iBet uBet web content aggregator. Adding the entire web to your favor.
iBet uBet web content aggregator. Adding the entire web to your favor.



Link to original content: http://www.jsoftware.us/show-104-1657-1.html
 The Application of SOFM Fuzzy Neural Network in Project Cost Estimate - Volume 6 Number 8 (Aug. 2011) - Journal of Software
Volume 6 Number 8 (Aug. 2011)
Home > Archive > 2011 > Volume 6 Number 8 (Aug. 2011) >
JSW 2011 Vol.6(8): 1452-1459 ISSN: 1796-217X
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.

Index Terms—fuzzy neural network, self-organizing feature map, cost estimate

[PDF]

Cite: WenFeng Feng, WenJuan Zhu, "The Application of SOFM Fuzzy Neural Network in Project Cost Estimate," Journal of Software vol. 6, no. 8, pp. 1452-1459, 2011.

General Information

  • ISSN: 1796-217X (Online)

  • Abbreviated Title: J. Softw.

  • Frequency:  Quarterly

  • APC: 500USD

  • DOI: 10.17706/JSW

  • Editor-in-Chief: Prof. Antanas Verikas

  • Executive Editor: Ms. Cecilia Xie

  • Abstracting/ Indexing: DBLP, EBSCO,
           CNKIGoogle Scholar, ProQuest,
           INSPEC(IET), ULRICH's Periodicals
           Directory, WorldCat, etc

  • E-mail: jsweditorialoffice@gmail.com

  • Oct 22, 2024 News!

    Vol 19, No 3 has been published with online version   [Click]

  • Jan 04, 2024 News!

    JSW will adopt Article-by-Article Work Flow

  • Apr 01, 2024 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Apr 01, 2024 News!

    Papers published in JSW Vol 18, No 1- Vol 18, No 6 have been indexed by DBLP   [Click]

  • Jun 12, 2024 News!

    Vol 19, No 2 has been published with online version   [Click]