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  3. Neural Networks
  4. Data-Based Controllability and Observability Analysis of Linear Discrete-Time Systems
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Category: Neural Networks
By MTech Projects
MTech Projects
31.Jan
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Data-Based Controllability and Observability Analysis of Linear Discrete-Time Systems

ABSTRACT:

In this brief, we develop data-based methods for analyzing the controllability and observability of linear discrete-time systems which have unknown system parameters. These data-based methods will only use measured data to construct the controllability matrix as well as the observability matrix, in order to verify the corresponding properties. The advantages of our methods are threefold. First, they can directly verify system properties based on measured data without knowing system parameters. Second, our calculation precision is higher than traditional approaches, which need to identify the unknown parameters. Third, our methods have lower computational complexities when constructing the controllability and observability matrices.

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  • Extracting Rules From Neural Networks as Decision Diagrams
  • Data-Based Controllability and Observability Analysis of Linear Discrete-Time Systems
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  • Data-Based Fault-Tolerant Control of High-Speed Trains With Traction/Braking Notch Nonlinearities and Actuator Failures
  • Data-Driven Model-Free Adaptive Control for a Class of MIMO Nonlinear Discrete-Time Systems
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Previous article: Approximate Dynamic Programming for Optimal Stationary Control With Control-Dependent Noise Approximate Dynamic Programming for Optimal Stationary Control With Control-Dependent Noise Next article: Data-Based Fault-Tolerant Control of High-Speed Trains With Traction/Braking Notch Nonlinearities and Actuator Failures Data-Based Fault-Tolerant Control of High-Speed Trains With Traction/Braking Notch Nonlinearities and Actuator Failures
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