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Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience, Infrastructure and Society Heriot-Watt University Prof Gary Couples SPE London Section – 27 Oct 2015
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Page 1: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists

Institute of Petroleum EngineeringSchool of Energy, Geoscience, Infrastructure and Society

Heriot-Watt University

Prof Gary Couples

SPE London Section – 27 Oct 2015

Page 2: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Prof Gary D Couples

• B.S. – Texas A&M (Geology) 1974• M.A. – Rice Univ (Geology) 1977• Ph.D. – Texas A&M (Tectonophysics) 1986• Cities Service (Tulsa, 1980), Amoco (Denver,

1980-88)• Univ of Glasgow (1989 – 1998)• Heriot-Watt Univ (1998 – at least today! )• Engineer/Geologist

Comforting, Confusing, Scary: Geomechanical Issues in (Naturally-)

Fractured ReservoirsProf Gary D CouplesHeriot-Watt University, Edinburgh, Scotland

Society of Petroleum Engineers Distinguished Lecturer Programwww.spe.org/dl

2

With thanks to: Helen Lewis (Hydro-DDA development, geomech sims), Jingsheng Ma (flow upscaling), Jean-Marie Questiaux (reservoir models), Mark Reynolds (H-DDA models), Dave Stearns (how to swim upstream)

Page 3: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Preview

• In this talk, I wish to challenge our collective comfort concerning our level of skills and our understanding of geomechanical principles – and thus what we can actually deliver to users

• I suggest that we need to develop and support focused training (at MSc level) that will deliver a next-generation of specialists who can ensure that geomechanics becomes an essential element of successful resource exploitation

Page 4: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

The Basics

?What is the relationship between

stress and strain?

“Strain” is a surname that is not all that rare in Scotland! (several hundred entries on telephone directory search)

This is a shoe store in Oslo. I have seen stress-relieving shoes on sale before, but shoes “for” stress?…

Page 5: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

A “Feel” for GeoMaterials

• Some people have very good intuition about material behaviour (their brain computes material responses)

• They can predict outcomes very well• When observing deformation results, they

quickly see the important features and do not get lost in the background detail

• This skill can be enhanced by training, but I do not know if it can be created in everyone

My training agenda is based on the potential to improve these skills

Page 6: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Outline

• Few words on constitutive relationships (the underpinning concept of geomechanics), and the relevance of deep understanding of stress and strain

• Three examples• Next-generation skills – and how to develop

them

www.jamescomans.com

Page 7: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

STRESSstress = f (strain, x, x, x)

• Called a constitutive relationship• Based on continuum concepts (but we choose to use

this in porous geomaterials)• Stress is the dependent variable (intensive)• Wide variety invented to suit many purposes• Range from “simple” (i.e. linear elasticity) to

considerably more complex (e.g. elasto-hypo-visco-poro-plasticity)

• Beyond linear versions, the equations can look pretty scary…

Page 8: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Ubiquitous

• EVERY geomechanical analysis involves choices about constitutive laws (perhaps largely un-recognised)

• : this is where things go wrong…• If someone actively avoids making the choice,

they tacitly accept rules and workflows that may be completely inappropriate to the task

Page 9: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

A Simple Law

• Linear elasticity:– Linear relationship between stress and strain– Reversible, recoverable– No time dependency

s

eBecause of the linearity, we can exchange the dependent and independent variables…

Page 10: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Is Elasticity a Good Model?

Ds

e

A lab test on a rock

Radial confinement, loaded to “failure”

Is elasticity an appropriate description of the pre-failure response?

Well….that depends. If we want to identify a limit to the set of “non-failure” states, then we might be OK with that choice.

If we wish to understand pre-cursors to failure, then probably not.

And, if we wish to take this result to Nature, we may be in trouble: fluid-activated creep at pre-failure loads, thermally-enhanced creep, differential cementation and dissolution associated with load-chains, untested conditions, poro-elasticity, …

Page 11: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Elastic-Perfectly Plastic Law

Ds

e

This law can be selected in many software packages, and it needs few parameters. So, it is a simple one, and – it is made available by the vendor, so it must be OK, isn’t it??

The Q: Does it capture key behaviours?

