Explore MATLAB source code curated for "有效性" with clean implementations, documentation, and examples.
This study implements response surface methodology to improve multidisciplinary collaborative optimization algorithms, with numerical case studies demonstrating the enhanced effectiveness of the modified collaborative optimization approach through systematic code implementation and performance validation.
This example demonstrates how to implement Partial Least Squares Regression (PLSR) and Principal Component Regression (PCR), discussing the effectiveness of both methods with verified results from practical testing.
This study explores the integration of Differential Evolution (DE) and Invasive Weed Optimization (IWO) algorithms, validating their combined effectiveness through benchmark test functions with implementation insights.
Based on the fundamental principles and characteristics of Singular Value Decomposition (SVD), this article presents a method for image compression using SVD. The method is illustrated through simple examples demonstrating the basic compression process and workflow. Practical image processing implemented through MATLAB programming validates the effectiveness of the approach, with detailed explanations of key functions like svd() for matrix decomposition and imshow() for image visualization.
This algorithm implements DOA (Direction of Arrival) estimation for near-field signals, with simulation results demonstrating the method's effectiveness through performance comparisons and robustness analysis.
To enable effective search capabilities, the solution space must have meaningful neighborhoods where solutions exhibit similar properties within a finite range - known as the "proximity implies similarity" principle. This requirement is crucial for the Fireworks Algorithm's optimization effectiveness. In practical implementation, whether using discrete or continuous encoding during problem modeling and solution representation, this fundamental condition must be satisfied. Additionally, the algorithm achieves balance between global and local search capabilities through resource allocation and information exchange among fireworks based on their relative fitness values, while the explosive search mechanism enables...