AN EFFICIENT Hybrid Swarm Intelligence Technique for Solving Integer Programming
Journal Title: INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY - Year 2013, Vol 10, Issue 4
Abstract
In this paper, a hybridization of two different swarm intelligent approaches, stochastic diffusion search, and particle swarm optimization techniques is presented  for solving integer programming problems. The hybrid implementation allows us to avoid certain drawbacks and weaknesses of each algorithm, which means that we are able to find an optimal solution in an acceptable computational time. Our hybrid implementation allows the IP algorithm to reach the optimal solution in a considerably shorter time than is needed to solve the model using the entire dataset directly within the model. Our hybrid approach outperforms the results obtained by each technique separately. It is able to find the optimal solution in a shorter time than each technique on its own, and the results are highly competitive with the state-of-the-art in large-scale optimization. Furthermore, according to our results, combining the PSO with SDS approach for solving IP problems appears to be an interesting research area in combinatorial optimization.Â
Authors and Affiliations
Mahmoud M. Ismail, Ibrahim M. El-henawy
Keywords
Related Articles
- EP ID EP650199
- DOI 10.24297/ijct.v10i4.3253
- Views 76
- Downloads 0
A Scheduling Approach to Achieve Green Cloud Solution Based on Internet of Things
Internet usage is rapidly increasing in every field of life. Internet coverage is wide either it is textile, pharmaceutical or education sectors. In every sectors where internet envisions are exist, there objects must be...
Impact of on-the-job Training on Employee Performance (A Case Study of Microfinance Banks in District Khairpur)
The study was conducted to examine the impact of on-the- job training on employee performance by using a questionnaire for collecting responses from the sample to check the above relation through SPSS 16. Data reduction...
Mobile Health Monitoring System using Fuzzy Logic
This paper was tested on a set of data in order to prove its effectiveness. Simulation gives promising results in detecting the activity of the person. This is efficient system for health monitoring as compare with conve...
Performance Evolution of Intrusion Detection system on MANET Using Genetic Evolution
Mobile ad hoc networks (MANETs) are one of the best ever growing areas of research. By providing communications in the absence of fixed infrastructure MANETs are an attractive technology. However this edibility introduce...
Secure Distributed Accountability Framework for Data Sharing in Cloud Environment
Cloud computing is used to provide scalable services which are easily used over the internet as per the requirement. A major feature of the cloud services is that users data are remotely processed in unknown machines tha...