The post-yield part of this constitutive law is normally implemented with the assumption of no volumetric strain. And the material neither “hardens” nor “softens” as it continues to strain. Thus, the chosen constitutive law says that the material enters the critical state at yield, regardless of mean stress. These characteristics are NOT what we see in lab experiments.

Page 12: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Poro-Materials

• Mean-stress dependence

• Dilation/compaction• Hardening/softening• Localisation• Critical state

Page 13: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

e

s Ds

De

A lot of plastic work has been done here

Specific elastic energy = Ue = W = ½ x Ds x De

Stress and Strain

• They are not just numbers. Stress tells us about the (local) state of elastic energy; strain tells us about the local displacement gradient

• If we plug s-e numbers into formulae, without due consideration of how those numbers came to exist, or what we are doing with them, or what we imply, we are guilty of (insert one or more of the following: innocence, ignorance, laziness, deception, malpractice, xxx, …)

Page 14: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Also: Skill of Operator

• Constitutive laws have limited use unless they are used in simulation

• Operating simulation software requires a HIGH level of skill, an understanding of constitutive laws, knowledge of the many simulation pitfalls, and ability to perform “reality checks”

Simulations by Helen Lewis

Concerns over “workflow” buttons that replace the rational operator

Run geomechanics

Page 15: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

(some) Application Topics• Site geotechnics• Drillbit/rock interactions• Well stability• Perforating• Stimulation• Reservoir performance and management

– Pre-existing state of rocks (shape, properties)– Fractured reservoirs– Overburden– Fault barriers– Topseal

• Tectonic and basin processes (geological history, overpressure, fluids and heat, …)

Source of knowledge

Courtesy Baker-Hughes

Page 16: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Wellbore Stress State

Saleh (1985) modification of Kirsch (1898) analytical solution vs elastic numerical solution

The difference is due to the fact that the analytical solution is for a situation that does not exist: sr ≡ 0 at r = constant

Differences are even larger if we simulate drilling (excavation)

PhD study by Khalid AlRuwaili

Analytical solution for wellbore stress state provides poor estimate near wellbore walls

Fractures (mostly shears!) induced by wellbore pressurisation

Page 17: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Hydraulic Fracturing

Pressure is the specific elastic energy of fluid due to its volumetric strain

Energy Budget of a Hydrofrac

• 8000m3 fluid pumped, at 29MPa → 232GJ• Assume bi-wing crack formed,

50mx800mx30mm → frac vol = 600m3

• 75% fluid recovered in flowback → net energy input: 58GJ

• So, 1400m3 of fluid “lost” (where is it…?)• And, flowback is not instantaneous…

Example

Energy Budget of a Hydrofrac

• Fluid invasion into matrix pore space?• If initial pore fluid is water (not true!), then:

– Assume 5% porosity, and inter-frac volume (area x stage spacing = 1e6m3) → 2e5m3

– If 1400m3 added to this volume, the resulting pressure would be 68MPa (larger than Pinj)

• Low perms, so invasion distance small (1mm)• Pores with gas, so relperms inhibit entry

Virtually no fluid invaded into matrix pores – so need to create space

Oops again!

The lost water must reside in cracks/fractures. If these were “open” before the stimulation, then similar arguments would apply – namely that the fluid pressure would quickly become too high to continue injection. Therefore, the stimulation process must cause a major dilation via creating/opening cracks in the rock mass. These may not get any proppant… but may experience shear and thus possess residual apertures.

Q: Where does the “lost” injection water go?

Injected fluid does not enter the matrix pore space, so has NO impact on effective stress. Hydraulic fluid only carries load to the fracture faces (Pfrac > Ppore) – but Ppore ↑ w/ stressdue to poro-elastic response associated with elastic strain in inter-frac regions.

Page 18: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Insights, not Technology

• The preceding two examples are not based on any fancy technology. They illustrate the point that joined-up thinking about materials and behaviours can lead to insights, and answers.

• Most importantly, these two examples highlight the need to examine whether familiar equations, and the numbers plugged into them, are suited to the real task

Page 19: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Fractured ReservoirsThis example DOES require technology – but nothing really unusual. The numerical simulation tool provides poro-material laws, and laws for pre-defined cohesive/frictional discontinuities.

