Mohammad Elkady

  Daily Update - Mohammad Elkady - (May-31-2022) 1.   What did I do today? I have read a paper from Journal of Petroleum Science and Engineering paper named “Neuro-simulation modeling of chemical flooding”. Also, I read SPE 200096-MS and I did meet with Dr. Misra. 2.   What did I find interesting/Work on?  1)      JPSE paper ·       In this paper they developed an ANN model to predict both recovery factor and Net Present Value. ·       The optimum architecture is one hidden layer with 8 neurons and training function of Bayesian regularization. ·       Artificial Neural Network o    ANN is an information processing system which mimics the biological system. o    It is characterized as parallel, adaptive, non-linear, and distributive model. o    ANN can discover relationship between input and output no matte...

  Daily Update - Mohammad Elkady - (May-27-2022) 1.   What did I do today? I have found more papers about ANN in Chemical EOR, I have completed SPE 195492-MS. 2.   What did I find interesting/Work on?  SPE 195492-MS ·       Model #1: predicts pressure response, the optimum structure is one hidden layer of 112 neurons and a ‘logisig’ transfer function. ·       Model #2: predicts reservoir characteristics, ANN structure is two hidden layers of 98 and 50 neurons with logsig transfer funtions. o    They constructed back-Check loop to validate the predicted parameters in model #2     ·       Model #3: predicts design parameters, optimum structure is two hidden layers 60 and 90 neurons with tansig and logsig transfer functions. o    They constructed a back-check model as the one before. o    To improve the model, they i...