Implementation of a Web interface for hybrid intelligent systems: A comparison study of two hybrid intelligent systems. Issue 4 (7th October 2019)

• Record Type: Journal Article
• Authors: Sakamoto, Shinji; Barolli, Admir; Barolli, Leonard; Okamoto, Shusuke
• Is Part Of: International journal of web information systems. Volume 15:Issue 4(2019)
• Page Start: 420
• Page End: 431
• Publication Date: 2019-10-07
• Subjects: Particle swarm optimization -- Distributed genetic algorithm -- Hill climbing -- Hybrid intelligent system -- Web interface -- Wireless mesh networks; World Wide Web -- Periodicals; Internet -- Periodicals; Information storage and retrieval systems -- Periodicals; 004.678
• DOI: 10.1108/IJWIS-10-2018-0071
• Languages: English
• ISSNs: 1744-0084

Abstract

Abstract : Purpose: The purpose of this paper is to implement a Web interface for hybrid intelligent systems. Using the implemented Web interface, this paper evaluates two hybrid intelligent systems based on particle swarm optimization, hill climbing and distributed genetic algorithm to solve the node placement problem in wireless mesh networks (WMNs). Design/methodology/approach: The node placement problem in WMNs is well-known to be a computationally hard problem. Therefore, the authors use intelligent algorithms to solve this problem. The implemented systems are intelligent systems based on meta-heuristics algorithms: Particle Swarm Optimization (PSO), Hill Climbing (HC) and Distributed Genetic Algorithm (DGA). The authors implement two hybrid intelligent systems: WMN-PSODGA and WMN-PSOHC-DGA. Findings: The authors carried out simulations using the implemented Web interface. From the simulations results, it was found that the WMN-PSOHC-DGA system has a better performance compared with the WMN-PSODGA system. Research limitations/implications: For simulations, the authors considered Normal distribution of mesh clients. In the future, the authors need to consider different client distributions, patterns, number of mesh nodes and communication distance. Originality/value: In this research work, the authors implemented a Web interface for hybrid intelligent systems. The implemented interface can be extended for other metaheuristic algorithms.