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Earthquake Early Warnings as Prototype External Forecasts and Predictions (EFPs). Philip Maechling Information Technology Architect Southern California Earthquake Center (SCEC) 7 May 2013. Premise: EEW In California Is Imminent. Earthquake Parameters Forecast by EEW Systems.
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Earthquake Early Warnings as Prototype External Forecasts and Predictions (EFPs) Philip MaechlingInformation Technology ArchitectSouthern California Earthquake Center (SCEC) 7 May 2013 SCEC: An NSF + USGS Research Center
Earthquake Parameters Forecast by EEW Systems EEW Systems may forecast (1) event-specific parameters (mag, location) and site-specific earthquake parameters (peak ground motion). • Forecast Final Event Parameters from Preliminary Data • Final Magnitude • Final Location • Site-specific Parameters: • Site-specific peak ground motion intensity based on earthquake location, earthquake magnitude, and attenuation relation to forecast peak ground motions at sites of interest.
Warning time depends on your location’s distance from where the earthquake begins. The slanted red line shows how warning time increases with distance from the epicenter. In this case, warning time increases beyond the 21 mile-radius blind zone with, for instance, approximately 10 seconds warning at 40 miles distance.
Single sensor Sensor network Sensor network τc-Pd On-site Algorithm Virtual Seismologist (VS) ElarmS Decision Module (Bayesian) Alert CISN Shake CISN EEW Testing Center USER Module - Single site warning - Map view Test users • predicted and observed • ground motions • available warning time • probability of false alarm • …
Issues Assessing EEW Forecasts ShakeAlert Forecast Evaluation Problems: • Scientific publications provide insufficient information for independent evaluation • Data to evaluate forecast experiments (e.g. catalog used to evaluate forecasts) are often incompletely defined • Active researchers are frequently tweaking their codes and procedures, which become moving targets • Difficult to find resources to conduct and evaluate long term forecasts • Standards are lacking for testing forecasts against reference observations
EEW Algorithm Differences Different algorithms produce different forecast parameters • Some (e.g. On-site) produce site-specific information (PGA), event magnitude, but no origin time or distance to event • Some (e.g. Vs) produces full event parametric information. • Some (e.g. ElarmS) produce site specific ground motion estimates on a regular grid. • Some produce single forecast values (On-site) • Some produce time-series with updates (Vs,Elarms)
Applying the CSEP Testing Approach to Earthquake Early Warning Forecasts CISN and SCEC received funding from USGS to develop and evaluate prototype network-based EEW: SCEC has implemented the CISN Testing Center (CTC) to evaluate the system and seismological performance of the CISN and USGS ShakeAlert earthquake early warning prototype system.
Scale of SCEC CTC Activity CISN Testing Center Design Goals and Constraints: • Establish scientific framework for ShakeAlert Testing • Simple and inexpensive to develop and operate • Provide value to USGS and ShakeAlert developers • Communicate value of EEW testing to SCEC community and CISN
Overview of CTC ShakeAlert Testing Approach • The CISN Testing Center (CTC) generates ShakeAlert (1) cumulative performance summaries over specific periods of time, and (2) event-oriented performance summaries for each significant California event. • Many of the CTC ShakeAlert performance summaries compare final observed parameters in the ANSS earthquake catalog against ShakeAlert forecast parameters, such as location and magnitude. • SCEC worked with CISN EEW Developers (Caltech, UCB, ETH) to define Testing Experiment, then used CSEP Software to test ShakeAlert as external forecasts.
Design of an Experiment Many CSEP testing principles are applicable to CISN EEW Testing. The following definitions need to be made to evaluate forecasts: • Exact definition of testing area • Exact definition of a forecast • Exact definition of input data used in forecasts • Exact definition of reference observation data • Measures of success for forecasts
CISN Testing Document Defines the ShakeAlert Testing Experiment
Selection of a Testing Region Decide if the 3 CSEP regions valid for EEW • Region Under Test • Catalog Event Region • Buffer to avoid catalog issues
Experiment Design Summary 1.1: Magnitude X-Y Diagram Measure of Goodness: Data points fall on diagonal line Relevant: T2,T3,T4 Drawbacks: Timeliness element not represented Which in series of magnitude estimates should be used in plot.
Experiment Design Summary 2.2: Magnitude and Location error by time after origin Measure of Goodness: Data points fall on horizontal zero line Relevant: T3, T4 Drawbacks: Event-specific not cumulative
CISN EEW Performance Summary Processing Retrieve Filter Data Catalog ANSS Earthquake Catalog Observed ANSS Data Filtered Earthquake Earthquake Catalog Catalog Produce Web Summaries EEW Trigger Reports UCB/ElarmSNI EEW Data Source Load Reports EEW Trigger Reports CISN EEW Trigger Data CIT/OnSite EEW Data Source CISN EEW Testing Center and Web Site
ShakeAlert Performance Testing System Overview at USC CISN Testing Center (top right) retrieves a daily earthquake catalog from ANSS Data Center (bottom right) and ShakeAlert performance logs from U.C. Berkeley (left). It then matches new ANSS events to Algorithm Alerts and Decision Module Alerts and plots (1) Event Performance summaries, and (2) Cumulative Performance Summaries
Types of ShakeAlert Performance Summaries Currently Available Summaries posted online at: http://scec.usc.edu/scecpedia/CTC_Results
Cumulative ShakeAlert Performance Results for all ANSS catalog events M3.5+ with Network Codes CI and NC between 4 March 2012 and 31 March 2013.
M4.5 at 2.4 km (1.5 mi) NE of The Geysers, CA 38.8123, -122.786, 2km Mar 14 2013 09:09:23 UTC 71954065
4.0 at 21.3 km (13.3 mi) SE of Markleeville, CA 38.5598, -119.616, 7km Jan 24 2013 23:25:51 UTC 71928201
EEW Scientific Testing Lessons Learned as External Forecasts and Predictions (EFPs) • Difficult to determine (real-time) information used in forecast, and especially when Bayesian approach is fully implemented • Forecasts are not evaluated before earthquake occurs and final results are known. Tests based on forecast logs are treated as prospective testing. • Performance on an event by event basis are higher priority, catalog delays have significant impact. • Performance of systems changes as ANSS catalog changes. Single measurement less useful than ongoing evaluations over time.
Forecast Testing Should Increase Along with Forecast Impact SCEC Computational Forecast Users Scientific and Engineering Requirements for Forecast Modeling Systems Public and Governmental Forecasts Automated prospective testing of forecast models over time within collaborative forecast testing center. Engineering and Interdisciplinary Research Automated retrospective testing of forecast models using community defined validation problems. Collaborative Research Project Computational codes, structural models, and simulation results versioned with associated tests. Individual Research Project Development of new computational, data, and physical models.
Testing Center System Requirements The goals of both an EEW and Earthquake Forecast Testing Center Goals (as outlined by Schorlemmer and Gerstenberger (2007)) describe what is needed to build trust in results: Controlled Environment Transparency Comparability Reproducibility
Proposed Performance Measures Summary Reports for each M ≥ M-min: Key documents is 3 March 2008 document which specifies six types of tests. • Summary 1: Magnitude • Summary 2: Location • Summary 3: Ground Motion • Summary 4: System Performance • Summary 5: False Triggers • Summary 6: Missed Triggers
Testing Center Conclusions • Broad impact of seismological technologies like EEW are great enough to warrant significant effort for evaluation. • Independent evaluation for EEW provides valuable service to agencies including CISN, USGS, CPEC, NEPC, and others. • Prospective must be done to before techniques will be accepted. • Similarities between problems lead to similar scientific techniques. • Similarities between problems lead to similar technology approach and potentially common infrastructure. • “Neutral” third party testing has significant benefits to the science groups involved in forecasting. • CSEP infrastructure can be adapted for use in CISN EEW Testing Centers.
Useful Information to Help Interpretation of CTC Performance Summary Results • CTC performance summaries are focused on ShakeAlert speed of operation and earthquake event parameter forecasts. No site specific ground motion performance summaries have been developed. • CTC ShakeAlert performance summaries compare ANSS event parameters to ShakeAlert alert event parameter forecasts. No searching for “false alerts” is currently done. • Because ANSS Catalog is considered the correct observation, the CTC waits 48 hours after events to let the ANSS catalog settle down before generating CTC performance summaries. • Cumulative summaries depend on the catalog filter criteria (date range, magnitude, and region) used to select ANSS catalog events. Currently, ANSS events are selected for Mag >= 3.5, Network ID NC or CI. And, we currently run for two time frames Sept 2011 through present and March 3, 2012 through present (considered the Elarms2 era). • One pager event summaries are produced for new all ANSS events with Network ID NC or CI and Mag >= 3.0
EEW As An Earthquake Forecast Earthquake Earthquake Warning systems predict final earthquake magnitude before it is known, possibly before earthquake rupture is completed. • Most rigorous type of forecast testing in prospective testing. • We consider prospective EEW testing if the EEW algorithms log their forecasts in real-time, before final forecasts parameters (e.g. final magnitude) is known.