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Committee Members CHAIRPERSON Matt Bell Premier Oilfield Group CHAIRPERSON Jessica Iriarte Well Data Labs Theresa Baugartner Shell Bob Gales California Resources Corp Dick Leonard ProTechnics Eric Marshall GEODynamics Liz Percak-Dennett Biota Jose Silva Anadarko Kyle Trainor NP Resources Who We Are SPE is the largest individual member organization serving managers, engineers, scientists and other professionals worldwide in the upstream segment of the oil and gas industry. 14–16 May 2019 | The Wigwam Resort | Phoenix, Arizona, USA Applied Data Science and Novel Measurements for Unconventional Development Image-based techniques and high-performance computing are allowing scientists to conduct large numbers of virtual experiments, calibrated to just a few, time-consuming laboratory tests. And, technological advances from other disciplines, such as rapid DNA sequencing, are being applied to produce new and potentially useful information. In many cases, the industry is learning a whole new language. What is the data telling us and what does it allow us to control? How do we capture and institutionalize the knowledge of our experienced staff so that new employees face a shorter cycle of learning? In this workshop, experts from all disciplines will discuss how science is being applied to optimize the development of unconventional resources – and what challenges remain to be solved. Thank you to our sponsors! SILVER SPONSOR BRONZE SPONSOR

Applied Data Science and Novel Measurements for ...€¦ · topics attract an informed audience eager to discuss issues critical to advancing both technology and best practices. Many

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Committee Members

CHAIRPERSON Matt Bell Premier Oilfield Group

CHAIRPERSONJessica IriarteWell Data Labs

Theresa BaugartnerShell

Bob GalesCalifornia Resources Corp

Dick LeonardProTechnics

Eric Marshall GEODynamics

Liz Percak-DennettBiota

Jose SilvaAnadarko

Kyle TrainorNP Resources

Who We AreSPE is the largest individual member organization serving managers, engineers, scientists and other professionals worldwide in the upstream segment of the oil and gas industry.

14–16 May 2019 | The Wigwam Resort | Phoenix, Arizona, USA

Applied Data Science and Novel Measurements for Unconventional Development

Image-based techniques and high-performance computing are allowing scientists to

conduct large numbers of virtual experiments, calibrated to just a few, time-consuming

laboratory tests. And, technological advances from other disciplines, such as rapid DNA

sequencing, are being applied to produce new and potentially useful information.

In many cases, the industry is learning a whole new language. What is the data telling us

and what does it allow us to control? How do we capture and institutionalize the knowledge

of our experienced staff so that new employees face a shorter cycle of learning?

In this workshop, experts from all disciplines will discuss how science is being applied to optimize

the development of unconventional resources – and what challenges remain to be solved.

Thank you to our sponsors!

SILVER SPONSOR BRONZE SPONSOR

General InformationAccessibilityOur events and functions are accessible to all attendees with wheelchairs. If you require special arrangements, please contact our staff at the registration desk.

Alcohol PolicySPE recognizes the legitimate serving of alcoholic beverages in the process of conducting business and social activities. We also recognize that the use and consumption of alcohol carries with it the requirement for all attendees to consume those beverages responsibly.

CommercialismIn remaining consistent with workshop objectives and SPE guidelines, commercialism in presentations will not be permitted. Company logos should be used only to indicate the affiliation of the presenter(s).

Continuing Education UnitsAttendees will receive 2.0 CEUs. One CEU equals 10 contact hours of participation. CEUs will be awarded through SPE Professional Development for participation and completion of an SPE workshop. A permanent record of a participant’s involvement and awarding of CEUs will be maintained by SPE.

DocumentationFollowing the workshop, a URL containing released copies of the workshop presentations will be available to all attendees.

Electronic DevicesAs a courtesy to the speakers and your fellow registrants, please turn off all electronic devices during presentations.

Name BadgesPlease wear your badge at all times. It is a courtesy to your fellow registrants, speakers, and sponsors.

Photography and Recording PolicySPE reserves the exclusive rights to all video/audio recording or reproductions of the workshop.

Unauthorized video/audio recording is expressly prohibited in the session room(s) or poster area, whether by video, still or digital camera, mobile phone, or any other means or form of reproduction.

Any person attending may be photographed or videotaped, and by your attendance, you give permission to use your image in possible future marketing publications including print, online, and video.

Workshop FormatWorkshops maximize the exchange of ideas among attendees and presenters through brief technical presentations followed by extended Q&A periods. Focused topics attract an informed audience eager to discuss issues critical to advancing both technology and best practices.

Many of the presentations are in the form of case studies, highlighting engineering achievements and lessons learned. In order to stimulate frank discussion, no proceedings are published and members of the press are not invited to attend.

Monday, 13 May 20191730–1900Welcome Reception | Wigwam Bar and Courtyard

Tuesday, 14 May 2019Technical Sessions located in Sachem Hall.

