Application of Space-Time Auto-Regressive Model in Dam Deformation Analysis
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Graphical Abstract
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Abstract
Modelsandmethodsofanalysisfordeformationmonitoringarealwayssetforthetimeseriesdataofonemonitoringpoint.Anauto regressivemodelcanbeusedformodelingdamdeformationtoforecastthedisplacement.Inthetraditionalmethod,itisnecessarytoestablishtheauto regressivemodelforeverymonitoringpoint.Tosomeextent,thetraditionalmethodhastomodeldifferentmod elsforeverymonitoringpointonthedamwhichmakeusdothesamethingmanytimes.However,asawholestructure,monitoringpointsonadamarerelatedtoeachother.Thetraditionaltimeauto re gressivemodeldoesnotconsidertherelationshipbetweendifferentmonitoringpointsonthedam.Toconsiderthespatialcorrelationbetweenmeasuringpointsandtherebyestablishaunifiedmodel,aspace timeauto regressivemethodisusedtomodelthedisplacementsoftheWuqiangxidam.Space timeauto regressionisjustusedonceforallthemonitoringpointsonthedamwhichsavetimeofpro cessingspace timeseries.Byanalyzingandforecastingthehorizontaldisplacementsofthedam,ourtestresultsshowthataspace timeauto regressivemodelcanbeusedforfittingandforecastingdis placementseriesbothinthetemporalandspatialdomains.
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