Title :
Analysis of Weather Forecasting Model in PRISM
Author :
Ahmed, Asad ; Rashid, Adnan ; Iqbal, Sohail
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci. (SEECS), Nat. Univ. of Sci. & Technol. (NUST), Islamabad, Pakistan
Abstract :
Weather forecasting provides an important information for general public. Analysis of weather forecasting models, through traditional simulation techniques, are not exhaustive and thus not accurate. Probabilistic model checking, a formal methods technique, as a complementary approach provides an accurate analysis for probabilistic models. In this paper, we have analyzed a simple probabilistic weather forecasting model for Islamabad weather using PRISM model checker. The reach ability and prediction capability of model has been analyzed using quantitative and qualitative properties in PRISM. Analysis shows that all the states of weather forecasting model are reachable and model is biased. In addition, we have also implemented this model in MATLAB and compared the results of both implementation, quantitatively. We have also presented a comparison between PRISM and MATLAB implementation of weather forecasting model, qualitatively.
Keywords :
formal verification; geophysics computing; probability; reachability analysis; weather forecasting; Islamabad weather; MATLAB; PRISM model checker; Weather Forecasting Model; formal methods technique; prediction capability; probabilistic model checking; probabilistic weather forecasting model; qualitative property; quantitative property; reachability; simulation technique; Analytical models; MATLAB; Markov processes; Mathematical model; Predictive models; Weather forecasting; Formal Methods; PRISM; Weather Forecasting;
Conference_Titel :
Frontiers of Information Technology (FIT), 2014 12th International Conference on
Print_ISBN :
978-1-4799-7504-4
DOI :
10.1109/FIT.2014.73