• Home
  • Search
  • A Clustering Approach Based on Charged Particles
  • Cite Icon5
  • https://doi.org/10.5772/63081Copy DOI Icon

A Clustering Approach Based on Charged Particles

  • Sep 21, 2016
  • Yugal Kumar +3 more
Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

In pattern recognition, clustering is a powerful technique that can be used to find the identical group of objects from a given dataset. It has proven its importance in various domains such as bioinformatics, machine learning, pattern recognition, document clustering and so on. But, in clustering, it is difficult to determine the optimal cluster centers in a given set of data. So, in this paper, a new method called magnetic charged system search (MCSS) is applied to determine the optimal cluster centers. This method based on the behavior of charged particles. The proposed method employs the electric force and magnetic force to initiate the local search while Newton second law of motion is employed for global search. The performance of the proposed algorithm is tested on several datasets which are taken from UCI repository and compared with the other existing methods like K-Means, GA, PSO, ACO and CSS. The experimental results prove the applicability of the proposed method in clustering domain.

Similar Papers
  • Research Article
  • Citations34

A charged system search approach for data clustering

  • Apr 07, 2014
  • Progress in Artificial Intelligence
  • Yugal Kumar +1
  • PDF
  • Research Article
  • Citations4

DPM Simulations of A-Type FCC Particles’ Fast Fluidization by Use of Structure-Dependent Nonlinear Drag Force

  • Sep 02, 2021
  • Processes
  • Guorong Wu +1
  • Research Article
  • Citations17

A further investigation to mechanism of the electrorheological effect of waxy oils: Behaviors of charged particles under electric field

  • Apr 01, 2023
  • Petroleum Science
  • Yi-Wei Xie +8
  • News Article

Dark matter could meet its nemesis on Earth

  • Feb 01, 2010
  • New Scientist
  • Stuart Clark
  • Research Article
  • Citations2

Kepler's Laws, Newton's Laws, and the Search for New Planets

  • Nov 01, 2001
  • The American Mathematical Monthly
  • Robert Osserman
  • PDF
  • Research Article
  • Citations2

Sakharov Curvature in Rowlands Duality Spacetime: Do vacuum ‘spacetime forces’ curve matter?

  • Jul 01, 2018
  • Journal of Physics: Conference Series
  • S E Karam
  • Research Article
  • Citations223

Charged particle behavior in low‐frequency geomagnetic pulsations 1. Transverse waves

  • Jul 01, 1981
  • Journal of Geophysical Research: Space Physics
  • David J Southwood +1
  • Research Article
  • Citations66

Turbulent particle dispersion in an electrostatic precipitator

  • Dec 01, 1998
  • Applied Mathematical Modelling
  • B.S Choi +1
  • Research Article
  • Citations67

Charged particle behavior in the growth and damping stages of ultralow frequency waves: Theory and Van Allen Probes observations

  • Apr 01, 2016
  • Journal of Geophysical Research: Space Physics
  • Xu‐Zhi Zhou +8
  • Research Article

Measurement of ion stopping power in the framework of nuclear reactions in plasmas

  • May 31, 2025
  • HNPS Advances in Nuclear Physics
  • Antonio Trifirò +25
  • Research Article
  • Citations2

Some Notes on Newton's Second Law of Motion

  • Nov 01, 1957
  • American Journal of Physics
  • B Saelman
  • Research Article
  • Citations28

Two-dimensional nonlinear dynamics of an axially moving viscoelastic beam with time-dependent axial speed

  • Apr 22, 2013
  • Chaos, Solitons & Fractals
  • Mergen H Ghayesh +2
  • Research Article
  • Citations17

Racing Carbon Atoms. Atomic Motion Reaction Coordinates and Structural Effects on Newtonian Kinetic Isotope Effects

  • Oct 01, 2012
  • Organic Letters
  • Ivonne L Andujar-De Sanctis +1
  • Research Article
  • Citations6

Measurement and Analysis of Gas Bubbles near a Reference Electrode in Aqueous Solutions

  • Sep 22, 2006
  • Industrial & Engineering Chemistry Research
  • Supathorn Phongikaroon +3
  • Research Article

F = ma

  • Mar 01, 2006
  • Physics World
  • Robert P Crease
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.