Algorithms for DOA Estimation
Numerous algorithms exist for DOA estimation, with the enhanced ESPRIT algorithm now being preferred as it enables both more efficient angle estimation and improved accuracy.
GPS "Availability" MATLAB Code and Algorithm Simulation Tool
MATLAB implementation for GPS signal availability simulation, featuring algorithm performance analysis under various environmental conditions using MATLAB's computational and visualization capabilities.
Implementation of Prim's Algorithm and Kruskal's Algorithm in MATLAB
MATLAB implementation of Prim's and Kruskal's algorithms with input specifications: x as adjacency matrix, p as node set, and output: spanning tree edge set G
Compressive Sensing Reconstruction Algorithm Collection
Comprehensive Collection of Compressive Sensing Reconstruction Algorithms including: CoSaMP (Compressive Sampling Matching Pursuit), GBP (Gradient-Based Pursuit), IHT (Iterative Hard Thresholding), IRLS (Iteratively Reweighted Least Squares), MP (Mat
Single-Layer Competitive Neural Network for Cancer Onset Prediction
Implementation code for patient cancer onset prediction based on single-layer competitive neural network architecture with medical data processing
MATLAB Implementation of Kalman Filter Algorithm for Motion Trajectory Estimation
Implementation of the Kalman filter algorithm for tracking and estimating object motion trajectories using MATLAB routines and simulation techniques. The solution includes state prediction, measurement updates, and covariance matrix handling for opti
MATLAB Implementation of Extended Kalman Filter with Code Examples
Comprehensive MATLAB program for Extended Kalman Filter implementation, featuring detailed algorithm explanation and practical code structure
MATLAB-Based PCA Feature Extraction for 2D Images
Implementation of Principal Component Analysis for 2D Image Feature Extraction using MATLAB with Code-Level Explanations
MATLAB Implementation for DOA Estimation
DOA Estimation: 2D Direction (Azimuth and Elevation Angle) Scanning, Steering Vector Calculation for Point Sources Using Square Arrays, and Array Signal Processing
Satellite Position Calculation from Navigation Data
Calculation of satellite positions using navigation ephemeris data, with implementation details for position output algorithms
MATLAB Tensor Implementation and Algorithm Optimization
This graduation project implements advanced tensor operations in MATLAB, featuring well-optimized algorithms that ensure correct execution and reliable performance when called.
Pattern Recognition Assignment - Fully Custom Simulation
Pattern Recognition Assignment - Fully Custom Simulation Program. The implementation first applies Principal Component Analysis (PCA) for dimensionality reduction on the IRIS dataset, then classifies the reduced-dimensional data using the minimum err
MATLAB Implementation of Genetic Algorithm and Least Squares Support Vector Machine
MATLAB programs for Genetic Algorithm optimization and Least Squares Support Vector Machine implementation with code structure explanations
MATLAB Implementation of Image Segmentation Methods with Region Growing and Merging
Image segmentation method using region growing followed by region merging to combine smaller regions, delivering superior segmentation results with MATLAB implementation details
Solving Vehicle Routing Problem Using Matrix Ant Colony Algorithm for Vehicle Scheduling
The Vehicle Routing Problem (VRP) represents a classic NP-hard challenge where exact solutions are only feasible with limited demand points and route segments. Generally, obtaining global optimal or satisfactory solutions proves difficult. This appro
Face Recognition Program Implementing PCA for Dimensionality Reduction
An efficient face recognition program utilizing PCA for dimensionality reduction followed by LDA classification methodology, implemented using the ORL face database with enhanced algorithmic descriptions.
Shadow Elimination Plays a Critical Role in Video Surveillance Systems
This code implements shadow removal for intelligent visual monitoring/video surveillance systems. Shadow elimination significantly enhances target detection by reducing false positives and missed detections, improving recognition efficiency, and incr
Direction of Arrival Estimation Using MUSIC and Root-MUSIC Algorithms
Implementation of direction of arrival estimation with comparative analysis between MUSIC and Root-MUSIC algorithms, including code implementation approaches and performance characteristics
Programming Simulation Applications of Generalized Predictive Control in Predictive Control Algorithms
Programming Simulation Implementation of Generalized Predictive Control Algorithm with Code Integration
Extended Kalman Filter Algorithm
The Extended Kalman Filter (EKF) algorithm serves as one of the most significant methods in the field of filtering. This algorithm represents a typical application of Kalman filtering for handling nonlinear systems, utilizing linearization techniques