11 Aug 2022 Episode 159: Optimizing the benefits of machine learning for scientific problems Seismic Soundoff Seismic Soundoff · 159: Optimizing the benefits of machine learning for scientific problems Souvik Mukherjee discusses his article in July's The Leading Edge about high-resolution imaging of subsurface infrastructure using AI. In this conversation, Souvik presents field study results from Texas and California that show the potential for imaging pipelines and other subsurface infrastructure using AI-based methods on high-resolution aboveground magnetic data. He also highlights the similarities and differences between conventional least-squares inversion and machine learning-based inversion and how he achieved a 100-fold increase in efficiency. Whether exploring AI, machine learning, algorithms, or the latest geophysical technology, this conversation has something for everyone. Read more ... 06 Jul 2022 Episode 155: Removing the starting model for FWI Seismic Soundoff Seismic Soundoff · 155: Removing the starting model for FWI Arnab Dhara discusses his paper, "Physics-guided deep autoencoder to overcome the need for a starting model in full-waveform inversion," in the June issue of The Leading Edge. Arnab proposes employing deep learning as a regularization in full-waveform inversion. He explains why physics-based solutions with machine learning are challenging to develop, how he made it possible to train the network without known answers, and why he tested his approach with the Marmousi and SEAM models. Arnab also shares why this research took over 20 years to build on the initial idea and how he used full-waveform inversion without a starting model. This is a cutting-edge conversation that may represent the future of FWI. Read more ... 12 Jan 2022 Episode 138: The power and pitfalls of modern geostatistical models Seismic Soundoff Seismic Soundoff · 138: The power and pitfalls of modern geostatistical models Danilo Jotta Ariza Ferreira discusses modern geostatistic methodologies from the December 2021 special section on Latin America in The Leading Edge. Danilo shares how to avoid two common pitfalls in geostatistical modeling, why models are always wrong (but you should still use them), and highlights a few innovations in seismic-based geophysical solutions. Read more ... 16 Sep 2021 Episode 127: Breakthroughs for surface-wave tomography for the near-surface Seismic Soundoff Seismic Soundoff · 127: Breakthroughs for surface-wave tomography for the near-surface Myrto Papadopoulou and Farbod Khosro Anjom spotlight the recent advances in surface-wave tomography for near-surface applications from August's The Leading Edge. In this episode, Myrto and Farbod discuss why surface-wave tomography has not been applied regularly to near-surface applications, highlight more efficient models they developed, explain how automatic data screening allowed for their breakthroughs, and imagine what future advances in surface-wave tomography will occur. Read more ... 28 Oct 2020 Episode 94: The case to adjust quicker to machine learning for geophysics Seismic Soundoff In this episode, host Andrew Geary speaks with Mehdi Aharchaou on machine learning and AI, the featured special section in October's The Leading Edge. Mehdi shares his expertise in machine learning and explains why he believes the industry needs to do more to adopt and adjust to the digital revolution. This conversation covers important ground essential for all geophysicists and businesses - do not miss it! Seismic Soundoff · 94: The case to adjust quicker to machine learning for geophysics Read more ... 11 Jul 2019 Episode 60: The power and limitations of machine learning and data Seismic Soundoff In this episode, host Andrew Geary speaks with Simon Shaw and Arvind Sharma on July's The Leading Edge that highlights machine learning applications. Simon and Arvind discuss what problems machine learning successfully solves, the requirements and limitations of machine learning, what the next five years hold for the topic, and more. Read more ... 08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ... Contact Seismic Soundoff Send us Feedback × Seismic Soundoff My Information Email: Name: My Feedback Subject: Message Body: 500 Security Code: Refresh Captcha Enter the code shown above into the box. Send Or call us at+1 918.497.4627 ADVERTISEMENT Our advertisers help SEG provide services to our customers. Please consider unblocking ads for our site. Season 1 of Seismic Soundoff brought to you by the SEG Wiki – learn how you can contribute and make a difference today. Subscribe You must be in Edit Mode to enter content, and then you can use the Module Action Menu or Module Action Buttons to manage content 10300 Town Park Dr. Ste SE 1000 Houston, TX 77072 Membership Services : +1.918.497.5581 Email: [email protected] LINKS CONNECT with us Don't miss a thing. Visit your SEG Communications Center to update your communications preferences. Don't have an SEG account? It's free to create one - and you don't have to be an SEG member. THE LEADING EDGE DIGITAL EDITION Featuring bonus content! © 1996-2022 Society of Exploration Geophysicists | All Rights Reserved
