Volume 6 Number 8 (Aug. 2011)
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JSW 2011 Vol.6(8): 1452-1459
doi: 10.4304/jsw.6.8.1452-1459

The Application of SOFM Fuzzy Neural Network in Project Cost Estimate

WenFeng Feng , WenJuan Zhu

  • School of computer science and technology, Henan Polytechnic University, Jiaozuo, China

Abstract

Applications of neural network were widely used in construct project cost estimate. Aim at handling weakness of poor convergence and insufficient forecast, an improved fuzzy neural network method based on SOFM (self-organizing feature map) was proposed to replace the fashionable T-S fuzzy neural network. The method illustrated how to apply SOFM to improve the fault such as poor convergence and insufficient forecast. After optimizing of T-S fuzzy neural network model, construct project cost estimate model had been built up. Finally, the model was set up with the purpose of comparing generalization ability by 18 examples and 2 testing samples. Comparing the simulation, a positive result was found that SOFM fuzzy neural network had a better performance in reducing the forecast error and iterating times than BP, and GA-BP. Therefore, this model is fit for handling construct project cost estimate.

Keywords

  • fuzzy neural network
  • self-organizing fe
jsw0608-9

How to Cite

Copied

WenFeng Feng and WenJuan Zhu, "The Application of SOFM Fuzzy Neural Network in Project Cost Estimate," Journal of Software, vol. 6, no. 8, pp. 1452-1459, 2011. https://doi.org/ 10.4304/jsw.6.8.1452-1459

Copyright & License

Copyright © 2011 by the authors. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited (CC BY 4.0).

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General Information

  • ISSN: 1796-217X (Online)

  • Abbreviated Title: J. Softw.

  • Frequency:  Biannually

  • APC: 500USD

  • DOI: 10.17706/JSW

  • Editor-in-Chief: Prof. Antanas Verikas

  • Executive Editor: Ms. Cecilia Xie

  • Abstracting/ Indexing: DBLP, CNKI, 

  • Google Scholar, ProQuest,
           INSPEC(IET), ULRICH's Periodicals
           Directory, WorldCat, etc

  • E-mail: editor@jsoftware.us

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