0700–0800Registration Check-in and Continental Breakfast Sachem Hall Foyer

0800–0825Opening RemarksJessica Iriarte, Well Data Labs, Program Chairperson

Matt Bell, Premier Oilfield Group, Program Chairperson

Nils Kaageson-Loe, Society of Petroleum Engineers, Assistant Director Strategic Initiatives

0825–1000Session 1: Data Science Overview & Best Practices from Other IndustriesSession Chairs: Jessica Iriarte, Well Data Labs

Liz Percak-Dennett, Biota

• Presentation 1: Data Science 101Neeraj Tandon, January Advisors

• Presentation 2: Machine Learning and Deep Learning for Risk AssessmentSusan Nash, AAPG

• Presentation 3: Enabling the Deployment of Advanced Data Science – Lessons for the Upstream Oil and Gas IndustryStuart Robertson, LEK Consulting

1000–1030Coffee Break | Location

1030–1200Session 2: The Big Picture - Organizational Effects & Cultural Disruption Adapting to Technology (Panel Session)Session Chairs: Eric Marshall, GEODynamics

Jessica Iriarte, Well Data Labs

Panelists:

Josh Churlik, Well Data Labs

Ken Topolinsky, Hunt Oil

Luis Rodriguez, Raisa Energy

1200–1330Lunch | Litchfield’s Restaurant

1330-1500Session 3: Data-Driven Techniques: Data Mining and Preparation Session Chairs: Robert Gales, California Resources Corp

Kyle Trainor, NP Resources

• Presentation 1: Agile Practice of Drilling Data Analytics – Examples, Challenges, and VisionsYu Liu, Shell

• Presentation 2: Evaluating Oil Production and Reservoir/Completion Parameter Relationships Using Nonlinear Additive ModelsEly Lolon, Liberty Oilfield Services

• Presentation 3: The Challenge of Serving Up Data for Drilling AnalyticsStephen Lai, Pason Systems Corp

1500-1530Coffee Break | Sachem Hall Foyer

1530–1700Session 4: Data-Driven Techniques: Applications of Machine Learning Session Chairs: Jose Silva, Anadarko

Eric Marshall, GEODynamics

• Presentation 1: Using AI to Solve Problems in Legacy Gas FieldsMatt Showalter, Drillbox Mike Ligrani, Atlas SCADA

• Presentation 2: Geomechanics-Driven Cluster Analysis for Completion Optimization in the Greater Green River BasinJesse Havens, Jonah Energy

• Presentation 3: A Rigorous and Repeatable Deep Learning Method for Well Log CorrelationSeth Brazell, Anadarko

1700–1830Networking Reception | Litchfield Lawn Wednesday, 15 May 20190700–0800Continental Breakfast | Sachem Hall Foyer

0800–0930 Session 5: Data Sharing, Data Integration Across Companies, and Data Security Session Chairs: Jessica Iriarte, Well Data Labs

Dick Leonard, ProTechnics

• Presentation 1: Closing the Pandora’s Box on Completions DataCharles Connell, Ruths.ai

• Presentation 2: Deploying Data Aggregates to Collect Drilling High Frequency Data for Machine Learning Modeling Jason Murray, Hess

• Presentation 3: Modern Well Data Mining and Mastering Sathiya Namasivayam, TGS

0930–1000Coffee Break | Sachem Hall Foyer

1000–1130Session 6: Advances in Measurement - Measuring Unknown or Uncertain Variables Session Chairs: Matt Bell, Premier Oilfield Group

Kyle Trainor, NP Resources

• Presentation 1: Integrating Distributed Acoustic and Distributed Temperature Measurements to Provide Cluster Level Production Data in Unconventional WellsFrancis Neill, Ziebel

• Presentation 2: Latest Applications for NMR in Unconventional Reservoir CharacterizationDerrick Green, Green Imaging Technology

• Presentation 3: Well Positioning by Bayesian Network - Real-Time and RetrospectiveAlexander Klokov, Factor Technology

1130–1300Lunch | Litchfield’s Restaurant

1300-1430Session 7: Image-Based Techniques: Deep Learning, Image Recognition, Automated SegmentationSession Chairs: Robert Gales, California Resources Corp

Dick Leonard, ProTechnics

• Presentation 1: Some Challenges in Image-Based Prediction of Elastic and Mechanical Properties... And a Possible Way ForwardLaurent Louis, Adage Corporation

• Presentation 2: A Practical Approach to Quickly Integrate Image Analysis into Completion Decisions using Image AnalyticsRobert Gales, California Resources Corporation

• Presentation 3: Novel Understanding of Frac Fluid Placement through Agile Electromagnetic MonitoringSam McManus, Jones Energy Sam Young, Deep Imaging Technologies

1430–1500Coffee Break | Sachem Hall Foyer

1500–1630Session 8: Round-Table Discussions on Topics of InterestSession Chairs: Liz Percak-Denneett, Biota

Eric Marshall, GEODynamics Theresa Baumgartner, Shell Matt Bell, Premier Oilfield Group

Attendees will break into smaller groups to debate topics of interest. Topics will be finalized during the first day of the workshop based on attendee input and feedback.  Attendees to join whichever group is of greatest interest to them.

Thursday, 16 May 20190700–0800Continental Breakfast | Sachem Hall Foyer

0800–0930 Session 9: Data-Driven Techniques: Applications of Machine Learning - Part 2 Session Chairs: Jose Silva, Anadarko

Bob Gales, California Resources Corp

• Presentation 1: Drilling Optimization Using Machine LearningChris James, Anadarko

• Presentation 2: Improving Crew Performance by Making Invisible Lost Time VisibleMark Hibbard, CoVar Applied Technologies

• Presentation 3: Production Optimization via IIoT and Machine Learning   Brian Arnst, Ambyint

0930–1000Coffee Break | Sachem Hall Foyer

1000–1130Session 10: AI Hype vs. Reality - What are Oil & Gas Value Drivers using Digital Tech? Session Chairs: Theresa Baumgartner, Shell

Matt Bell, Premier Oilfield Group

• Presentation 1: Lessons Learned and a Practical Approach to Deliver Value to Operations from Digital in O&GRicardo Clemente, Intelie

• Presentation 2: How a Culture of Innovation is Harnessing AI and ML to Transform the Oil and Gas Industry Arno van den Haak, AWS

• Presentation 3: A Dash of Hype and a Dose of Reality - What Should We Believe?Matt Bell, Premier Oilfield Group

1130–1200Wrap Up & Open Discussion

Notes:

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