Verena E Johann, Susanne Enke, Catherine Gunzenhauser, Tanja Könen, Henrik Saalbach, Julia Karbach
Executive functions in mono- and bilingual children: Factor structure and relations with fluid intelligence
Journal of experimental child psychology
shortterm prediction single well production provide direct data support timely guiding optimization adjustment oil well production parameters studying judging oil well production conditions view coupling effect complex factors daily output single well shortterm prediction method based multiagent hybrid model proposed shortterm prediction process single well output constructed first ceemdan method used decompose reconstruct original data set sliding window method used compose data set obtained components features components decomposition described feature vectors based values fuzzy entropy autocorrelation coefficient components divided two groups using cluster algorithm prediction two sub models optimized online sequential extreme learning machine deep learning model based encoderdecoder structure using selfattention developed sub models predict grouped data final predicted production comes sum prediction values sub models validity method shortterm production prediction single well daily oil production verified statistical value data deviation statistical test methods introduced basis comparative evaluation comparative models used reference model evaluate prediction effect multiagent hybrid model results indicated proposed hybrid model performed better mae value 00935 00694 00593 three cases respectively comparison shortterm prediction method single well production based multiagent hybrid model considerably improved statistical value prediction deviation selected oil well data different periods statistical test multiagent hybrid model superior comparative models therefore shortterm prediction method single well production based multiagent hybrid model effectively optimize oilfield production parameters study judge oil well production conditions