RPCA Anomaly Detection with MATLAB Implementation
RPCA anomaly detection MATLAB project including custom datasets and fully functional implementation code with matrix decomposition algorithms
Automatic Fuzzy Rule Extraction from Data
This is a custom-developed program for automatically extracting fuzzy rules from datasets. The package includes a main program and several functions capable of automated fuzzy rule extraction, rule merging, and rule optimization with intelligent algorithms.
Objective of Broadband Focusing Through a Focus Transformation Matrix
The purpose of broadband focusing is to transform data across different frequency bands into data at a common center frequency using a focus transformation matrix, thereby constructing a correlation matrix. The key element lies in the selection of the focus matrix, where different choices correspond to distinct algorithms. In implementation, this involves computing covariance matrices for each frequency sub-band and applying frequency-dependent focusing matrices to align signal subspaces before coherently averaging them.
MATLAB Implementation of the GP Algorithm
GP Algorithm: Simply import one-dimensional time series data for computation. This self-developed implementation has proven highly effective!
MATLAB Code Implementation for Clustering
This clustering implementation using MATLAB delivers excellent results and includes sample data that can be executed directly with a single click
MATLAB Code Implementation for Ellipse Fitting
MATLAB code for ellipse fitting using least squares method, capable of processing datasets with at least 5 points for robust elliptical shape approximation.
Generation of Gyroscope and Accelerometer Data
Generating gyroscope and accelerometer data for simulation in integrated navigation or pure inertial navigation systems, involving sensor modeling and data synthesis algorithms
Various ECG Signal Data in DAT Format for Clinical Testing
Clinical testing ECG signal data stored in DAT format that can be processed using MATLAB with specialized signal processing functions and algorithms.
Reading Frame-by-Frame Image Data from AVI Videos
MATLAB implementation for extracting per-frame image data from AVI videos using readavi.m function with video processing capabilities
MATLAB Implementation of K-SVD Algorithm with Dictionary Learning
This K-SVD algorithm implementation enables sparse data representation through dictionary training, featuring optimized atom updates and sparse coding using orthogonal matching pursuit (OMP).