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Introducing X-Waveform-Inversion (XWITM) technology. 

S-Cube are developing the industry's most advanced algorithm for imaging the subsurface.
XWITM is the next-generation optimisation toolbox which drives Full Waveform Inversion (FWI) to unlock enhanced subsurface definition.
XWI

The Brain Behind the Earth's Audio

We are a high-growth venture spinout from a world-leading research group at Imperial College London, known for developing revolutionary Full Waveform Inversion (FWI) technology for shaping the future of the energy industry.

S-Cube is taking this powerful technique, which can automatically reveal new understanding of the subsurface, to the next level through developments collectively known as XWITM and a cloud-native architecture for running them. 

The XWITM algorithm specifically harnesses sound waves reflected from the deepest interfaces within the earth, to build a more precise subsurface "velocity" model where needed most, to target economically valuable natural resources which lie hidden in seismically obscured zones.

This is the same technology required for mapping depleted reservoir formations viable for cost-effective CO2 injection and storage - an essential component of the move to a Net Zero Emissions economy.

 

XWI

Next-generation Full Waveform Inversion

The differentiated capability which sets S-Cube apart:

  • adaptive (AWI) and reflection (RWI) cost functions, for more accurate model updates extending deeper down
  • gradient-conditioning using total-variation based regularisation constraints (CWI), for dealing with highly contrasting geology
  • multi-parameter macro-model global search (QPSO), for deriving anisotropy and other unknowns 

The integrated outcome is the XWITM algorithm which:

  • corrects legacy velocity models, where conventional FWI fails
  • achieves convergence from a low-accuracy starting guesses, where conventional FWI fails
  • increases resolution and eliminates distortions at target depths, where conventional FWI fails

XWI Examples

Adaptive Waveform Inversion (AWI) was the underpinning theoretical breakthrough which led to the formation of S-Cube. Following the patented solution to a long standing problem in numerical optimisation, it was field trialed with three industry partners.

The novel cost function was able to demonstrate automated global minimum convergence (prediction error minimisation) with gradient-based steepest-descent optimisation from multiple starting points without the need for human intervention.

In each case, false local minimum convergence was avoided without the need for human-driven tomography.

Chevron- NW Australia

Chevron- NW Australia

Characterising a gas-filled low velocity producing field.

Equinor- North Sea

Equinor- North Sea

Defining a gas-filled low velocity drilling hazard.

Woodside- Myanmar

Woodside- Myanmar

Identifying a gas-filled low velocity exploration target.

S-Cube Growth and Energy Transition Milestones

Our growth is fully directed to matching the needs of the energy transition and laying the foundations for an integrated, decarbonised offshore energy system.

Three core innovations brought to you in XWITM:

  • a next-generation FWI optimisation toolbox for inverting reflected soundwaves at greater depths
  • a scalable cloud-native parallelisation to run the algorithm at high-speed 
  • an intelligent user-interface and multi-job submission system for automated hyperparameter tuning 
2014- Theoretical Breakthroughs

2014- FWI Breakthroughs

Patented theoretical breakthrough for redefining FWI cost function. Converting from raw data without low frequencies.

2018: On Prem to Cloud

2018- Cloud Transition

Taking the leap beyond vanilla FWI and homogenous constrained on-prem HPC systems.

2019: First Cloud Pilots

2019- First Cloud Pilots

Stress testing the XWITM EC2 Spot cloud architecture. Making error-prone human-driven FWI without hyperparameter optimisation a thing of the past.

2020-: AWI and RWI Pilots

2020- AWI and RWI Pilots

Laser focus on XWI optimisation cost function toolbox. Introduce sensitivity to reflection moveout - invisible to standard FWI.

2021: Integrated Innovation

2021- Integrated Innovation

Raw data transforms to reservoir image. Enhanced pre-drill predictive power at target depths.

2021: OGTC North Sea

2021- Net Zero North Sea

Awarded multi-million pound grants for interfacing imaging with inversion and deep learning with classic optimisation.

Backed by major industry players for superior Full Waveform Inversion 

High Performance Computing on the Cloud on an unprecedented scale 

XWITM on AWS PoC Success

1000's of EC2 Spot workers

Burst Compute Capacity

Multiple Spot Fleets running in parallel

Four pillars of differentiated capability:

Accuracy

Resolution

Predictive Power

Automation 

Cloud-native architecture:

MPI-free parallelisation

Multi-scenario job submission

Parameter hyper-tuning

Woodside FutureLab

Early adopter Woodside discusses the benefits of Full Waveform Inversion in Myanmar Exploration. 

 

Industry Awards and Measures of Esteem

Academic founders internationally recognised as leaders in the field

Distinguished Awards

The first major application of time-domain waveform inversion incorporating anisotropic wave propagation was conducted by founding members of S-Cube, a study which received the 2013 Best Paper in Geophysics.

Just a few years later, Adaptive Waveform Inversion (AWI) was patented and became the recipient of the Bonarelli Award in 2015 by the EAGE, the leading European professional organisation in petroleum geoscience for the long-standing problem in localised optimisation it was able to provide a solution for. 

AWI was the start of a non-stop development and growth in the story of S-Cube. This has paved the way for S-Cube to gain technical and business recognition for commercial achievement and innovation at the forefront of the energy sector.

2013 Best Paper in Geophysics

2013 Best Paper in Geophysics

S-Cube founders are recognised by The Society of Exploration Geophysics Best Paper Award titled "Anisotropic 3D Full Waveform Inversion" 

2015 Guido Bonarelli Award

2015 Guido Bonarelli Award

S-Cube is recognised by the European Association of Geoscientists and Engineers Guido Bonarelli Award 2015 for The Best Oral Presentation - "Adaptive waveform inversion - FWI without cycle skipping - theory".

2019 - Young Entrepreneur of the Year 2019

2019 - Young Entrepreneur of the Year

Non stop growth. Our CEO, Nikhil Shah named Young Entrepreneur of the Year 2019 at the UK Asian Business Awards.

2020 Artificial Intelligence Award

2020 Artificial Intelligence Award

S-Cube is shortlisted as a finalist for the Lloyds National Business Awards 2020 - The Artificial Intelligence Award.

2020 - Data Excellence Award

2020 - Data Excellence Award

S-Cube is shortlisted as a finalist for the Lloyds National Business Awards 2020 - The Data Excellence Award.

2020 - LCD Growth Through Innovation Award

2020 - LCD Growth Through Innovation Award

S-Cube is shortlisted as a finalist for the Lloyds National Business Awards 2020 - LCD Growth Through Innovation Award.

S-Cube Cloud

Run Full Waveform Inversion on the Cloud

Use XWITM on AWS to discover a step change in accuracy and resolution of your velocity model.