advanced artificial intelligence summit sept. 2016 · advanced artificial intelligence summit...
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NYSE: DVNdevonenergy.com
Advanced Artificial Intelligence Summit – Sept. 2016
Devon Energy
E&P Advanced Analytics
Kathy Ball
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Artificial Intelligence Journey:Revolutionizing the Energy Industry
Deep Learning
Cognitive Analytics
Machine Learning
Real-Time Intelligent Algorithms
Complex Event Processing
Simple Machine Learning
(ANI/AGI) Industrial IoT
(ANI) Intelligent Digital Oil Fields
(AGI/ASI) Supercomputing
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Challenges in the Digital Oil Field
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Artificial Intelligence:
Real Time Machine Learning - Crawl
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Artificial Intelligence: Predicting Analyst OpinionsText Mining NLP
Business Problem: Devon is exploring ways to utilize text mining to add additional value to structured data. Analyzed Analyst opinion to determine if possible to predict Analyst opinion.
Challenge: Competitors with earnings transcripts over 20 pages long with data going back to 2013. Big data issues with business term groupings not yet defined.
Analytical Solution: Created a model to predict analyst opinion with good accuracy for the time period analyzed. Expanding over a larger time horizon and include structured financial predictors such as NPV, EBITDA, etc. May include macroeconomic indicators such as commodity price, interest rates. Will also expand use of web crawlers and web bots.
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Artificial IntelligenceMachine Learning – Predictive Analytics
Business Problem: Determine an
automated Drilling Risk Assessment for a
selected well and the associated NPT based
on geospatial location and well section.
Challenge: NPT calculations have changed
over time and were consistent across well
section
Analytical Solution: Develop real-time
analytical solution to assess drilling risk
based on proximity of surrounding wells
and by location of well. Create statistical
percent chance of NPT based on section of
well.
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Artificial IntelligenceMachine Learning – Real-Time Predictive Analytics
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Deep Learning:
Supervised Learning Video Processing- Walk
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Production:Deep Learning – Video Production Log Analysis
Business Problem: Devon is exploring ways to use technology to improve video analysis for oil, gas, and water detection within a well.
Challenge: Production log videos are fairly new and can be hours in duration. We are looking at ways to utilize technology to speed time to discovery and actionable insights.
Analytical Solution: Requires a frame by frame breakdown with pattern recognition technologies to identify changes in text as well as changes in input. In the process of defining how to detect water, oil, and gas.
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Deep Learning:
Unsupervised Learning (Autoencoding) - Run
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Geosciences: SPE International Publication Derived Seismic Attributes in Reservoir Characterization
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Anadarko: Advanced Artificial IntelligenceDeep Learning – Advanced Seismic Analysis
Business Problem: Devon is exploring ways to train computers to perform human-like tasks such as finding patterns via many layers of processing. Task is to find patterns difficult to track for humans to identify and then automating for hydrocarbon reservoir discovery.
Challenge: Neural networks need to train a five-layer auto-encoder with multiple hidden units per layer and then use stacked denoising autoencoders to diminish noise and/or corruption.
Analytical Solution: Early results are starting to show some positive results around clustering and groupings that could be of use in further seismic interpretations.
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Next Step:
Deep Learning to Cognitive Computing
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Next Steps
• Continue the journey towards better AGI for immediate business value creation
• Teach Business Owners how to ask bigger questions
– Beyond Hadoop and In-Memory/In-Database
• Demystify Artificial Intelligence for End-Users
• Have fun and challenge thoughts on technology OT/IT/OI
NYSE: DVN www.devonenergy.com page 14
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The best is yet to come!
•
Devon Advanced Analytics