06 Jul 2022 Episode 155: Removing the starting model for FWI Seismic Soundoff Seismic Soundoff · 155: Removing the starting model for FWI Arnab Dhara discusses his paper, "Physics-guided deep autoencoder to overcome the need for a starting model in full-waveform inversion," in the June issue of The Leading Edge. Arnab proposes employing deep learning as a regularization in full-waveform inversion. He explains why physics-based solutions with machine learning are challenging to develop, how he made it possible to train the network without known answers, and why he tested his approach with the Marmousi and SEAM models. Arnab also shares why this research took over 20 years to build on the initial idea and how he used full-waveform inversion without a starting model. This is a cutting-edge conversation that may represent the future of FWI. Read more ... 12 Jan 2022 Episode 138: The power and pitfalls of modern geostatistical models Seismic Soundoff Seismic Soundoff · 138: The power and pitfalls of modern geostatistical models Danilo Jotta Ariza Ferreira discusses modern geostatistic methodologies from the December 2021 special section on Latin America in The Leading Edge. Danilo shares how to avoid two common pitfalls in geostatistical modeling, why models are always wrong (but you should still use them), and highlights a few innovations in seismic-based geophysical solutions. Read more ... 16 Sep 2021 Episode 127: Breakthroughs for surface-wave tomography for the near-surface Seismic Soundoff Seismic Soundoff · 127: Breakthroughs for surface-wave tomography for the near-surface Myrto Papadopoulou and Farbod Khosro Anjom spotlight the recent advances in surface-wave tomography for near-surface applications from August's The Leading Edge. In this episode, Myrto and Farbod discuss why surface-wave tomography has not been applied regularly to near-surface applications, highlight more efficient models they developed, explain how automatic data screening allowed for their breakthroughs, and imagine what future advances in surface-wave tomography will occur. Read more ... 28 Oct 2020 Episode 94: The case to adjust quicker to machine learning for geophysics Seismic Soundoff In this episode, host Andrew Geary speaks with Mehdi Aharchaou on machine learning and AI, the featured special section in October's The Leading Edge. Mehdi shares his expertise in machine learning and explains why he believes the industry needs to do more to adopt and adjust to the digital revolution. This conversation covers important ground essential for all geophysicists and businesses - do not miss it! Seismic Soundoff · 94: The case to adjust quicker to machine learning for geophysics Read more ... 11 Jul 2019 Episode 60: The power and limitations of machine learning and data Seismic Soundoff In this episode, host Andrew Geary speaks with Simon Shaw and Arvind Sharma on July's The Leading Edge that highlights machine learning applications. Simon and Arvind discuss what problems machine learning successfully solves, the requirements and limitations of machine learning, what the next five years hold for the topic, and more. Read more ... 08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ... Contact Seismic Soundoff Send us Feedback × Seismic Soundoff My Information Email: Name: My Feedback Subject: Message Body: 500 Security Code: Refresh Captcha Enter the code shown above into the box. Send Or call us at+1 918.497.4627 ADVERTISEMENT Our advertisers help SEG provide services to our customers. Please consider unblocking ads for our site. Season 1 of Seismic Soundoff brought to you by the SEG Wiki – learn how you can contribute and make a difference today. Subscribe You must be in Edit Mode to enter content, and then you can use the Module Action Menu or Module Action Buttons to manage content 10300 Town Park Dr. Ste SE 1000 Houston, TX 77072 Membership Services : +1.918.497.5581 Email: [email protected] LINKS CONNECT with us Don't miss a thing. Visit your SEG Communications Center to update your communications preferences. Don't have an SEG account? It's free to create one - and you don't have to be an SEG member. THE LEADING EDGE DIGITAL EDITION Featuring bonus content! © 1996-2022 Society of Exploration Geophysicists | All Rights Reserved
