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Supercharging Seismic Data Processing Workflows with Deep Learning

On March 5, 2025, the SPG Mumbai Chapter hosted an insightful technical talk on 'Supercharging Seismic Data Processing Workflows with Deep Learning” at the WOB Conference Hall, 2nd Floor, NBP Green Heights, ONGC, Mumbai. The session was attended by esteemed dignitaries, office bearers, and SPG community members.

The session commenced with a warm welcome for distinguished individuals :

  • Shri Vikas Mohan, President of SPG Mumbai Chapter & GGM-Chief Geophysical Services, ONGC, Mumbai.
  • Shri Rupjit Acharjya, Vice President & HGS, ONGC, Mumbai.
  • Shri Sanjay Kumar, Secretary & Head-NTA, ONGC, Mumbai.
  • Dr. Bharath Shekhar, Associate Professor, IIT Bombay (Guest Speaker)

The session began with a safety briefing, ensuring a secure and comfortable environment for all attendees. This was followed by the ONGC song, with all participants standing in unity as a mark of respect.

As part of the welcoming ceremony, Shri Vikas Mohan, President of SPG Mumbai Chapter presented a sapling to Dr. Bharath Shekhar, symbolizing respect and appreciation.

Supercharging Seismic Data Processing Workflows with Deep
Learning

Shri Vikas Mohan, Presents a Sapling to Dr. Shekhar

The SPG Mumbai Chapter introduced Dr. Bharath Shekhar, an Associate Professor at the Department of Earth Sciences, IIT Bombay. He holds an Integrated MSc in Exploration Geophysics from IIT Kharagpur and a PhD in Geophysics from the Center for Wave Phenomena, Colorado School of Mines. His expertise spans seismic imaging, ambient noise tomography, and the application of machine learning in geophysics. Dr. Shekhar is also the co- founder of Rezlytix Technologies Ltd., a company specializing in deep learning- based seismic super-resolution solutions.

Shri Vikas Mohan, President of SPG Mumbai Chapter delivered the opening remarks, emphasizing the challenges faced by traditional seismic data processing and interpretation methods in handling vast, complex datasets, reducing noise, and improving resolution to identify potential hydrocarbon reservoirs.

He highlighted the significance of integrating deep learning, particularly Convolutional Neural Networks (CNNs), into seismic imaging and interpretation. He also discussed how this technology enables faster, more accurate, and automated workflows, potentially reshaping the industry

Dr. Bharath Shekhar then delivered an insightful talk on "Supercharging Seismic Data Processing Workflows with Deep Learning.”

Supercharging Seismic Data Processing Workflows with Deep
Learning

Shri Vikas Mohan, Delivering Opening Remarks

Supercharging Seismic Data Processing Workflows with Deep
Learning
Supercharging Seismic Data Processing Workflows with Deep
Learning

Dr. Bharath Shekhar delivering an insightful talk

His presentation covered :

  • Advancements in seismic data processing through machine learning and deep learning techniques.
  • Improved speed, accuracy, and resolution when dealing with complex seismic data.
  • Novel approaches for automated stacking velocity analysis using convolutional long short- term memory (ConvLSTM) networks, which combine the feature extraction capabilities of Convolutional Neural Networks (CNNs) with the sequence modeling strengths of LSTM networks.
  • The potential of deep learning technologies in optimizing workflows for geophysical exploration and enhancing seismic imaging.

The talk fostered an interactive atmosphere, with attendees engaging in active discussions and posing thought-provoking questions. Dr. Shekhar provided valuable insights into the future of seismic data processing with deep learning.

As the session concluded, Shri Vikas Mohan, President of SPG Mumbai Chapter delivered the closing remarks, expressing gratitude to Dr. Shekhar for his excellent presentation. He emphasized the importance of embracing technological advancements like deep learning to stay at the forefront of seismic data processing.

Supercharging Seismic Data Processing Workflows with Deep
Learning
Supercharging Seismic Data Processing Workflows with Deep
Learning

Dr. Shekar with attendees engaging in thought-provoking questions & discussions

To honor Dr. Shkhar's contribution, Shri Vikas Mohan, president SPG Mumbai Chapter presented him with a shawl and a token of appreciation. Shri Rupjit Acharjya, Vice President of SPG Mumbai Chapter, also joined the felicitation ceremony to acknowledge the speaker's expertise and contributions.

Supercharging Seismic Data Processing Workflows with Deep
Learning

Shri Vikas Mohan and Shri Rupjit Acharjya felicitates Dr. Shekhar with a Shawl and Token of Appreciation

The event concluded with a vote of thanks by Shri Sanjay Kumar, Secretary, SPG Mumbai Chapter who expressed appreciation to the dignitaries, speaker, and participants for their active involvement and valuable contributions, making the event a resounding success.

The technical talk provided attendees with a comprehensive understanding of how deep learning is transforming seismic data processing. It offered practical insights and fostered meaningful discussions among professionals in the geophysical community.

We look forward to more such insightful events in the future!