公开(公告)号：US20170270225A1

公开(公告)日：2017-09-21

申请号：US15508904

申请日：2015-10-30

Applicant: Halliburton Energy Services, Inc

Inventor： Dingding CHEN ,  James M PRICE ,  Bin DAI

IPC: G06F17/50 ,  G06N3/02 ,  G06F17/30

CPC classification number: G06F17/50 ,  E21B47/00 ,  E21B2049/085 ,  G06F17/30 ,  G06N3/02

Abstract: A method for ruggedizing an ICE design, fabrication and application with neural networks as disclosed herein includes selecting a database for integrated computational element (ICE) optimization is provided. The method includes adjusting a plurality of ICE operational parameters according to an environmental factor recorded in the database and simulating environmentally compensated calibration inputs. The method includes modifying a plurality of ICE structure parameters to obtain an ICE candidate structure having improved performance according to a first algorithm applied to the database and validating the ICE candidate structure with an alternative algorithm applied to the database. Further, the method includes determining a plurality of manufacturing ICEs based on the validation with the first algorithm and the alternative algorithm, and fabricating one of the plurality of manufacturing ICEs. A method for determining a fluid characteristic using a calibrated ICE fabricated as above and supplemental elements is also provided.