A Web-accessible Tool for Design of Distributed Genetic Algorithms
نویسندگان
چکیده
This paper presents a Web-accessible tool for design of both sequential and distributed genetic algorithms. It is available to everyone with a Java-enabled Web browser and allows the user to construct, execute, observe and tune genetic algorithms through Web pages interactively. Distributed genetic algorithms are realized on the tool by multithreading and RMI (Remote Method Invocation) in Java. We also present an application of the tool to the design and prototyping of a genetic algorithm for path planning of the autonomous underwater vehicle which is being developed at the University of Hawaii. To visualize how a solution to path planning (i.e., a path in 3D space)is changed by the genetic algorithm, a path in 3D space is represented in VRML (Virtual Reality Modeling Language) and displayed by using a plug-in of a Web browser.
منابع مشابه
A Tool for Design of Distributed Genetic Algorithms on WWW
This paper presents a WWW-accessible tool for design of both sequential and distributed genetic algorithms. It is available to everyone with a Web browser supporting Java and allows the user to construct, execute, observe and tune genetic algorithms through WWW pages interactively. Distributed genetic algorithms are realized on the tool by multithreading and remote objects in Java. We also pres...
متن کاملA New Hybrid model of Multi-layer Perceptron Artificial Neural Network and Genetic Algorithms in Web Design Management Based on CMS
The size and complexity of websites have grown significantly during recent years. In line with this growth, the need to maintain most of the resources has been intensified. Content Management Systems (CMSs) are software that was presented in accordance with increased demands of users. With the advent of Content Management Systems, factors such as: domains, predesigned module’s development, grap...
متن کاملDesign and Implementation of a Web directory for Medical Education (WDME): a Tool to Facilitate Research in Medical Education
Introduction: Access to the medical education resources on the web is one of current challenges for researchers and medical science educators. The purpose of current project was to design and implement a comprehensive and specific subject/web directory of medical education. Methods: First, the categories to be incorporated in the directory were defined through reviewing related directories an...
متن کاملTHE EFFECTS OF INITIAL SAMPLING AND PENALTY FUNCTIONS IN OPTIMAL DESIGN OF TRUSSES USING METAHEURISTIC ALGORITHMS
Although Genetic algorithm (GA), Ant colony (AC) and Particle swarm optimization algorithm (PSO) have already been extended to various types of engineering problems, the effects of initial sampling beside constraints in the efficiency of algorithms, is still an interesting field. In this paper we show that, initial sampling with a special series of constraints play an important role in the conv...
متن کاملStatic Task Allocation in Distributed Systems Using Parallel Genetic Algorithm
Over the past two decades, PC speeds have increased from a few instructions per second to several million instructions per second. The tremendous speed of today's networks as well as the increasing need for high-performance systems has made researchers interested in parallel and distributed computing. The rapid growth of distributed systems has led to a variety of problems. Task allocation is a...
متن کامل