MATLAB Analysis of Pre-stack Seismic: Using MATLAB beyond ... · SINBAD consortium MATLAB codes...
Transcript of MATLAB Analysis of Pre-stack Seismic: Using MATLAB beyond ... · SINBAD consortium MATLAB codes...
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MATLAB Analysis of Pre-stack Seismic:
Using MATLAB beyond the Geophysicist’s
sandbox
7th October 2015
Charles Jones* and James Selvage
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Legal Notice
The following presentation contains forward-looking statements concerning BG Group plc’s strategy, operations, financial performance or condition, outlook, growth opportunities or circumstances in the countries, sectors or markets in which BG Group plc operates, or the recommended cash and share offer by Royal Dutch Shell plc for BG Group plc announced on 8 April 2015. By their nature, forward-looking statements involve uncertainty because they depend on future circumstances, and relate to events, not all of which can be controlled or predicted. Although the Company believes that the expectations reflected in such forward-looking statements are reasonable, no assurance can be given that such expectations will prove to have been correct. Actual results could differ materially from the guidance given in this presentation for a number of reasons. For a detailed analysis of the factors that may affect our business, financial performance or results of operations, we urge you to look at the “Principal risks and uncertainties” included in the BG Group plc Annual Report & Accounts 2014. Nothing in this presentation should be construed as a profit forecast and no part of this presentation constitutes, or shall be taken to constitute, an invitation or inducement to invest in BG Group plc or any other entity, and must not be relied upon in any way in connection with any investment decision. BG Group plc undertakes no obligation to update any forward-looking statements.
No representation or warranty, express or implied, is or will be made in relation to the accuracy or completeness of the information in this presentation and no responsibility or liability is or will be accepted by BG Group plc or any of its respective subsidiaries, affiliates and associated companies (or by any of their respective officers, employees or agents) in relation to it.
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Who we are• Charles Jones
– Processing geophysicist; converts raw data into bespoke data
– Uses & writes algorithms in MATLAB
– M.Sc. in exploration geophysics from the University of Leeds
• James Selvage
– Geophysicist analysing data
– Uses & writes algorithms in MATLAB
– Demonstrated that MATLAB it is viable for solving large-scale geophysics problems
– M.Sc. in exploration geophysics from the University of Leeds
• Programming is not our full time job
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Our job is to evaluate the 3D subsurface
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Images of remotely sensed subsurface
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Talk Outline
• Challenge
– Size and dimensions of seismic datasets
– Timeframes of business
• Solution
• Benefits
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What data do we use
• Acoustic Data called seismic – to image inside the earth
• Acquiring – Outsourced (3 months, $20 M, 100 km by 60 km)
• Pre-processing – Outsourced (6-12 months, $2 M, non-linear problem)
• Post processing (analysis) – Internal (3 months, $0.2 M)
• How do we use this data? – Decide where to drill ($50 M per well)
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MATLAB history at BG Group
• Sandbox
– Code from Academic Projects (SINBAD – UBC, SRB – Stanford, ETLP - HW)
– Learn from academic papers and understand commercial algorithms
• Maturing
– Replicated commercial analysis to improve efficiency on larger dataset
– Prototype algorithm developed to improve on commercial offering
– Decision point: [do nothing; another language; M codes data efficient]
• Production
– Developed an improved approach to AVA analysis
– High Level Language, maintainable and put down able
– Allow Non-professional programmers to develop their ideas
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2010
2011
2013
2012
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MATLAB history at BG Group
• Sandbox
– Code from Academic Projects (SINBAD – UBC, SRB – Stanford, ETLP - HW)
– Learn from academic papers and understand commercial algorithms
• Maturing
– Replicated commercial analysis to improve efficiency on larger dataset
– Prototype algorithm developed to improve on commercial offering
– Decision point: [do nothing; another language; M codes data efficient]
• Production
– Developed an improved approach to AVA analysis
– High Level Language, maintainable and put down able
– Allow Non-professional programmers to develop their ideas
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2010
2011
2013
2012
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MATLAB history at BG Group
• Sandbox
– Code from Academic Projects (SINBAD)
– learn from academic papers and understand commercial algorithms
• Maturing
– Replicated commercial analysis to improve efficiency on larger dataset
– Prototype algorithm developed to improve on commercial offering
– Decision point: [do nothing; another language; M codes data efficient]
• Production
– Developed an improved algorithm for analysis
– High Level Language, maintainable and “putdownable”
– Allow non-professional programmers to develop their ideas
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2010
2011
2013
2012
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Decision point – 2012
Make M codes production
ready
Multi-terabyte datasets
Embarrassingly parallel
Parallel processing
Maintainable code
MATLAB solution
?
