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Reducing ESP Failures using
Autonomous Corrosion & Scale
Chemical Injection
Dana Kayshibaeva
15 February 2023
SLB-Private
Customer challenge
 Onshore oilfield
 148 wells – exclusively ESPs
 58,000 BOPD / 228,000 BWPD
 Many remote locations
 Consistent operational issues
– Injection pump availability
– Variable injection pressures
– Over previous year, on average wells have
been over/under-treated 50% of the time
 > 20% failure rate each of past 2 years directly
attributed to corrosion and scale
Production
Losses
Workover
Costs $8M Annually
$5.3M Annually
SLB-Private
Standardized Digitalization Approach
Understand
data we need
at higher
frequency
Determine if
we can get
required data
by connecting
existing
equipment/
systems
Identify
where
modeling
can be used
Install
instrumentation
to fill gaps
Implement
closed-loop
control
Enable cloud
visualization
and control
Inherent delays in critical decision data
Corrosion and scale coupon
Water sample
Target vs. actual
injection rate
record Inventory
60DAYS
Elapsed Time
Routine analysis
Scale prediction
Well test
Injection pump
Chemical tank
Manual Data
Sources
Manual
Monitoring
Spreadsheets
Traditional Monitoring Process
Reduce the time from insight to action with
Production Chemicals Optimization on DELFI
Connected data
sources
1MIN
Elapsed time
ESP
Production data system
Injection pump
Corrosion probe
Surface PT sensors
Edge intelligence Cloud intelligence
Virtual flowmeter
Agora edge AI
and IoT solutions
Scale prediction
Corrosion
prediction
Target rate
Autonomous injection
Chemical pump
control
Production Chemicals
Optimization on DELFI
Agora and DELFI are marks of Schlumberger.
SLB-Private
Approval mode
to transition
from traditional
manual to
automated
optimization
SLB-Private
Real-time
System in
Action –
Transition to
Autonomy
Approvals
Client
Trust
Autonomy
SLB-Private
Autonomous
mode to
optimize every
minute with no
human
intervention
required
SLB-Private
Results after 20 months of field trial
 Autonomous injection adjusted 250-300 times per
day
 Actual rate vs target injection rate compliance
increased from 60% to 99%
 Virtual flow model (VFM) has been within 3% of all
well tests
 Scale prediction results 100% matching manually
run simulations
 ZERO failures to date
 Remote surveillance and control reduces required
field trips vs manual by >75%
– Limited exposure to safety risks, and reduced
CO2 footprint
 Estimated value: > $800K for 2 wells to date**
Production Chemicals Optimization on DELFI
Real-time corrosion and
scale risk identification
Autonomous optimization
of chemical injection
Automated generation
of actionable insights
DELFI is a mark of Schlumberger.
SLB-Private
Learnings Through the Digital Journey
• Digitalization projects should be focused on reducing specific
problems present in your operations
• Walk before you run – start with a subset of high risk wells
and field trial
• Give it time to prove it’s value
• Be invested as a partner
• Start by assessing what is possible with existing equipment
and systems – use your data
• Leverage your historical data to validate models
• Economic feasibility analysis needs to be thorough
• Not every well makes sense
• Traditional monitoring may not always be the most cost-
efficient approach
This Photo by Unknown Author is licensed
under CC BY-NC
SLB-Private
Thank you
Connect with us to learn more about
Production Chemicals Optimization
dkayshibaeva@slb.com
12

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REDUCING ESP FAILURES USING AUTONOMOUS CORROSION & SCALE CHEMICAL INJECTION

  • 1. Reducing ESP Failures using Autonomous Corrosion & Scale Chemical Injection Dana Kayshibaeva 15 February 2023
  • 2. SLB-Private Customer challenge  Onshore oilfield  148 wells – exclusively ESPs  58,000 BOPD / 228,000 BWPD  Many remote locations  Consistent operational issues – Injection pump availability – Variable injection pressures – Over previous year, on average wells have been over/under-treated 50% of the time  > 20% failure rate each of past 2 years directly attributed to corrosion and scale Production Losses Workover Costs $8M Annually $5.3M Annually
  • 3. SLB-Private Standardized Digitalization Approach Understand data we need at higher frequency Determine if we can get required data by connecting existing equipment/ systems Identify where modeling can be used Install instrumentation to fill gaps Implement closed-loop control Enable cloud visualization and control
  • 4. Inherent delays in critical decision data Corrosion and scale coupon Water sample Target vs. actual injection rate record Inventory 60DAYS Elapsed Time Routine analysis Scale prediction Well test Injection pump Chemical tank Manual Data Sources Manual Monitoring Spreadsheets Traditional Monitoring Process
  • 5. Reduce the time from insight to action with Production Chemicals Optimization on DELFI Connected data sources 1MIN Elapsed time ESP Production data system Injection pump Corrosion probe Surface PT sensors Edge intelligence Cloud intelligence Virtual flowmeter Agora edge AI and IoT solutions Scale prediction Corrosion prediction Target rate Autonomous injection Chemical pump control Production Chemicals Optimization on DELFI Agora and DELFI are marks of Schlumberger.
  • 6. SLB-Private Approval mode to transition from traditional manual to automated optimization
  • 7. SLB-Private Real-time System in Action – Transition to Autonomy Approvals Client Trust Autonomy
  • 8. SLB-Private Autonomous mode to optimize every minute with no human intervention required
  • 9. SLB-Private Results after 20 months of field trial  Autonomous injection adjusted 250-300 times per day  Actual rate vs target injection rate compliance increased from 60% to 99%  Virtual flow model (VFM) has been within 3% of all well tests  Scale prediction results 100% matching manually run simulations  ZERO failures to date  Remote surveillance and control reduces required field trips vs manual by >75% – Limited exposure to safety risks, and reduced CO2 footprint  Estimated value: > $800K for 2 wells to date**
  • 10. Production Chemicals Optimization on DELFI Real-time corrosion and scale risk identification Autonomous optimization of chemical injection Automated generation of actionable insights DELFI is a mark of Schlumberger.
  • 11. SLB-Private Learnings Through the Digital Journey • Digitalization projects should be focused on reducing specific problems present in your operations • Walk before you run – start with a subset of high risk wells and field trial • Give it time to prove it’s value • Be invested as a partner • Start by assessing what is possible with existing equipment and systems – use your data • Leverage your historical data to validate models • Economic feasibility analysis needs to be thorough • Not every well makes sense • Traditional monitoring may not always be the most cost- efficient approach This Photo by Unknown Author is licensed under CC BY-NC
  • 12. SLB-Private Thank you Connect with us to learn more about Production Chemicals Optimization dkayshibaeva@slb.com 12

Editor's Notes

  1. Manual monitoring of corrosion and scale risk Obsolete data being used to optimize chemical injection ESPs being over- or undertreated 50% of the time 20% to 30% failure rate caused by corrosion and scale USD 13 million in annual workover costs and production losses
  2. Real-time corrosion and scale risk identification Connected equipment Inline physics-based predictive modelling Critical data acquired and processed every minute Autonomous optimization of chemical injection Continuous well protection Elimination of over- and undertreated wells No manual intervention required Automated generation of actionable insights Continuous Edge and cloud intelligence Data-driven chemical injection recommendations Optimized injection rate and chemical concentration