Propagation of Uncertainty from Systematic Error
BIBO stability of continuous and discrete -time systems
Propagation of Uncertainty from Random Error
Time-Domain Interpretation of PD Control
Multi-input and Multi-variable systems
Linear time-invariant Systems
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Updated: Feb 28, 2026

Data Acquisition Protocol for Determining Embedded Sensitivity Functions
Published on: April 20, 2016
Nan Hou1,2,3,4,5, Yanshuo Wu2,4,6, Hongyu Gao1,2,3,4,6
1Sanya Offshore Oil & Gas Research Institute, Northeast Petroleum University, Sanya 572025, China.
This study designs an observer-based proportional-integral-derivative (PID) controller for uncertain nonlinear systems facing integral measurements, denial-of-service (DoS) attacks, and noise. The controller ensures exponential ultimate boundedness in mean square for improved system performance.
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