The Model Analyst's Toolkit: Scientific Model Development, Analysis, and Validation

Abstract

The proposed research effort builds on and extends the work of the previous ONR-funded Validation Coverage Toolkit for HSCB Models project. The overall objectives of the on-going research program are: (1) Help scientists create, analyze, refine, and validate rich scientific models; (2) Help computational scientists verify the correctness of their implementations of those models; (3) Help users of scientific models, including decision makers within the US Navy, to use those models correctly and with confidence; and (4) Use a combination of human-driven data visualization and analysis, automated data analysis, and machine learning to leverage human expertise in model building with automated analyses of complex models against large datasets.

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Document Details

Document Type
Technical Report
Publication Date
May 20, 2013
Accession Number
ADA580485

Entities

People

  • Scott N. Reilly

Tags

Communities of Interest

  • Energy and Power Technologies
  • Engineered Resilient Systems

DTIC Thesaurus Topics

  • Algorithms
  • Application Software
  • Correlation Analysis
  • Data Analysis
  • Data Mining
  • Data Sets
  • Data Visualization
  • Energy Consumption
  • Fluids
  • Fuel Consumption
  • Information Science
  • Machine Learning
  • Natural Gas
  • Natural Resources
  • Robotics
  • User Interface
  • Validation

Fields of Study

  • Computer science

Readers

  • Computational Modeling and Simulation
  • Database Systems and Applications

Technology Areas

  • AI & ML