Surrogate Model Optimization Toolbox
A comprehensive surrogate model optimization toolbox for efficient handling of computationally expensive optimization problems
SPSA for Design of an Attentional Strategy: Optimization without Gradients
Implementing Simultaneous Perturbation Stochastic Approximation (SPSA) for optimizing attention mechanisms in machine learning models, with code-level insights into perturbation-based parameter tuning.
Implementation of Fuzzy Logic Controller for Maximum Power Point Tracking (MPPT) Control
Applying fuzzy logic control algorithms to optimize Maximum Power Point Tracking in solar energy systems, with enhanced code-level implementation insights
Flow Shop Scheduling with NEH Algorithm for Makespan Minimization
Implementation of NEH heuristic algorithm for flow shop scheduling optimization focusing on minimizing total completion time (makespan), with detailed explanation of insertion methodology and computational benefits.
Implementing Nonnegative Matrix Factorization with ADMM Algorithm
A comprehensive guide to Nonnegative Matrix Factorization using the Alternating Direction Method of Multipliers, with code implementation insights
Economic Load Dispatch Optimization Using Genetic Algorithm Method
Implementation of Economic Load Dispatch with Genetic Algorithm Optimization Technique
Principal Component Analysis Based on L1-Norm Maximization from TPami
L1-Norm Maximization Based Principal Component Analysis - A Robust Alternative to Traditional PCA