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A Cox Rate-and-State Model for Monitoring Seismic Hazard in the Groningen Gas Field
Z Baki1, M N M van Lieshout2,3
1Credit Risk Management of Digital Products, Halyk Bank JSC, Al-Farabi 40, Almaty, Kazakhstan.
This study enhances seismic hazard monitoring in the Groningen gas field by refining the rate-and-state model to account for noisy pore pressure data and gas production. The improved model offers more accurate predictions of induced seismic activity.
Area of Science:
- Geophysics
- Seismology
- Petroleum Engineering
Background:
- Seismic hazard monitoring is crucial for the Groningen gas field.
- Existing models may not fully account for measurement noise and gas production impacts.
Purpose of the Study:
- To modify the rate-and-state model for improved seismic hazard monitoring.
- To incorporate noise in pore pressure measurements and gas production volumes.
Main Methods:
- Analysis of first and second-moment structures of the Cox process.
- Development of an unbiased estimating equation approach for parameter estimation.
- Derivation of the conditional distribution of the driving random measure.
- Utilizing a parallel Metropolis-adjusted Langevin algorithm for sampling and hazard monitoring.
Main Results:
- The modified rate-and-state model provides a more robust framework for seismic hazard assessment.
- The proposed methods allow for accurate parameter estimation despite noisy data.
- The algorithm enables effective monitoring of induced seismic hazard.
Conclusions:
- The enhanced model offers a significant improvement for seismic hazard monitoring in production fields.
- This approach is vital for ensuring safety and managing risks associated with gas extraction.
- Further application of this methodology can enhance operational safety in similar geological settings.
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