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Model driven oil and gas

Reservoirs, production, assets - why "model driven" could be the future
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Thursday, January 24, 2019
The Geological Society

We are seeing much more use of digital models in the oil and gas industry.

Continental plate models, geological models, reservoir models and simulators, drilling simulators and models, well models, production flow / decline models and simulators, ‘digital twins’ for topsides / equipment / maintenance, corrosion models, asset integrity models, 3D models, satellite imagery analysis models, unconventionals optimisation models, activity planning models, commercial models, personnel planning models, decommissioning planning models, graphs, are all examples of models in the oil and gas industry.

Model is an abstract term meaning a representation of reality. Models are also how people think and understand the world. We build models in our mind about how something works, how we are going to make decisions or behave when certain things happen. Another definition of an expert is someone who has well evolved mental models about their subject, so they can understand what is going on and make better decisions.

There’s some big benefits to building digital technology around models. It presents information to us in a way which easily compliments the way we see it in our minds. It should be easier to evolve, combine and compare software models – just like the models in our mind. There is a growing technology called ‘low code’ where the code is generated automatically from a model – no programmers required. We are also seeing more and more companies offering ‘platforms’ on which different models can run on.

There could be many business opportunities building models, particularly for people who have domain expertise in a specific area and want to build a model encapsulating their expertise, which they can sell. For example if you have a model about how to adjust gas lift to multiple wells, or how to optimise the frac fluid you use, make the best decision about how to develop a new unmanned operation, or vet a new supplier. There could be markets where oil companies compare different models and choose the one which works the best for them, compensating the developer accordingly.

Modelling could make a big impact on safety management. Rather than be beholden to streams of data from sensors and your systems’ ability to interpret it, a domain expert can build a model of what a safe operation should look like, and what an operation looks like when a problem is emerging but operations are not yet unstable. By comparing reality with this model can give operators early warning of emerging problems.

We use the term ‘model driven’ to talk about an approach to software development which starts by defining the model and then puts in the digital technology – rather than (how it is usually done) starting with the data, adding algorithms and then trying to build a model out of it. It follows an established discipline, “model driven software engineering”.

Sometimes people tackle the same problems using AI. But AI needs a model too - unless you are in highly abstract, non modellable challenges, like identifying which consumer products different groups of the public find most appeaing.

We plan to explore the subject of modelling in more depth, in the Q4 issue of our magazine Petromall Insights and also in our January 2019 London event

If you have ideas or technology about how the oil and gas industry can do more with modelling, or are able to talk about modelling itself (not just talk about a model your company produces), please let me know.


9:30 Welcome & Introduction: followed by SESSION 1:
9:40 Speaker from -
Oil company

10:15 Speaker from -
Oil company

10:50 Coffee & Tea; Exhibits
11:20 Speaker from -
Technology / service company

11:55 Speaker from -
Technology / service company

12:30 Speaker from -
Technology / service company

13:00 Lunch & Exhibits, followed by SESSION 3:
14:00 Speaker from -
Technology / service company

14:45 Speaker from -
Oil company

15:20 Speaker from -
Technology / service company

15:55 Close

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