JMP in the Upstream

Latest Posts

• JMP in the Upstream 02: Machine Learning Approach to Determine Decline Curves

  It is understood that heterogeneity exists at all scales in the natural environment. Whether at the pore scale or basin scale, rarely can a geologist ...

  Peter_Polito

  JMP in the Upstream |

  May 18, 2022 8:17 AM

  767 views | 1 replies
  

• JMP in the Upstream 9: Visualizing and predicting pore pressure in Deepwater Gulf of Mexico

  The concept of pore pressure is a bit like the phases of the moon—most folks know there are phases, they're about a month long, there is a new moon, f...

  Peter_Polito

  JMP in the Upstream |

  May 9, 2022 9:05 AM

  629 views | 1 replies
  

• JMP in the Upstream 8: Deploying XGBoost algorithms in the upstream oil and gas environment

  XGBoost is a (relatively) new machine learning protocol that is only beginning to be deployed in the Upstream Energy and Production industry. This dec...

  Peter_Polito

  JMP in the Upstream |

  Apr 14, 2022 1:02 PM

  1336 views | 2 replies
  

• JMP in the Upstream 7: Optimizing your Python machine learning hyperparameters with JMP

  Optimizing machine learning hyperparameters is an important and sometimes fraught process. Variation in a single hyperparameter can greatly alter the ...

  Peter_Polito

  JMP in the Upstream |

  Mar 4, 2022 6:35 AM

  885 views | 0 replies
  

• JMP in the Upstream 06: What's my hydrocarbon? Using spectral data to predict octane rating

  In this episode of JMP in the Upstream, Bill Worley (Sr. Systems Engineer) showcases the add-in he co-developed for analyzing spectral data in JMP. He...

  Peter_Polito

  JMP in the Upstream |

  Feb 4, 2022 6:21 AM

  602 views | 0 replies
  

• JMP in the Upstream 01: Machine Learning to Predict Hydrocarbon Saturation

  n this episode of JMP in the Upstream, Peter Polito (Sr. Systems Engineer/Geologist) walks us through a methodology for predicting downhole hydrocarbo...

  Peter_Polito

  JMP in the Upstream |

  Jan 26, 2022 6:55 AM

  1115 views | 1 replies