A review of Brassica species, cross-pollination and implications for ...
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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1.0E+00
1.0E+01
1.0E+02
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1.0E+04
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1.0E+06
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1.0E+08
1.0E+09
1.0E+10
1.0E+11
1.0E+12
1.0E+13
1.0E+14
1.0E+15
1.0E+16
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
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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
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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
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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
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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
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Dr.Robello Samuel
Chief Technical Advisor & Technology
Fellow
Halliburton
www.robellosamuel.com