The feasibility of Levenberg–Marquardt algorithm combined with imperialist competitive computational method predicting drag reduction in crude oil pipelines
作者: Hossein MoayediBabak AghelBehzad VaferiLoke Kok FoongDieu Tien Bui
作者单位: 1Department for Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh City, Viet Nam
2Faculty of Civil Engineering, Ton Duc Thang University, Ho Chi Minh City, Viet Nam
3Department of Chemical Engineering, Faculty of Energy, Kermanshah University of Technology, Kermanshah, Iran
4Young Researchers and Elite Club, Shiraz Branch, Islamic Azad University, Shiraz, Iran
5Institute of Research and Development, Duy Tan University, Da Nang, 550000, Viet Nam
6Department of Business and IT, University of South-Eastern Norway, N-3800, Bø i Telemark, Norway
刊名: Journal of Petroleum Science and Engineering, 2020, Vol.185
来源数据库: Elsevier Journal
DOI: 10.1016/j.petrol.2019.106634
关键词: Drag reductionArtificial intelligenceLevenberg-MarquardtImperialist competition algorithmComparative study
英文摘要: Abstract(#br)Adding small amounts of drag-reducing agents (DRA) to the crude oil can effectively reduce energy losses and its associated pressure drop in transportation pipelines. They do their roles by reducing the turbulent friction factor of the flowing liquids in the pipeline. In this study, the artificial neural networks (ANN) are utilized for estimation of drag reduction (DR) in crude oil pipelines as a function of Reynolds number, concentration, and type of drag-reducing agents, temperature, and type of pipe. Two different training algorithms, i.e. Levenberg-Marquardt (LM) and imperialist competition algorithm (ICA) are used for adjustment of parameters of multi-layer perceptron (MLP) networks. Predictive accuracies of trained MLP by Levenberg-Marquardt (LM-MLP) and imperialist...
全文获取路径: Elsevier  (合作)
影响因子:0.997 (2012)

  • imperialist 帝国主义者
  • computational 计算的
  • feasibility 可行性
  • reduction 减少
  • combined 组合
  • predicting 预测
  • competitive 竞争性的
  • algorithm 算法
  • crude 生的
  • method 方法