12 Jan 2022 Episode 138: The power and pitfalls of modern geostatistical models Seismic Soundoff Seismic Soundoff · 138: The power and pitfalls of modern geostatistical models Danilo Jotta Ariza Ferreira discusses modern geostatistic methodologies from the December 2021 special section on Latin America in The Leading Edge. Danilo shares how to avoid two common pitfalls in geostatistical modeling, why models are always wrong (but you should still use them), and highlights a few innovations in seismic-based geophysical solutions. Read more ... 16 Sep 2021 Episode 127: Breakthroughs for surface-wave tomography for the near-surface Seismic Soundoff Seismic Soundoff · 127: Breakthroughs for surface-wave tomography for the near-surface Myrto Papadopoulou and Farbod Khosro Anjom spotlight the recent advances in surface-wave tomography for near-surface applications from August's The Leading Edge. In this episode, Myrto and Farbod discuss why surface-wave tomography has not been applied regularly to near-surface applications, highlight more efficient models they developed, explain how automatic data screening allowed for their breakthroughs, and imagine what future advances in surface-wave tomography will occur. Read more ... 28 Oct 2020 Episode 94: The case to adjust quicker to machine learning for geophysics Seismic Soundoff In this episode, host Andrew Geary speaks with Mehdi Aharchaou on machine learning and AI, the featured special section in October's The Leading Edge. Mehdi shares his expertise in machine learning and explains why he believes the industry needs to do more to adopt and adjust to the digital revolution. This conversation covers important ground essential for all geophysicists and businesses - do not miss it! Seismic Soundoff · 94: The case to adjust quicker to machine learning for geophysics Read more ... 11 Jul 2019 Episode 60: The power and limitations of machine learning and data Seismic Soundoff In this episode, host Andrew Geary speaks with Simon Shaw and Arvind Sharma on July's The Leading Edge that highlights machine learning applications. Simon and Arvind discuss what problems machine learning successfully solves, the requirements and limitations of machine learning, what the next five years hold for the topic, and more. Read more ... 08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ... Contact Seismic Soundoff Send us Feedback × Seismic Soundoff My Information Email: Name: My Feedback Subject: Message Body: 500 Security Code: Refresh Captcha Enter the code shown above into the box. Send Or call us at+1 918.497.4627 ADVERTISEMENT Our advertisers help SEG provide services to our customers. Please consider unblocking ads for our site. Season 1 of Seismic Soundoff brought to you by the SEG Wiki – learn how you can contribute and make a difference today. Subscribe You must be in Edit Mode to enter content, and then you can use the Module Action Menu or Module Action Buttons to manage content 10300 Town Park Dr. Ste SE 1000 Houston, TX 77072 Membership Services : +1.918.497.5581 Email: [email protected] LINKS CONNECT with us Don't miss a thing. Visit your SEG Communications Center to update your communications preferences. Don't have an SEG account? It's free to create one - and you don't have to be an SEG member. THE LEADING EDGE DIGITAL EDITION Featuring bonus content! © 1996-2022 Society of Exploration Geophysicists | All Rights Reserved
16 Sep 2021 Episode 127: Breakthroughs for surface-wave tomography for the near-surface Seismic Soundoff Seismic Soundoff · 127: Breakthroughs for surface-wave tomography for the near-surface Myrto Papadopoulou and Farbod Khosro Anjom spotlight the recent advances in surface-wave tomography for near-surface applications from August's The Leading Edge. In this episode, Myrto and Farbod discuss why surface-wave tomography has not been applied regularly to near-surface applications, highlight more efficient models they developed, explain how automatic data screening allowed for their breakthroughs, and imagine what future advances in surface-wave tomography will occur. Read more ... 28 Oct 2020 Episode 94: The case to adjust quicker to machine learning for geophysics Seismic Soundoff In this episode, host Andrew Geary speaks with Mehdi Aharchaou on machine learning and AI, the featured special section in October's The Leading Edge. Mehdi shares his expertise in machine learning and explains why he believes the industry needs to do more to adopt and adjust to the digital revolution. This conversation covers important ground essential for all geophysicists and businesses - do not miss it! Seismic Soundoff · 94: The case to adjust quicker to machine learning for geophysics Read more ... 11 Jul 2019 Episode 60: The power and limitations of machine learning and data Seismic Soundoff In this episode, host Andrew Geary speaks with Simon Shaw and Arvind Sharma on July's The Leading Edge that highlights machine learning applications. Simon and Arvind discuss what problems machine learning successfully solves, the requirements and limitations of machine learning, what the next five years hold for the topic, and more. Read more ... 