S-Cube & ONGC Showcase Land and Marine TSL-FWI™ Breakthroughs at SEG Bengaluru
September 27, 2026

At the SEG Transforming Energy Exploration: Technology, Sustainability, and Innovation Symposium in Bengaluru, joint technical presentations from S-Cube and ONGC (GEOPIC) showcased the first published applications of Full Waveform Inversion (FWI) across both onshore and offshore settings in India, from the Bengal and Mahanadi basins.
Overcoming the Waveform Inversion Hurdle
Conventional trace-by-trace FWI often struggles with cycle skipping: mismatched recorded and synthetic seismic waveforms cause the inversion to fall into local minima, leading to severely distorted subsurface models.
To overcome this, S-Cube and ONGC deployed the Time-Space-Lag FWI (TSL-FWI™) algorithm. By using an adaptive matching mechanism across both space and time, TSL-FWI™ relaxes cyclical matching and bypasses temporal and spatial cycle skipping without requiring long offsets or low frequencies. This enables deep macro-velocity model updates starting from distant or highly inaccurate initial models.

Onshore Bengal Basin: Revitalizing a Legacy Dynamite Survey
Presented by Saheb Ghosh (ONGC-GEOPIC), the Bengal Basin case tackled severe deep imaging distortions below a thick carbonate layer in a legacy onshore dynamite survey. TSL-FWI™ corrected the deep structural distortions at depths below 6 km, reaching 4x deeper than the diving wave penetration limit.
The result demonstrates that TSL-FWI™ can extract deep structural clarity from older onshore data, significantly expanding target depth horizons without costly re-acquisition.

Offshore Mahanadi Basin: Prospects Defined from Scratch
In the deepwater Mahanadi Basin, the existing velocity model from a streamer survey lacked detail and failed to image key targets. TSL-FWI™ identified and resolved gas-charged Mio-Pliocene channel-levee complexes from scratch, providing a reliable framework for reservoir characterization in a complex depositional system.
ONGC's deepwater drilling campaign targeting this play commenced in July 2026. In September, ONGC reported gas from the first well, MN-DW18-1-H-D off Odisha, with encouraging flow and reservoir pressure.
Key Implications for Regional Exploration
- Revitalizing legacy datasets: deep structural clarity from older onshore dynamite data, expanding target depths without re-acquisition.
- Automated prospect identification: resolving channel-levee complexes directly from scratch in offshore settings such as the Mahanadi Basin.
Learn more in our Mahanadi Basin case study and the symposium programme.
Continue Reading

September 25, 2026
Transforming Energy Exploration: Technology, Sustainability, and Innovation Symposium
S-Cube presents four technical talks in Bengaluru on Friday 25 September, including a joint session with ONGC-GEOPIC on land seismic FWI in the Bengal Basin — among the first FWI applications in India with ONGC, spanning both offshore and onshore settings. The talks cover next-generation FWI for land and marine applications and building confidence away from well control with Time-Space-Lag FWI.

June 26, 2026
IMAGE '26: S-Cube presents Time Space Lag FWI for Land and Marine Settings
S-Cube has had two abstracts accepted for oral presentations at IMAGE 2026 in Houston (August 17-20). The talks cover onshore subsalt updates via FWI-Derived-Reflectivity-Driven Reflection Waveform Inversion, and breaking through complex salt by harnessing Time-Space-Lag Adaptive Waveform Inversion together with Reflection Waveform Inversion.
February 5, 2026
S-Cube Named a Top Subsurface Innovator of 2025 by Darcy Insights
S-Cube has been named a Darcy Insights Top 10 Innovator of 2025 for its ML-enabled, cloud-native FWI algorithm. Trusted by majors like Shell, Chevron, and Petrobras, S-Cube delivers high-speed, accurate subsurface imaging in the world’s most complex geological environments.