Examining Genetic Algorithm with Guided Search and Self-Adaptive Neighborhood Strategies for Curriculum-Based Course Timetable Problem

2018 ◽  
Author(s):  
Junrie B. Matias ◽  
Arnel C. Fajardo ◽  
Ruji M. Medina
Keyword(s):  
Genetic Algorithm ◽  
Guided Search ◽  
Timetable Problem ◽  
Adaptive Neighborhood ◽  
Self Adaptive

scholarly journals Multi-user Remote Lab: Timetable Scheduling Using Simplex Nondominated Sorting Genetic Algorithm

2021 ◽  
Vol 2 (2) ◽  
pp. 1-13
Author(s):  
Seid Miad Zandavi ◽  
Vera Chung ◽  
Ali Anaissi
Keyword(s):  
Genetic Algorithm ◽  
Optimization Algorithm ◽  
Heuristic Algorithms ◽  
Simplex Algorithm ◽  
Local Optimum ◽  
Hybrid Optimization Algorithm ◽  
Multimodal Function ◽  
Remote Laboratories ◽  
Remote Lab ◽  
Timetable Problem

The scheduling of multi-user remote laboratories is modeled as a multimodal function for the proposed optimization algorithm. The hybrid optimization algorithm, hybridization of the Nelder-Mead Simplex algorithm, and Non-dominated Sorting Genetic Algorithm (NSGA), named Simplex Non-dominated Sorting Genetic Algorithm (SNSGA), is proposed to optimize the timetable problem for the remote laboratories to coordinate shared access. The proposed algorithm utilizes the Simplex algorithm in terms of exploration and NSGA for sorting local optimum points with consideration of potential areas. SNSGA is applied to difficult nonlinear continuous multimodal functions, and its performance is compared with hybrid Simplex Particle Swarm Optimization, Simplex Genetic Algorithm, and other heuristic algorithms. The results show that SNSGA has a competitive performance to address timetable problems.

Constrained self-adaptive genetic algorithm

SeMA Journal ◽  
2016 ◽  
Vol 73 (3) ◽  
pp. 261-285 ◽  
Author(s):  
Tapan Kumar Singh
Keyword(s):  
Genetic Algorithm ◽  
Adaptive Genetic Algorithm ◽  
Self Adaptive

scholarly journals Camera Calibration by Hybrid Hopfield Network and Self- Adaptive Genetic Algorithm

2012 ◽  
Vol 12 (6) ◽  
Author(s):  
Wen-Jiang Xiang ◽  
Zhi-Xiong Zhou ◽  
Dong-Yuan Ge ◽  
Qing-Ying Zhang ◽  
Qing-He Yao
Keyword(s):  
Genetic Algorithm ◽  
Camera Calibration ◽  
Hopfield Network ◽  
Adaptive Genetic Algorithm ◽  
Self Adaptive

scholarly journals A self-adaptive migration model genetic algorithm for data mining applications

2007 ◽  
Vol 177 (20) ◽  
pp. 4295-4313 ◽  
Author(s):  
K.G. Srinivasa ◽  
K.R. Venugopal ◽  
L.M. Patnaik
Keyword(s):  
Data Mining ◽  
Genetic Algorithm ◽  
Migration Model ◽  
Self Adaptive
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