Inicio  /  Applied System Innovation  /  Vol: 2 Par: 4 (2019)  /  Artículo
ARTÍCULO
TITULO

A Performance Study of the Impact of Different Perturbation Methods on the Efficiency of GVNS for Solving TSP

Christos Papalitsas    
Panayiotis Karakostas and Theodore Andronikos    

Resumen

The purpose of this paper is to assess how three shaking procedures affect the performance of a metaheuristic GVNS algorithm. The first shaking procedure is generally known in the literature as intensified shaking method. The second is a quantum-inspired perturbation method, and the third is a shuffle method. The GVNS schemes are evaluated using a search strategy for both First and Best improvement and a time limit of one and two minutes. The formed GVNS schemes were applied on Traveling Salesman Problem (sTSP, nTSP) benchmark instances from the well-known TSPLib. To examine the potential advantage of any of the three metaheuristic schemes, extensive statistical analysis was performed on the reported results. The experimental data shows that for aTSP instances the first two methods perform roughly equivalently and, in any case, much better than the shuffle approach. In addition, the first method performs better than the other two when using the First Improvement strategy, while the second method gives results quite similar to the third. However, no significant deviations were observed when different methods of perturbation were used for Symmetric TSP instances (sTSP, nTSP).

 Artículos similares

       
 
Rick Jaeger, Carolyn Jacobs, Katharina Tondera and Neil Tindale    
This study investigated different approaches to optimize flows in misaligned culverts. Structures aligned with the natural stream are always preferred, as misalignments cause a change of direction at the culvert inlet associated with lower performance an... ver más
Revista: Water

 
Jae Young Seo and Sang-Il Lee    
Drought is a complex phenomenon caused by lack of precipitation that affects water resources and human society. Groundwater drought is difficult to assess due to its complexity and the lack of spatio-temporal groundwater observations. In this study, we p... ver más
Revista: Water

 
Daniel Althoff, Lineu Neiva Rodrigues and Demetrius David da Silva    
Small reservoirs play a key role in the Brazilian savannah (Cerrado), making irrigation feasible and contributing to the economic development and social well-being of the population. A lack of information on factors, such as evaporative water loss, has a... ver más
Revista: Water

 
Bingjian Cui and Shengxian Liang    
Wastewater reuse for agricultural irrigation in many developing countries is an increasingly common practice. Regular monitoring of indicators can help to identify potential health risks; therefore, there is an urgent need to understand the presence and ... ver más
Revista: Water

 
Peter Jarvis, Olivier Autin, Emma H. Goslan and Francis Hassard    
Ultraviolet light-emitting diodes (UV-LEDs) have recently emerged as a viable technology for water disinfection. However, the performance of the technology in full-scale drinking-water treatment systems remains poorly characterised. Furthermore, current ... ver más
Revista: Water