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Data-Driven Performance Monitoring of Dynamical Systems Using Granger Causal Graphical Models
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Data-driven analysis and monitoring of complex dynamical systems have been gaining popularity due to various reasons like ubiquitous sensing and advanced computation capabilities. A key rationale is that such systems ...
Supervisory Control and Distributed Optimization of Building Energy Systems
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Energy consumption in commercial buildings is significantly affected by the performance of heating, ventilation, and air-conditioning (HVAC) systems, which are traditionally operated using centralized controllers. HVAC ...
Symbolic Dynamic Analysis of Transient Time Series for Fault Detection in Gas Turbine Engines
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This brief paper presents a symbolic dynamicsbased method for detection of incipient faults in gas turbine engines. The underlying algorithms for fault detection and classification are built upon the recently reported work ...