modeling; Power generation; Power system management; Power system modeling;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on