closing the gap through cross seeding, cross pollination ... · closing the gap through cross...
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Closing the Gap through Cross Seeding, Cross Pollination and Cross
Assimilation
Dr. Robello Samuel
Technology Fellow
Halliburton
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0%
20%
40%
60%
80%
100%
5/7/1990 10/28/1995 4/19/2001 10/10/2006 4/1/2012 9/22/2017 3/15/2023
Cal
cula
tio
ns
per
sec
on
d p
er $
10
00
1016
1013
1011
1009
1003
1006
1000
1990 1995 2001 2006 2012 2017 2023
Are we in exponential growth?
Mostly conventional Oil/gas boom
Unconventional gas boom
Unconventional oil boom
Data, automation driven oil/gas boom
Surface
Sub-surface
dep
th
tim
e
• input (observed)
• disturbance (not observed)
• output (observed)
• input (not observed)
• disturbance (not observed)
• output (not observed)
Uncertain System– Grand Challenge
So, it’s also about collaborative innovation
Engineering guided and data informed
decisions
Reinforced Machine Learning
Reliability and prediction
Engineering Models
Convergence of uncertainty, error, optimization and prediction
Metrics & Analysis
_ __
_ _ _
__ _ _
Controls
Errors &
Uncertainty
Optimization
3rd Part Apps
Flu
id M
ech
Solid
Mec
h
Rel
iab
ility
Even Richer Well Construction 4.0 (With Optimization)
Edge
Optimize Connect
WC Services
Real Time
Rig Connectors & Drilling Set-points
Dir
ecti
on
&
Vib
rati
on
Inte
llige
nt
B
its
Rea
l-ti
me
Fl
uid
Pro
ps
Digital Well Optimization
Analysis &
Metrics
Integrated
Business Process
Control
Au
tom
ated
C
emen
tin
g
Technology penetration rules to watch for in our industry
Anything that will suppress uncertainties/errors
Convergence of mathematics and metaheuristics
Anything that will unlock knowledge
Deep cognitive science, hyper-parameter optimization
Anything that will reduce errors
Miniaturization of the tools with distributed onboard sensors and effectors
Opportunities for Collaboration with vendors and educational institutions in multiple areas
Dr.Robello Samuel
Chief Technical Advisor & Technology
Fellow
Halliburton
www.robellosamuel.com