neural network based particle swarm optimization for prediction of water breakthrough time

Publish Year: 1391
نوع سند: مقاله کنفرانسی
زبان: English
View: 1,378

This Paper With 7 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

این Paper در بخشهای موضوعی زیر دسته بندی شده است:

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

ICOGPP01_659

تاریخ نمایه سازی: 22 مرداد 1391

Abstract:

Water coning caused water flow into the wellbore from below the perforations and causes several problems in wellbore and surface facilities. For solve these problems, we must know breakthrough time of water in wellbore. In this paper, potential application of feed-forward Artificial Neural network (ANN) optimized by Particle Swarm Optimization (PSO) is proposed to predict breakthrough time of water coning. The PSO is implemented here to decide on initial weights of the parameters used in neural network. Results obtained from the developed PSO-ANN model were compared with the experimental water coning data. The average relative absolute deviation between the model predictions and the experimental data was found to be less than 6.5%. Results from this study indicate that application of PSO-ANN in breakthrough time prediction which can lead to design of more efficient production scenarios.

Authors

arash yazdanpanah

petroleum university of technology

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • Handbook", Gulf Professional Publishing, (2001). ...
  • Muskat, M. and Wycoff, R. D., "An Approximate Theory of ...
  • Arthur, M. G., "Fingering and Coning of Water and Gas ...
  • Sobocinski, D.P., and A.J. Cornelius, "A Correlation for Predicting Water ...
  • Guo, B., and R.L.H. Lee, "A Simple Approach to Optimization ...
  • Engineering, November 1960. ...
  • Cartsen Peterson, B. S., "Artificial Neural Networks". In D. W. ...
  • Kennedy, J., and Eberhardt, R.C., "Particle sWam optimization". IEEE International ...
  • نمایش کامل مراجع