ComputationWorld 2018
February 18 - 22, 2018 - Barcelona, Spain

  • SERVICE COMPUTATION 2018, The Tenth International Conference on Advanced Service Computing
  • CLOUD COMPUTING 2018, The Ninth International Conference on Cloud Computing, GRIDs, and Virtualization
  • FUTURE COMPUTING 2018, The Tenth International Conference on Future Computational Technologies and Applications
  • COGNITIVE 2018, The Tenth International Conference on Advanced Cognitive Technologies and Applications
  • ADAPTIVE 2018, The Tenth International Conference on Adaptive and Self-Adaptive Systems and Applications
  • CONTENT 2018, The Tenth International Conference on Creative Content Technologies
  • PATTERNS 2018, The Tenth International Conference on Pervasive Patterns and Applications
  • COMPUTATION TOOLS 2018, The Ninth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
  • BUSTECH 2018, The Eighth International Conference on Business Intelligence and Technology

DigitalWorld 2018
March 25 - 29, 2018 - Rome, Italy

  • ICDS 2018, The Twelfth International Conference on Digital Society and eGovernments
  • ACHI 2018, The Eleventh International Conference on Advances in Computer-Human Interactions
  • GEOProcessing 2018, The Tenth International Conference on Advanced Geographic Information Systems, Applications, and Services
  • eTELEMED 2018, The Tenth International Conference on eHealth, Telemedicine, and Social Medicine
  • eLmL 2018, The Tenth International Conference on Mobile, Hybrid, and On-line Learning
  • eKNOW 2018, The Tenth International Conference on Information, Process, and Knowledge Management
  • ALLSENSORS 2018, The Third International Conference on Advances in Sensors, Actuators, Metering and Sensing
  • SMART ACCESSIBILITY 2018, The Third International Conference on Universal Accessibility in the Internet of Things and Smart Environments

NexComm 2018
April 22 - 26, 2018 - Athens, Greece

  • ICDT 2018, The Thirteenth International Conference on Digital Telecommunications
  • SPACOMM 2018, The Tenth International Conference on Advances in Satellite and Space Communications
  • ICN 2018, The Seventeenth International Conference on Networks
    • SOFTNETWORKING 2018, The International Symposium on Advances in Software Defined Networking and Network Functions Virtualization
  • ICONS 2018, The Thirteenth International Conference on Systems
  • MMEDIA 2018, The Tenth International Conference on Advances in Multimedia
  • PESARO 2018, The Eighth International Conference on Performance, Safety and Robustness in Complex Systems and Applications
  • CTRQ 2018, The Eleventh International Conference on Communication Theory, Reliability, and Quality of Service
  • COCORA 2018, The Eighth International Conference on Advances in Cognitive Radio
  • ALLDATA 2018, The Fourth International Conference on Big Data, Small Data, Linked Data and Open Data
    • KESA 2018, The International Workshop on Knowledge Extraction and Semantic Annotation
  • SOFTENG 2018, The Fourth International Conference on Advances and Trends in Software Engineering

InfoSys 2018
May 20 - 24, 2018 - Nice, France

  • ICNS 2018, The Fourteenth International Conference on Networking and Services
  • ICAS 2018, The Fourteenth International Conference on Autonomic and Autonomous Systems
  • ENERGY 2018, The Eighth International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies
  • WEB 2018, The Sixth International Conference on Building and Exploring Web Based Environments
  • DBKDA 2018, The Tenth International Conference on Advances in Databases, Knowledge, and Data Applications
    • GraphSM 2018, The Fifth International Workshop on Large-scale Graph Analysis, Management and Applications
  • SIGNAL 2018, The Third International Conference on Advances in Signal, Image and Video Processing

BioSciencesWorld 2018
May 20 - 24, 2018 - Nice, France

  • BIOTECHNO 2018, The Tenth International Conference on Bioinformatics, Biocomputational Systems and Biotechnologies
  • BIONATURE 2018, The Ninth International Conference on Bioenvironment, Biodiversity and Renewable Energies

DataSys 2018
July 22 - 26, 2018- Barcelona, Spain

  • AICT 2018, The Fourteenth Advanced International Conference on Telecommunications
  • ICIW 2018, The Thirteenth International Conference on Internet and Web Applications and Services
  • ICIMP 2018, The Thirteenth International Conference on Internet Monitoring and Protection
  • SMART 2018, The Seventh International Conference on Smart Cities, Systems, Devices and Technologies
  • IMMM 2018, The Eighth International Conference on Advances in Information Mining and Management
  • INFOCOMP 2018, The Eighth International Conference on Advanced Communications and Computation
    • MODOPT 2018, The International Symposium on Modeling and Optimization
  • MOBILITY 2018, The Eighth International Conference on Mobile Services, Resources, and Users
  • SPWID 2018, The Fourth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
  • ACCSE 2018, The Third International Conference on Advances in Computation, Communications and Services

(to be completed)

 


ThinkMind // International Journal On Advances in Systems and Measurements, volume 10, numbers 1 and 2, 2017 // View article sysmea_v10_n12_2017_9


Comparative Analysis of Heuristic Algorithms for Solving Multiextremal Problems

Authors:
Rudolf Neydorf
Ivan Chernogorov
Victor Polyakh
Orkhan Yarakhmedov
Yulia Goncharova
Dean Vucinic

Keywords: searching optimization; multi-extremes; genetic algorithm; swarm algorithm; ant algorithm

Abstract:
In this paper, 3 of the most popular search optimization algorithms are applied to study the multi-extremal problems, which are more extensive and complex than the single-extremal problems. This study has shown that only the heuristic algorithms can provide an effective solution to solve the multiextremal problems. Among the large group of available algorithms, the 3 methods have demonstrated the best performance, which are: (1) particles swarming modelling method, (2) evolutionary-genetic extrema selection and (3) search technique based on the ant colony method. The previous comparison study, where these approaches have been applied to an overall test environment with the multiextremal Rastrigin functions, has shown already their suitability to solve multiextremal problems. In addition, they are characterized with superior performance properties. Nevertheless, each of the selected heuristic algorithms has demonstrated its own specific search features that allow the detection and identification of both global and local extremes. In this paper, the investigated algorithms have been validated on a larger test functions environment with different types of extremes. The particular attention was given to analyse their individual methods when solving the data-clustering problem. The main conclusion is that each of these methods can find the extremes by satisfying any desired precision and have acceptable performance, when applied to the variety of practical problems.

Pages: 86 to 99

Copyright: Copyright (c) to authors, 2017. Used with permission.

Publication date: June 30, 2017

Published in: journal

ISSN: 1942-261x

SERVICES CONTACT
2010 - 2017 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy.