Item talk:Q299360

{

 "USGS Publications Warehouse": {
   "@context": "https://schema.org",
   "@type": "CreativeWork",
   "additionalType": "Conference Paper",
   "name": "Evaluating the effect of Tikhonov regularization schemes on predictions in a variable-density groundwater model",
   "identifier": [
     {
       "@type": "PropertyValue",
       "propertyID": "USGS Publications Warehouse IndexID",
       "value": "70156775",
       "url": "https://pubs.usgs.gov/publication/70156775"
     },
     {
       "@type": "PropertyValue",
       "propertyID": "USGS Publications Warehouse Internal ID",
       "value": 70156775
     }
   ],
   "inLanguage": "en",
   "datePublished": "2010",
   "dateModified": "2021-10-28",
   "abstract": "Calibration of highly\u2010parameterized numerical models typically requires explicit Tikhonovtype regularization to stabilize the inversion process. This regularization can take the form of a preferred parameter values scheme or preferred relations between parameters, such as the preferred equality scheme. The resulting parameter distributions calibrate the model to a user\u2010defined acceptable level of model\u2010to\u2010measurement misfit, and also minimize regularization penalties on the total objective function. To evaluate the potential impact of these two regularization schemes on model predictive ability, a dataset generated from a synthetic model was used to calibrate a highly-parameterized variable\u2010density SEAWAT model. The key prediction is the length of time a synthetic pumping well will produce potable water. A bi\u2010objective Pareto analysis was used to explicitly characterize the relation between two competing objective function components: measurement error and regularization error. Results of the Pareto analysis indicate that both types of regularization schemes affect the predictive ability of the calibrated model.",
   "description": "5 p.",
   "publisher": {
     "@type": "Organization",
     "name": "Wechselnde Verlagsorte"
   },
   "author": [
     {
       "@type": "Person",
       "name": "Hughes, Joseph D. jdhughes@usgs.gov",
       "givenName": "Joseph D.",
       "familyName": "Hughes",
       "email": "jdhughes@usgs.gov",
       "identifier": {
         "@type": "PropertyValue",
         "propertyID": "ORCID",
         "value": "0000-0003-1311-2354",
         "url": "https://orcid.org/0000-0003-1311-2354"
       },
       "affiliation": [
         {
           "@type": "Organization",
           "name": "WMA - Integrated Modeling and Prediction Division",
           "url": "https://www.usgs.gov/mission-areas/water-resources"
         }
       ]
     },
     {
       "@type": "Person",
       "name": "Langevin, Christian D. langevin@usgs.gov",
       "givenName": "Christian D.",
       "familyName": "Langevin",
       "email": "langevin@usgs.gov",
       "identifier": {
         "@type": "PropertyValue",
         "propertyID": "ORCID",
         "value": "0000-0001-5610-9759",
         "url": "https://orcid.org/0000-0001-5610-9759"
       },
       "affiliation": [
         {
           "@type": "Organization",
           "name": "WMA - Integrated Modeling and Prediction Division",
           "url": "https://www.usgs.gov/mission-areas/water-resources"
         }
       ]
     },
     {
       "@type": "Person",
       "name": "White, Jeremy T. jwhite@usgs.gov",
       "givenName": "Jeremy T.",
       "familyName": "White",
       "email": "jwhite@usgs.gov",
       "affiliation": [
         {
           "@type": "Organization",
           "name": "FLWSC-Tampa",
           "url": "https://www.usgs.gov/centers/car-fl-water"
         }
       ]
     }
   ],
   "funder": [
     {
       "@type": "Organization",
       "name": "Florida Water Science Center-Ft. Lauderdale",
       "url": "https://www.usgs.gov/centers/car-fl-water"
     }
   ]
 }

}