Multi-Objective Economic Dispatch for Wind Power Grid Integration
Self-developed solution for multi-objective economic dispatch in wind power integration, featuring practical parameter models and currently trending in research.
ARMA Model Time Series Analysis Method
ARMA model time series analysis method, commonly referred to as time series analysis, is a modal parameter identification technique that processes ordered random vibration response data using parametric models. Parametric models include AR (Autoregressive) models, MA (Moving Average) models, and ARMA (Autoregressive Moving Average) models. This documentation provides a MATLAB implementation for estimating ARMA model parameters with algorithmic explanations and key function descriptions.
Self-Tuning Generalized Predictive Controller
The self-tuning generalized predictive controller proposed by Clark et al. is a parameter model-based predictive control algorithm featuring time-domain optimized performance metrics integrated with identification and self-tuning mechanisms. This approach addresses inherent limitations in conventional self-tuning control. The provided code implements univariate GPC based on Diophantine equation derivation, featuring modular design for prediction horizon configuration and recursive parameter estimation.
Source Code for Common Higher-Order Statistics Functions
MATLAB source code implementations and fundamental usage examples for common higher-order statistical functions, covering parametric model higher-order spectrum estimation, linear prediction models, harmonic retrieval and DOA estimation, nonlinear stochastic processes, Wigner time-frequency analysis, time delay estimation, and more. The code includes practical implementations with detailed algorithm explanations and key function descriptions to facilitate understanding and application.
Higher-Order Spectral Analysis Toolbox
A comprehensive higher-order spectral analysis toolbox featuring common parametric model estimation methods for higher-order spectra, along with Direction of Arrival (DOA) estimation and time delay estimation algorithms.
MATLAB Source Code Implementation for System Identification
MATLAB source code implementation for system identification algorithms, covering both parametric and non-parametric modeling approaches.