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1楼 2016-08-08 16:46:55

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FMStation

至尊木虫 (知名作家)

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hitech868(conanwj代发): 金币+5, 感谢应助 2016-08-31 15:52:37

人工神经較適合

Multilayer Neural Network with Multi-Valued Neurons in time series
forecasting of oil production

https://s3.amazonaws.com/academi ... _with_Multi-Val.pdf

In this paper, we discuss the long-term time series forecasting using a Multilayer Neural Network with
Multi-Valued Neurons (MLMVN). This is a complex-valued neural network with a derivative-free backpropagation learning algorithm. We evaluate the proposed approach using a real-world data set
describing the dynamic behavior of an oilfield asset located in the coastal swamps of the Gulf of Mexico.
We show that MLMVN can be efficiently applied to univariate and multivariate one-step- and multi-step
ahead prediction of reservoir dynamics. This paper is not only intended for proposing to use a complexvalued neural network for forecasting, but to deeper study some important aspects of the application of
ANN models to time series forecasting that could be of the particular interest for pattern recognition
community

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2楼2016-08-08 19:15:33

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hitech868

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3楼2016-08-09 08:08:20

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