Oil and Gas Production Forecasting with Semi-Analytical Reservoir...

13
Oil and Gas Production Forecasting with Semi-Analytical Reservoir Simulation Peter Tilke 1 , Wentao Zhou 2 , Boris Samson 3 , Shalini Krishnamurthy 3 , Jeff Spath 2 , Michael Thambynayagam 2 , Alexander Lukyanov 1,* 1. Schlumberger-Doll Research, Cambridge MA; 2. Schlumberger, Houston TX; 3. Schlumberger Abingdon Technology Centre, UK; *. Presenter 2015 SIAM Conference on Mathematical & Computational Issues in the Geosciences MS39 Meshless Modeling in Geoscience July 1, 2015 Stanford University Stanford, California USA

Transcript of Oil and Gas Production Forecasting with Semi-Analytical Reservoir...

Page 1: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Oil and Gas Production Forecasting with Semi-Analytical

Reservoir SimulationPeter Tilke1, Wentao Zhou2, Boris Samson3, Shalini Krishnamurthy3, Jeff Spath2,

Michael Thambynayagam2, Alexander Lukyanov1,*

1. Schlumberger-Doll Research, Cambridge MA; 2. Schlumberger, Houston TX; 3. Schlumberger Abingdon Technology Centre, UK; *. Presenter

2015 SIAM Conference on Mathematical & Computational Issues in the Geosciences

MS39 Meshless Modeling in Geoscience

July 1, 2015

Stanford University

Stanford, California USA

Page 2: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

‘Reservoir simulation’ tools

Inflow Performance Relation

Material balance

Analytical model

Numerical model

Diffusion equation

Numerical solution

tc

k

),(

),( 2 tpt

tpx

x

2

1

1

11

1

1 2

x

ppp

t

pp n

i

n

i

n

i

nn

Slide 2

Page 3: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Diffusion equation

Analytical solution

Analytical reservoir simulation

),(),( 2 tp

t

tpx

x

tc

k

Extension to different types of sources, boundaries and fluid system, multi-well, multi-layer, etc.

• Same PDE

• Analytical solution on

upscaled reservoir model

• Fast speed for on-time

decision making

Slide 3

Page 4: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Basic solutions

• 3D point source solution

• 2D solution (line source)

𝑝(𝑥, 𝑦, 𝑧, 𝑡) =𝑈(𝑡 − 𝑡0)

8𝜋3/2𝜙𝑐𝑡 𝜂𝑥𝜂𝑦𝜂𝑧 0

𝑡−𝑡0 𝑞 𝑡 − 𝑡0 − 𝜏

𝜏3/2𝑒−

𝑥−𝑥02

4𝜂𝑥𝜏+𝑦−𝑦0

2

4𝜂𝑦𝜏+𝑧−𝑧0

2

4𝜂𝑧𝜏 𝑑𝜏

D

Di

tD

Dt

rEdt

t

r

tP

D

42

1'

'4exp

'

1

2

1 2

0

2

Page 5: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

IARF pressure solution

• Infinite Acting Radial Flow

𝑝𝑖 − 𝑝𝑤𝑓 𝑡, 𝑟𝑤 =𝑞𝐵𝜇

4𝜋𝑘ℎln 𝑡 + ln

𝑘

𝜙𝜇𝑐𝑡𝑟𝑤2+ 0.80907

Δ𝑝 = 𝑚 ln 𝑡 + 𝑏Pressure difference

𝑡dΔ𝑝

𝑑𝑡=dΔ𝑝

𝑑 ln 𝑡= 𝑚Pressure derivative Bourdet derivative

Page 6: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Superposition concept

• System response to a number of perturbations = sum of responses to each of the perturbations

• Temporal• Multi-rate

• Spatial• Multi-well

• Boundary conditions

A

R.N. Horne, Modern Well Test Analysis

Page 7: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Pressure equation for multi-phase systems

𝜆𝑡 = 𝜆𝑡(𝑆𝑜 𝑥 , 𝑆𝑤 𝑥 , 𝑝) 𝑐𝑡 = 𝑐𝑡(𝑆𝑜 𝑥 , 𝑆𝑤 𝑥 , 𝑝)

Without the nonlinear terms

Page 8: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Saturation equation

• Streamline constructed from pressure field

• Hyperbolic saturation equation solved along 1D streamlines (analytically or numerically)

• Limited mainly to waterfloodingproblem

𝑓𝑤 =

𝑘𝑟𝑤(𝑆𝑤)𝜇𝑤

𝑘𝑟𝑤(𝑆𝑤)𝜇𝑤

+𝑘𝑟𝑜(𝑆𝑤)𝜇𝑜

H. Tchelepi, Course note on multi-phase flow in porous media, Stanford University

Page 9: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Waterflooding example

Page 10: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Semi-analytical solution with finite-conductivity fractures

• Analytical reservoir solution: flow from reservoir to fractures

• Numerical fracture solution: flow inside fractures

Analytical reservoir simulation for hydraulic fractures

Slide 10

Page 11: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Production simulation of fracture network• Rigorous HC production

simulation from fracture network

• Easy model setup• Fast simulation• Easy to use• Treatment optimization

Page 12: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

Numerical reservoir simulation

• Multi-phase diffusion equation discretized and solved with finite difference numerical scheme

• Applicable for complex nonlinearities

• Big system (up to million, billion cells)

• Standard tool in the oil & gas industry

Page 13: Oil and Gas Production Forecasting with Semi-Analytical Reservoir ...ta.twi.tudelft.nl/nw/users/vuik/workshop_meshfree/tilke.pdf · Oil and Gas Production Forecasting with Semi-Analytical

NumericalSemi-analytical

Speed of analytical method

Analytical