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Source location error analysis and optimization methods

Maochen Ge-2012-04-01-Journal of Rock Mechanics and Geotechnical Engineering
27

TL;DRAbstract

The efficiency of an optimization method for acoustic emission/microseismic (AE/MS) source location is determined by the compatibility of its error definition with the errors contained in the input data. This compatibility can be examined in terms of the distribution of station residuals. For an ideal distribution, the input error is held at the station where it takes place as the station residual and the error is not permitted to spread to other stations. A comparison study of two optimization methods, namely the least squares method and the absolute value method, shows that the distribution with this character constrains the input errors and minimizes their impact, which explains the much more robust performance by the absolute value method in dealing with large and isolated input errors. When the errors in the input data are systematic and/or extreme in that the basic data structure is altered by these errors, none of the optimization methods are able to function. The only means to

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The efficiency of an optimization method for acoustic emission/microseismic (AE/MS) source location is determined by the compatibility of its error definition with the errors contained in the input data. This compatibility can be examined in terms of the distribution of station residuals. For an ideal distribution, the input error is held at the station where it takes place as the station residual and the error is not permitted to spread to other stations. A comparison study of two optimization methods, namely the least squares method and the absolute value method, shows that the distribution with this character constrains the input errors and minimizes their impact, which explains the much more robust performance by the absolute value method in dealing with large and isolated input errors. When the errors in the input data are systematic and/or extreme in that the basic data structure is altered by these errors, none of the optimization methods are able to function. The only means to

Keywords

Computer scienceResidualAlgorithmExtreme value theoryMathematical optimizationData miningStatisticsMathematics

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