MATLAB MDCS or MATLAB Compiler
MATLAB MDCS
High Level Programming LanguageWhat are these multi-terabyte datasets?
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Decision point – 2012
Make M codes production
ready
Multi-terabyte datasets
Embarrassingly parallel
Parallel processing
Maintainable code
MATLAB solution
?
MATLAB MDCS or MATLAB Compiler
MATLAB MDCS
High Level Programming LanguageWhat are these multi-terabyte datasets?
What are these multi-terabyte datasets?11
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Acquisition (3 months, $20 M)
Streamer [12]
(receivers)
Airguns
(source)
PGS Ramform Titan in Tanzania
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Acquisition (3 months, $20 M)
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280,000
shots
20 - 30 TB
Processed to form a 3D cube
of data that “images” the
subsurface
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Pre-Processing (6 – 12 months, $2 M)
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Depth
(km
)
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Analysis – (3 months, $0.2 M)
15X
Y
Z
3 dimensions
Seismic has limited vertical
resolution
70m
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Analysis – (3 months, $0.2 M)
16X
Y
Z
3 dimensions
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increasing incidence
angle
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4 dimensions
X, Y, Z, Angle
This is the
multi terabyte
dataset;
upto 40 TB
Analysis – (3 months, $0.2 M)
17X
Y
Z
3 dimensions
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These datasets are getting larger …
sandbox production expansion18
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Outline
• Challenge
– Size and dimensions of seismic datasets
– Timeframes of business
• Solution
– Read and manipulate large binary datasets into MATLAB [typecast, vectorisedarray operations, structures]
– Embarrassingly parallel processing [MATLAB Compiler + Manual coding]
– Maintainable code [High Level Programming Language]
• Benefits
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Solution for large datasets
Scan SEG-Y
SEG-Y Read
Algorithm
SEG-Y Write
Dataset
SLURM Cluster Manager
Compile Function
SLURM submit
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Index dataset: Scan segy
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• Outputs a meta file for the input data
• Structures for meta data storage
• Compressed binary index file
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Byte
location
pointer
Index dataset: Scan segy
Meta data – mat file – 2 Kbytes
Compressed binary index file – 842 Kbytes (9.3 Gbytes)For a 310 Gbyte segy file:
Linear IO Read in 10 Mbyte chunks @ ~350 Mbytes / second
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SEG-Y Read
Algorithm
SEG-Y Write
Library to make data parallel codes
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Parallel processing
Seismic dataset
divided into blocks.
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• Submit compiled exes to cluster using SLURM
– Jobs can co-exists with non-MATLAB exe
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Parallel processing
>> node_slurm_submit2013(algorithm_name, job_meta_path, slurm_part, n_cores, varargin)
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Parallel processing (10 TB, 0.5 days, 576 cores)
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Parallel processing (10 TB, 0.8 days, 576 cores)
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Parallel processing (10 TB, 1.2 days, 576 cores)
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Parallel processing (10 TB, 1.8 days, 576 cores)
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Parallel processing (10 TB, 2.1 days, 576 cores)
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What was the time benefit ?
