Intelligent Supervisory Control: A Qualitative Bond Graph Reasoning Approach (World Scientific Series in Robotics & Intelligent Systems Vol 14)
By: Linkens D. (author), H. Wang (author)Hardback
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In this book, a methodology integrating qualitative reasoning and bond graphs is developed to construct intelligent supervisory control systems. Qualitative reasoning is a powerful model-based reasoning method while bond graphs are a formal modelling language for dynamic systems. Their integration and qualitative reasoning on bond graphs results in a problem-solving approach to artificial intelligence, in which qualitative reasoning is used as the general reasoning strategy and bond graphs are employed as the knowledge representation.A systematic modelling procedure based on qualitative bond graphs is presented. A controller design method is developed to derive control algorithms from qualitative bond graph models. An auto-tuning scheme is proposed to adjust the controllers in order to meet performance criteria and adapt to system changes. A fault diagnosis mechanism is built to localise system faults, and an additional measurement suggestion method is developed for the diagnosis result refinement. An automatic planner is proposed to generate the operation sequences for system start-up, shut-down, and emergency measures to help human operators operate systems safely.
All of these applications are combined together via a management mechanism to construct a supervisory control system.
Review of previous work; qualitative bong graph modelling; hybrid qualitative and quantitative control; auto-tuning; fault diagnosis; intelligent supervisory control; conclusions and future work.
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- ID: 9789810226589
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