08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ... Contact Seismic Soundoff Send us Feedback × Seismic Soundoff My Information Email: Name: My Feedback Subject: Message Body: 500 Security Code: Refresh Captcha Enter the code shown above into the box. Send Or call us at+1 918.497.4627 ADVERTISEMENT Our advertisers help SEG provide services to our customers. Please consider unblocking ads for our site. Season 1 of Seismic Soundoff brought to you by the SEG Wiki – learn how you can contribute and make a difference today. Subscribe You must be in Edit Mode to enter content, and then you can use the Module Action Menu or Module Action Buttons to manage content 10300 Town Park Dr. Ste SE 1000 Houston, TX 77072 Membership Services : +1.918.497.5581 Email: [email protected] LINKS CONNECT with us Don't miss a thing. Visit your SEG Communications Center to update your communications preferences. Don't have an SEG account? It's free to create one - and you don't have to be an SEG member. THE LEADING EDGE DIGITAL EDITION Featuring bonus content! © 1996-2022 Society of Exploration Geophysicists | All Rights Reserved
28 Oct 2020 Episode 94: The case to adjust quicker to machine learning for geophysics Seismic Soundoff In this episode, host Andrew Geary speaks with Mehdi Aharchaou on machine learning and AI, the featured special section in October's The Leading Edge. Mehdi shares his expertise in machine learning and explains why he believes the industry needs to do more to adopt and adjust to the digital revolution. This conversation covers important ground essential for all geophysicists and businesses - do not miss it! Seismic Soundoff · 94: The case to adjust quicker to machine learning for geophysics Read more ... 11 Jul 2019 Episode 60: The power and limitations of machine learning and data Seismic Soundoff In this episode, host Andrew Geary speaks with Simon Shaw and Arvind Sharma on July's The Leading Edge that highlights machine learning applications. Simon and Arvind discuss what problems machine learning successfully solves, the requirements and limitations of machine learning, what the next five years hold for the topic, and more. Read more ... 08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ... Contact Seismic Soundoff Send us Feedback × Seismic Soundoff My Information Email: Name: My Feedback Subject: Message Body: 500 Security Code: Refresh Captcha Enter the code shown above into the box. Send Or call us at+1 918.497.4627 ADVERTISEMENT Our advertisers help SEG provide services to our customers. Please consider unblocking ads for our site. Season 1 of Seismic Soundoff brought to you by the SEG Wiki – learn how you can contribute and make a difference today. Subscribe You must be in Edit Mode to enter content, and then you can use the Module Action Menu or Module Action Buttons to manage content
11 Jul 2019 Episode 60: The power and limitations of machine learning and data Seismic Soundoff In this episode, host Andrew Geary speaks with Simon Shaw and Arvind Sharma on July's The Leading Edge that highlights machine learning applications. Simon and Arvind discuss what problems machine learning successfully solves, the requirements and limitations of machine learning, what the next five years hold for the topic, and more. Read more ... 08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ... Contact Seismic Soundoff Send us Feedback × Seismic Soundoff My Information Email: Name: My Feedback Subject: Message Body: 500 Security Code: Refresh Captcha Enter the code shown above into the box. Send Or call us at+1 918.497.4627 ADVERTISEMENT Our advertisers help SEG provide services to our customers. Please consider unblocking ads for our site. Season 1 of Seismic Soundoff brought to you by the SEG Wiki – learn how you can contribute and make a difference today. Subscribe You must be in Edit Mode to enter content, and then you can use the Module Action Menu or Module Action Buttons to manage content
08 Jun 2018 Episode 36: Image processing and machine learning Seismic Soundoff In this episode, host Andrew Geary speaks with Nishank Saxena on advancements in image processing and machine learning. June's The Leading Edge highlights these topics and showcases methods to achieve meaningful geological results while reducing costs and increasing speed. Nishank Saxena served as a guest editor. Read more ... 28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ...
28 Mar 2017 Episode 14: Data analytics and machine learning - Baishali Roy Seismic Soundoff Dr. Baishali Roy, special section coordinator for the March 2017 issue of The Leading Edge, joins Andrew Geary to discuss data analytics and machine learning in geophysics. Read more ...