IEEE

Compensation Strategy-Based Intrusion Tolerant Parameter Estimation for Quantized Nonlinear Hammerstein Systems Under Replay Attacks

Abstract: In Cyber-Physical Systems security (CPSs), replay attacks disrupt the temporal alignment between inputs and outputs. The dual nonlinearity of Hammerstein system and quantized measurements ...
IEEE

Lithium-Ion Battery Soc Estimation Based on the Joint Algorithm of Mils Online Parameter Identification and Fuzzy Control-Improved Extended Kalman Filter

Abstract: The safe, stable, and efficient operation of a Battery Management System (BMS) is fundamentally dependent on the precise estimation of the lithium-ion battery's State of Charge (SOC). Under ...
GitHub

Interactive visualization of gradient descent optimization algorithms. Demonstrates learning dynamics, convergence behavior, and parameter updates for machine learning education.

Multiple learning rate comparisons (0.01, 0.05, 0.1, 0.5, 1.0) Activation function analysis Training vs testing accuracy evaluation Regularization techniques (L2) ...