• Acquiring – 3 months, $20 M
• Pre-processing – 6-12 months, $2 M
Post processing – 3 months, $0.2 M , now 3 days
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Outline• Challenge
– Size and dimensions of seismic datasets
– Timeframes of business
• Solution
– Read and manipulate large binary datasets into MATLAB [typecast, vectorised array operations, structures]
– Parallel processing [MATLAB Compiler]
– Maintainable code [High Level Programming Language]
• Benefits
Run Time [3 months to 3 days]
Very quick to adapt as datasets are different every time
– Further developments
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Led to more developments
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Mica
(Ratno)
Water column
(Dan)
Classification
(Erik)
Dip Tensors
(James)
sandbox production expansion
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Next steps – more ambitious – 2014 and beyond
• Acquiring – 3 months, $20 M
• Pre-processing – 6-12 months, $2 M
Post processing – 3 months, $0.2 M , now 3 days
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International Inversion Initiative
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• SINBAD research group at University of British Columbia (Canada)
www.slim.eos.ubc.ca
• Fullwave consortium at Imperial College London (UK)
• Senai Cimatec in Salvador (Brazil)
• Solving the non linear inverse problem on the raw field data rather
than pre-processed data
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International Inversion Initiative
• Funded by BG Group and SENAI/Fieb
• MATLAB distributed computing server – 4000 workers
• 17200 cores at Senai Cimatec
• 132 TB of memory
• No. 165 on July 2015 Top500
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SINBAD consortium MATLAB codes
• Object-oriented-
programming and parallel-
programming libraries that
implement linear algebra
operators
• Libraries are organized
into topical toolboxes, e.g.
FD frequency modelling,
compressive sensing
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Matrix-free framework
1) SPOT linear-operator toolbox brings MATLAB’s built-in matrix notation to
problems for which explicit matrices are not practical.
http://www.cs.ubc.ca/labs/scl/spot/
n = 1000; x = (1:n)';
F = opDFT(n); % create a DFT operator
s = sqrt(n)*F*x; % eigenvalues of C
C = real( F'*opDiag(s)*F ); % C is 1000x1000 34 Kbytes not 7812 Kbytes
z = C'*y; % apply the adjoint of C to a vector
2) pSPOT extends the SPOT operators to act on MATLAB's distributed vectors using MDCS
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SINBAD parallelism
• Data-space parallelism,
– Distributed arrays, each worker processes part of either in-core distributed
array or out-of-core data. (MDCS or Compiler)
• Model-space parallelism,
– Model-domain decomposition, distributed arrays and MPI inter worker
communication. (MDCS)
• Both use MATLAB's intrinsic or Mex multi-threading
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SINBAD problem sizes
• Full waveform inversion
– Frequency domain finite difference wave propagation
– 9.3 TBytes, 17200 cores = 84 days
– Time Domain FD
– 23 TBytes, 17200 cores = 20 days
• Least squares Reverse Time Migration
– 20 TBytes, 17200 cores = 42 days
• Simultaneous source acquisition
– 2 Tbytes, 17200 cores = 50 days
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– Resilience – heterogeneous MPI
– Parallel data distribution
Next challenge
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Conclusion
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• MATLAB is being used extensively by BG Group
• Started as a sandbox environment, now used for routine production
• Collaborating on more ambitious problems
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Acknowledgements
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• BG Group for permission to publish this work
• BG Co-coders – Ratnadwip Ghosh, Dan Bright, Jon Edgar, Simon
Wrigley
• BG Business sponsors – Ian Turner, Hamish Macintyre
• University British Columbia – Felix Herrmann, Tim Lin, Henryk
Modzelewski
• Imperial College London – Mike Warner, Gerard Gorman
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Open Performance portablE SeismiC Imaging
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• Intel® Parallel Computing Centre at Imperial College London and SENAI CIMATEC
• Industrial partners – Intel and BG Group
• Implements FD and FE wave
propagation in high level language
• Automatically optimises for different
architectures
• Already outperforms industrial code on
Xeon and Phi platforms
• https://github.com/opesci - opensource