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EXTENDING THE SHEBA PROPAGATION MODEL TO REDUCE PARAMETER-RELATED UNCERTAINTIES
Author(s) -
Gabriele Pierantoni,
Coghlan Brian,
Kenny Eamonn,
Gallagher Peter,
Perez-Suarez David
Publication year - 2013
Publication title -
computer science
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.145
H-Index - 5
eISSN - 2300-7036
pISSN - 1508-2806
DOI - 10.7494/csci.2013.14.2.253
Subject(s) - a priori and a posteriori , computer science , relevance (law) , set (abstract data type) , event (particle physics) , relation (database) , key (lock) , data mining , extension (predicate logic) , task (project management) , domain (mathematical analysis) , systems engineering , physics , mathematical analysis , philosophy , computer security , mathematics , epistemology , quantum mechanics , political science , law , programming language , engineering
Heliophysics is the branch of physics that investigates the interactions and cor-relation of dierent events across the Solar System. The mathematical modelsthat describe and predict how physical events move across the solar system (ie.Propagation Models) are of great relevance. These models depend on parame-ters that users must set, hence the ability to correctly set the values is key toreliable simulations. Traditionally, parameter values can be inferred from dataeither at the source (the Sun) or arrival point (the target) or can be extrapo-lated from common knowledge of the event under investigation. Another way ofsetting parameters for Propagation Models is proposed here: instead of guess-ing a priori parameters from scientic data or common knowledge, the model isexecuted as a parameter-sweep job and selects a posteriori the parameters thatyield results most compatible with the event data. In either case (a priori anda posteriori), the correct use of Propagation Models requires information toeither select the parameters, validate the results, or both. In order to do so, itis necessary to access sources of information. For this task, the HELIO projectproves very eective as it oers the most comprehensive integrated informationsystem in this domain and provides access and coordination to services to mineand analyze data. HELIO also provides a Propagation Model called SHEBA,the extension of which is currently being developed within the SCI-BUS project(a coordinated eort for the development of a framework capable of oering toscience gateways seamless access to major computing and data infrastructures)

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