Deep learning to detect microseismicity
🇧🇳🛫🇬🇧 PhD @UoBEarthScience
Seismologist
1. Limited training on low SNR, small events
2. Long detection windows during high seismic rates can make small events less detectable in the same window as larger events. Shorter windows can lessen this effect
1. Limited training on low SNR, small events
2. Long detection windows during high seismic rates can make small events less detectable in the same window as larger events. Shorter windows can lessen this effect
⭐️ They can add up to 40% more detections in this case (totalling >50k events)!
⭐️ They can produce false positives, so validation is key (we use event move-out in our paper)
⭐️ They can add up to 40% more detections in this case (totalling >50k events)!
⭐️ They can produce false positives, so validation is key (we use event move-out in our paper)
Amazing views at their office in L'Aquila where the city experienced a Mw 6.3 earthquake in 2009. The city is still recovering from the devastation 15 years ago but it is genuinely such a charming and sunny Italian city in the valley 🌄
Amazing views at their office in L'Aquila where the city experienced a Mw 6.3 earthquake in 2009. The city is still recovering from the devastation 15 years ago but it is genuinely such a charming and sunny Italian city in the valley 🌄
Bus: has sensor to shout at user if door is open.
Since keys are in bus, I got into the driver's seat so it doesn't lock me out.
Bus: also shouts at user to use seatbelt.
Can't believe I got bullied by AI to drive this bus lol
Bus: has sensor to shout at user if door is open.
Since keys are in bus, I got into the driver's seat so it doesn't lock me out.
Bus: also shouts at user to use seatbelt.
Can't believe I got bullied by AI to drive this bus lol
Met a lot of people who engaged with my work and the feedback was very insightful 🤩
I'm feeling quite inspired to do more work when I get back to Bristol 📝🤓
Met a lot of people who engaged with my work and the feedback was very insightful 🤩
I'm feeling quite inspired to do more work when I get back to Bristol 📝🤓
I'm presenting a poster this Weds morning (S31G-0413), in the Machine Learning-Driven Analysis of Geophysical Signals session. Going to talk about what type of new detections deep learning phase pickers find, so if you're interested in that please come!
I'm presenting a poster this Weds morning (S31G-0413), in the Machine Learning-Driven Analysis of Geophysical Signals session. Going to talk about what type of new detections deep learning phase pickers find, so if you're interested in that please come!