Publication Type : Journal Article
Publisher : AGHU University of Science and Technology Press
Source : Computer Science
Url : https://doi.org/10.7494/csci.2020.21.2.3421
Campus : Amritapuri
School : School of Computing
Department : Computer Science and Applications
Year : 2020
Abstract : In this article, we introduce a new static analysis for numerical accuracy. Weaddress the problem of determining the minimal accuracy on the inputs and on the intermediary results of a program containing foating-point computations in order to ensure a desired accuracy on the outputs. The main approach is to combine a forward and a backward static analysis, done by abstract interpretation. The backward analysis computes the minimal accuracy needed for the inputs and intermediary results of the program in order to ensure a desired accuracy on the results, specied by the user. In practice, the information collected by our analysis may help to optimize the formats used to represent the values stored in the variables of the program or to select the appropriate sensors. To illustrate our analysis, we have shown a prototype example with experimental results.
Cite this Research Publication : Somasundaram Kanagasabapathi, MG Thushara, FORWARD AND BACKWARD STATIC ANALYSIS FOR CRITICAL NUMERICAL ACCURACY IN FLOATING POINT PROGRAMS, Computer Science, AGHU University of Science and Technology Press, 2020, https://doi.org/10.7494/csci.2020.21.2.3421