accuracy and uncertainty of texnet absolute...

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? ? ? ? Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West Texas Anthony Lomax ALomax Scientifc Mouans-Sartoux, France [email protected] Alexandros Savvaidis Bureau of Economic Geology The University of Texas at Austin [email protected] 2019 Annual Meeting 23-26 April 2019, Seattle

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Page 1: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

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Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West Texas

Anthony Lomax ALomax Scientifc

Mouans-Sartoux, France [email protected]

Alexandros SavvaidisBureau of Economic Geology

The University of Texas at [email protected]

2019 Annual Meeting23-26 April 2019, Seattle

Page 2: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

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6km

Where are the earthquakes?

critical to monitoringand explaining

human-inducedseismicity

P, S

P, SP, SP, S

P, S

Page 3: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Problems: stations only at surface + velocity model error

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modelerror model

error

stations

Page 4: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Problem: stations only at surface → horizontal rays at depth

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ray paths?

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stations

Page 5: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

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ray pathsmodelerror model

error

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Problem: velocity model error → incorrect times and rays

stations

Page 6: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

ray paths modelerror

Surface stations + model error → large hypocentral error

modelerror

stations

Page 7: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

West Texas, Delaware Basin study area

Delaware Basin

An increase in induced seismicity inthe central U.S. since 2009 led to

establishment of the TexNet seismic-monitoring program in Texas.

One of the largest petroleumproducing areas in the U.S.

→ Hydraulic fracturing→ Waste water disposal

Page 8: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

PB02

West Texas, Delaware Basin study area

TexNet seismicity 2017-2018M = 0.3 → 3.7

PB3D model (Huang et al., 2019)

12km

25km

25-50km

Delaware Basin

Page 9: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

PB02

West Texas, Delaware Basin study area

TexNet seismicity 2017-2018M = 0.3 → 3.7

PB3D model (Huang et al., 2019)

12km

25km

Deepening of hypocenterswith distance from stations!

Delaware Basin

Page 10: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

~4+ kmepicentershift

Single event absolute errors – Diferent models, station sets

PB02

Random N/2 stations excluded in turn, PB02 may be excluded25-50km station spacing

4 km

Page 11: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

PB02

~4+ kmepicentershift

PB02

~5+ kmdepth shift

Single event absolute errors – Diferent models, station setsRandom N/2 stations excluded in turn

4 km 6km

25-50km station spacing

Page 12: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

6km

Best: calibration with ground-truth sources

explosion

dense, nearbynetwork

→ P, S Station Corrections

Page 13: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

6km

Best: calibration with ground-truth sources

explosion

dense, nearbynetwork

→ P, S Station Corrections

Page 14: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

6km

Assume hydraulic fracturing may cause earthquakes

→ Probabilistic, Proxy Ground-Truth(PPGT) Station Corrections

→ Proxy Ground-Truth

Page 15: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

12km

Probabilistic, Proxy Ground-Truth corrections from fracturing

PB02

~1000 events near PB02

distancetime

Based on literature + absolute error analysisParameters optimized with grid search

hydraulic fracturing wells

Association likelihood

Page 16: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Probabilistic, Proxy Ground-Truth corrections from fracturing

~900 associations fracturing jobs→events

12km

distancetime

PB02

Association likelihood

Page 17: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Association likelihood

12km

supports assumption: fracturing may cause earthquakes

test reverse time: earthquake→fracturing (a-causal)

Probabilistic, Proxy Ground-Truth corrections from fracturing

→ always fewer a-causal associations✓

Page 18: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

6km

Assume fracturing may cause earthquakes → Proxy ground truth

→ PPGT Station Corrections

P, SP, S

Page 19: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Proxy ground truth corrections from fracturing wells Probabilistic, Proxy Ground-Truth corrections from fracturing

Referencelocations

PPGTcorrections

SSSTcorrections

12km

25kmPB02

TexNet seismicity 2017-2018, PB3D model

Referencelocations

wastewater injectionfracturing

Distance from PB02 (km)

Distance from PB02 (km)

Distance from PB02 (km)

Dept

h (k

m)

Dept

h (k

m)

Dept

h (k

m)

count

count

count

Page 20: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Proxy ground truth corrections from fracturing wells Probabilistic, Proxy Ground-Truth corrections from fracturing

Referencelocations

PPGTcorrections

SSSTcorrections

12km

25kmPB02

TexNet seismicity 2017-2018, PB3D model

Referencelocations

wastewater injectionfracturing

Distance from PB02 (km)

Distance from PB02 (km)

Distance from PB02 (km)

Dept

h (k

m)

Dept

h (k

m)

Dept

h (k

m)

count

count

count

Page 21: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Proxy ground truth corrections from fracturing wells Probabilistic, Proxy Ground-Truth corrections from fracturing

Referencelocations

PPGTcorrections

SSSTcorrections

12km

25kmPB02

TexNet seismicity 2017-2018, PB3D model

Referencelocations

wastewater injectionfracturing

Distance from PB02 (km)

Distance from PB02 (km)

Distance from PB02 (km)

Dept

h (k

m)

Dept

h (k

m)

Dept

h (k

m)

count

count

count

Page 22: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

Proxy ground truth corrections from fracturing wells Probabilistic, Proxy Ground-Truth corrections from fracturing

Referencelocations

PPGTcorrections

SSSTcorrections

12km

25kmPB02

TexNet seismicity 2017-2018, PB3D model

Referencelocations

wastewater injectionfracturing

Distance from PB02 (km)

Distance from PB02 (km)

Distance from PB02 (km)

Dept

h (k

m)

Dept

h (k

m)

Dept

h (k

m)

count

count

count

Page 23: Accuracy and Uncertainty of TexNet Absolute …alomax.free.fr/posters/ssa2019/Lomax_Savvaidis__Accuracy...Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West

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Accuracy and Uncertainty of TexNet Absolute Seismic Event Location in West Texas

Anthony LomaxALomax Scientifc

Mouans-Sartoux, France [email protected]

Alexandros SavvaidisBureau of Economic Geology

The University of Texas at [email protected]

Conclusions: ● Accurate absolute location of seismic events isdifcult but critical to monitoring and explaininghuman-induced seismicity. ● For the Delaware Basin, western Texas, relocationusing diferent velocity models and station subsetsshows 4–5 km absolute epicentral and depth error. ● We associate fracturing and seismicity to developProbabil ist ic Proxy, Ground-Truth stationcorrections to improve absolute event locations. ● Always fewer a-causal associations: supportsassumption fracturing may cause earthquakes. ● Spatial patterns and statistics of west Texasseismicity relocated with PPGT corrections suggestimprovements in absolute location accuracy.

2019 Annual Meeting23-26 April 2019, Seattle

✓✓