복합형GLVQ 신경망을 이용한 차종분류 모형개발

The Development of a Model for Vehicle Type Classification with a Hybrid GLVQ Neural Network

  • 조형기 (아주대학교 교통연구소) ;
  • 오영태 (아주대학교 교통공학과교수)
  • 발행 : 1996.12.01

초록

Until recently, the inductive loop detecters(ILD) have been used to collect a traffic information in a part of traffic manangment and control. The ILD is able to collect a various traffic data such as a occupancy time and non-occupancy time, traffic volume, etc. The occupancy time of these is very important information for traffic control algorithms, which is required a high accuracy. This accuracy may be improved by classifying a vehicle type with ILD. To classify a vehicle type based on a Analog Digital Converted data collect form ILD, this study used a typical and modifyed statistic method and General Learning Vector Quantization unsuperviser neural network model and a hybrid model of GLVQ and statistic method, As a result, the hybrid model of GLVQ neural network model is superior to the other methods.

키워드

참고문헌

  1. 한양대학교 석사학위논문 신경망 이론에 의한 링크통행시간 예측모형의 개발 박병규
  2. 아주대학교 碩士學位論文 단일루프검지기를 이용한 차종분류 알고리즘 개발 조한선
  3. Pattern Recognition v.22 no.1 Multidimensional Data Clustering Utilizing Hybrid Search Strateges M.A.Ismail;M.S.Kamel
  4. Exprorations In Parallel Distributed Processing(3rd Ed.) James,L.McClelland;Daid,E.Rumelhart
  5. Fundamentals of Neural Networks Laurence Fausett
  6. Self-Organization and Associative Memory(3rd Ed.) T.Kohonen
  7. Int. J. General Systems v.16 Parallel Self-Organization Feature Maps for Unsupervised Pattern Recognition T.Huntberger;P.Aimarangsee
  8. Neural Computation and Self-Organizing Maps Helge Ritter;Thomas Martinnets;Klaus Schulten
  9. Introduction to the Theory Neural Computation John Hertz;Anders Krogh;Richard,G.Palmer
  10. IEEE Transactions on Neural Networks v.4 no.4 Generalized Clustering Networks and Kohonen's Self-Organizing Scheme Nikhil,R.Pal;James,C.Bezdek,Eric;C.K.Tsao
  11. IEEE Transaction on Vehicular Technology v.VT-29 no.2 On-Line Vehicle Classification J.J.Reijmers
  12. Pattern Rocognition v.4 no.4 A Neural Clustering Approach for High Resolution Radar Trget Classification Clayton Stewart;Yi Chuan Lu;Victor Larson
  13. Transpn. Res. C v.3 no.4 A Review of Neural Networks Applied to Transpot Mark Dougherty
  14. IEEE ASSP magazine An Introduction to Computing with Neural Nets Richard,P.Lippmann
  15. Proc. of ICONIP(International Conference on Neural Information Processing) Speeding Up Generalized Learning Vector Quantization Kang,B.H.;D.S.Hwang;J.H.Yoo
  16. Neural Network for Statistical Modeling Smith;Murry
  17. 서울특별시 交通信號制御시스템 硏究用役施行 2次年度 結果報告書 道路交通安全協會
  18. 서울특별시 交通信號制御시스템 硏究用役施行 3次年度 結果報告書 道路交通安全協會
  19. 高速道路交通管制시스템(FTMS) 構築을 위한 소프트웨어開發 및 시스템 管理 用役 中間報告書(1次) 韓國道路公事
  20. 成均館大學校 博士學位 論文 腎經網 클러스터링의 性能評價 민준영