These two simulations illustrate the role of frictional rock-layer interfaces in terms of their role in a flexural slip process. The calculated permanent strains (bright colours) are very different depending on whether slip is not possible (upper part of left model), versus where it is (right model). The resulting strains can be transformed to flow or acoustic properties, directly (using some equation), or by down-scaling to an equivalent array of deformation features, such as fractures, and upscaling their effects in an explicit way.

If we CHOOSE to simulate the deformation using a tool that does not have the capability of frictional interfaces, we will calculate very large strains, and the strain patterns will be very different, compared to the case with discontinuities. Selecting methods, and building/running models, is a specialist skill that is developed by means of integrated training.

Page 20: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Quo Vadis?

• Glen’s survey identifies challenges for us: – Time/cost of doing geomechanics– It is disruptive– No one understands it– “No confidence”– Companies do it to prove “due diligence” and for

reasons of “loss avoidance”, but not seen as a means for advantage

– Lack of much evidence that it impacts business• What to do???

GEOMECHANICS: Quo Vadis....?

The View from the Expert Consultancies

Results of series of Q&A interviews during 2014/5Glen Burridge

NDB Consulting

If we agree that there is a need to upgrade training INSIDE the geomechanics community, it is not a surprise that non-specialists think we have arrived from Mars…

Page 21: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

An Opinion (Risky!)

• Much of what I see being done today is the calculation of some numbers that are based on simple models (or just the accepted equation) and easy (proxy?) parameters

• I see little questioning, or integration with other disciplines, or extended “value” interpretations (but perhaps the door is barred to us?)

• We need to boost our credibility – big time!

Herding cats is not easy

Page 22: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

How?

• Develop an attitude that geomechanics has the same relevance as depositional models etc, in terms of explaining properties and predicting operational consequences

• This needs more intensive (re)training• It probably needs some benchmark

demonstrations – NOT of software, but of derived value Not addressed in this talk

See later

Ideas for getting this message out?

Page 23: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Desired Learning Outcomes

• Educational best-practice says that curriculum design starts with the outcomes – what graduates (practitioners) are expected to be able to DO

• Next slide lists the skills required to accomplish a generic task of the sort that could be expected for a next-generation geomechanicist

Page 24: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Next-Generation Skills• Ability to translate a real-world issue into a problem statement, and

solve the problem to a reasonable point– Understand the language and mind-set of the people who have the issue– Obtain info, data, ideas from those people, and others– Decompose the tangled problem into logical cause/effect strings– Ability to select appropriate material laws– Conduct geomechanical analysis (simulation/reasoning)– Assess plausibility of calculated results– Translate continuum/upscaled strains into geological features– Convert outcomes to useful parameters (effective perms, etc)– Communicate to recipients, and the management– Consider what is needed to improve the analysis for “next time”– Undertake upgrades of workflow– …

Page 25: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Skills• Ability to translate a real-world issue into a problem statement and

solve the problem to a reasonable point– Understand the language and mind-set of the people who have the

issue– Obtain info, data, ideas from those people, and others– Decompose the tangled problem into logical cause/effect strings– Ability to select appropriate material laws– Conduct geomechanical analysis (simulation)– Assess plausibility of calculated results– Translate continuum/upscaled strains into geological features– Convert outcomes to useful parameters (effective perms, etc)– Communicate to recipients, and the management– Consider what is needed to improve the analysis for “next time”– Undertake upgrades of workflow– …

Importance of Soft Skills

• Many skills on this list involve communication and team interactions

• Even the most-technical skills require interfacing with other humans…

• …and contextual nouse• So, team projects!

On-the-job learning is great, but should be appropriately structured and supported

Page 26: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Training

• Comments here focus on MSc level• They relate to a vision to create next-

generation subject leaders, and not service operatives

• This vision requires that graduates know BOTH petroleum engineering and geomechanics…

• …and how to connect these disciplines

Page 27: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

A Precedent

• In 1975, as the North Sea began its prime-time, the UK-based Industry asked academics in the UK to establish a training programme to create the staff needed

• IPE was created then, and is celebrating 40 years… THIS WEEK!

• Others followed• Why not do that again?

