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Authors: Francesco Fiamberti ; Daniela Micucci ; Marco Mobilio and Francesco Tisato

Affiliation: Department of Informatics and Systems and Communication University of Milano-Bicocca, Italy

Keyword(s): Data Fusion, Software Architecture, Architectural Patterns.

Related Ontology Subjects/Areas/Topics: Distributed and Mobile Software Systems ; Distributed Architectures ; Software Engineering

Abstract: The paper presents a layered architecture that improves software modularity and reduces computational and communication overhead for systems requiring data from sensors in order to perform domain-related elaborations (e.g., tracking and surveillance systems). Each layer manages hypotheses that are abductions related to objects modeling the ”real world” at a specific abstraction level, from raw data up to domain concepts. Each layer, by analyzing hypotheses coming from the lower layer, abduces new hypotheses regarding objects at a higher level of abstraction (e.g., from image blobs to identified people) and formulates timed previsions about objects. The failure of a prevision causes a hypothesis to flow up-stream. In turn, previsions can flow downstream, so that their verification is delegated to the lower layers. The proposed architectural patterns have been reified in a Java framework, which is being exploited in an experimental multi-camera tracking system.

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Paper citation in several formats:
Fiamberti, F.; Micucci, D.; Mobilio, M. and Tisato, F. (2013). A Layered Architecture based on Previsional Mechanisms. In Proceedings of the 8th International Joint Conference on Software Technologies (ICSOFT 2013) - ICSOFT-EA; ISBN 978-989-8565-68-6; ISSN 2184-2833, SciTePress, pages 354-359. DOI: 10.5220/0004592503540359

@conference{icsoft-ea13,
author={Francesco Fiamberti. and Daniela Micucci. and Marco Mobilio. and Francesco Tisato.},
title={A Layered Architecture based on Previsional Mechanisms},
booktitle={Proceedings of the 8th International Joint Conference on Software Technologies (ICSOFT 2013) - ICSOFT-EA},
year={2013},
pages={354-359},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004592503540359},
isbn={978-989-8565-68-6},
issn={2184-2833},
}

TY - CONF

JO - Proceedings of the 8th International Joint Conference on Software Technologies (ICSOFT 2013) - ICSOFT-EA
TI - A Layered Architecture based on Previsional Mechanisms
SN - 978-989-8565-68-6
IS - 2184-2833
AU - Fiamberti, F.
AU - Micucci, D.
AU - Mobilio, M.
AU - Tisato, F.
PY - 2013
SP - 354
EP - 359
DO - 10.5220/0004592503540359
PB - SciTePress