Page 28: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

A Design for Master Qualification

• Next slides illustrate the curriculum that could achieve this training

• They summarise two existing Master-level programmes – which are located in different places (HWU and Grenoble)

• What incentives would entice someone to go through the combination over two years?

There are agreements in place, and official approvals, for operating this combined programme

Page 29: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Petroleum Understanding• Sedimentology• Wireline Theory and Practice• Drilling Operations• Petrophysics/Rock Physics• Completions and Stimulation• Well Testing• Structural Geology• Reservoir Geophysics• Geomodelling• Reservoir Engineering• Reservoir Simulation• Economics/Business• Team/Individual Projects

This is a full MSc programme (interface of geology and reservoir engineering) that is taught in 11.95 (hard) months.

Graduates are sought-after as new-hires, and they are viewed as “job ready”. Some continue to PhD.

However, the Companies that hire them know that there is still a need for gaining experience and deepening of knowledge.

Impossible to squeeze this into a few days of lectures!

http://www.postgraduate.hw.ac.uk/prog/msc-reservoir-evaluation-and-management/

Page 30: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Geomechanics Understanding• Basic Geomechanics• Topics in Continuum Mechanics• Rock Mechanics• Numerical Methods in Non-Linear

Mechanics• Strain Localisation in Geomaterials• Experimental Geomechanics• Granular Geomechanics• Reservoir Geomechanics• Wellbore Geomechanics• Basin Geomechanics• Individual Project

This is the second year of a 2-yr Master programme involving 1st year training in one of ~20 European HEIs); it is taught in 10 (hard) months, in English.

Graduates obtain jobs in geotechnics, petroleum, or continue to PhD

Impossible to squeeze this into a few days of lectures!

http://www.grenoble-inp.fr/masters-/master-geomechanics-civil-engineering-and-risks-482560.kjsp#page-presentation

Page 31: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Could We?

• Incentive: working with SPE (or others?), could we establish a suitable award/qualification for this extended MSc-level training? To meet the goals, it needs careful vetting of graduates.

• It could be possible/desirable to enable multiple ResEng MSc programmes to provide the foundation year

• Currently, do not see duplicating the Grenoble success elsewhere… but open to the possibility

Page 32: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

A Pipe Dream

• “We” can raise the bar – and insist that robust approaches to geomechanics be adopted, or else we embarrass operators for simply doing lip-service (vigilante time!)

• This might not be very comfortable for those amongst us who earn a living by providing those services…

• We need to demonstrate commercial impact• In any case, we need a next-generation

An options-appraisal needs to include ALL of the possible paths

Page 33: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Software JockeySir: The computer says that this failure is caused by an incorrect colour for your vehicle. I guess we can schedule you in for a paint-job next week? Hmmm, it does not recommend a safe colour… Do you know anyone with a car that still runs? What colour is it? Not sure if we have any of the right paint… Were you the one who chose this colour originally? I’m sure this is not OUR fault….

It is “easy” to train someone to run a call-centre desk, but perhaps a bit more difficult to train them to solve problems

Page 34: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Garage Tinkerer(ignoring HSE concerns!)

This person has my vote of confidence in terms of being able to apply skills and tools to the solution of a problem which may not fit into the “normal” category

Practitioners of this type want to know how EVERYTHING works, and then they try to make it better. Sometimes they have opportunities to learn a lesson…

Page 35: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

Conclusion• I am not “against” the acquisition of software

skills – far from it! But I want those skills to exist in people who understand the design choices of the software’s algorithms, and maybe some ability to makes changes... I also want those people to be able to translate the software’s outputs into meaningful forms.

Software JockeySir: The computer says that this problem is caused by the colour of the vehicle. I guess we can schedule you in for a paint-job next week?

Garage Tinkerer

(ignoring HSE concerns!)

This person has my vote of confidence in terms of being able to apply skills and tools to the solution of a problem which may not fit into the “normal” category

Page 36: Software Jockeys or Garage Tinkerers - Training Options for Next-Generation Geomechanicists Institute of Petroleum Engineering School of Energy, Geoscience,

The End

• I hope I have made it clear that I am not seeking to ruin anyone’s livelihood

• In order to win, we should accept that we can benefit by aiming higher, and maintain that approach long enough to gain (back?) the industry-wide confidence that is missing today

Now, I will try to be brave and take your questions


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