A hardware accelerator for data classification within the sensing infrastructure
作者： Mario Barbareschi , Ermanno Battista , Nicola Mazzocca , Sridhar Venkatesan
关键词:
摘要: Cyber Physical Systems are typically deployed using simple sensing nodes and communicate with a complex elaboration management infrastructure through the internet. The new trend in design of such systems is to implement significant part data within infrastructure. Due scarce computing capabilities tight performance constrains, it necessary equip special purpose hardware accelerators. In particular, we discuss Decision Support System implementation which able autonomously perform classification task. this paper, present node architecture equipped co-processors trough decision tree visiting algorithm, its suitability for WSN domain.
sci-hub.se 参考文章(13)
Mario Barbareschi, Antonino Mazzeo, Antonino Vespoli, Network Traffic Analysis Using Android on a Hybrid Computing Architecture Algorithms and Architectures for Parallel Processing. pp. 141- 148 ,(2013) , 10.1007/978-3-319-03889-6_16
Flora Amato, Mario Barbareschi, Valentina Casola, Antonino Mazzeo, An FPGA-Based Smart Classifier for Decision Support Systems Studies in Computational Intelligence. pp. 289- 299 ,(2014) , 10.1007/978-3-319-01571-2_34
Flora Amato, Mario Barbareschi, Valentina Casola, Antonino Mazzeo, Sara Romano, Towards Automatic Generation of Hardware Classifiers Algorithms and Architectures for Parallel Processing. pp. 125- 132 ,(2013) , 10.1007/978-3-319-03889-6_14
John L. Hennessy, David A. Patterson, Computer Architecture: A Quantitative Approach ,(1989)
B. Medved Rogina, V. Sruk, P. Skoda, FPGA implementations of data mining algorithms international convention on information and communication technology, electronics and microelectronics. pp. 362- 367 ,(2012)
Eric E. Schadt, Michael D. Linderman, Jon Sorenson, Lawrence Lee, Garry P. Nolan, Computational solutions to large-scale data management and analysis Nature Reviews Genetics. ,vol. 11, pp. 647- 657 ,(2010) , 10.1038/NRG2857
Christos Goumopoulos, Brendan O’Flynn, Achilles Kameas, Automated zone-specific irrigation with wireless sensor/actuator network and adaptable decision support Computers and Electronics in Agriculture. ,vol. 105, pp. 20- 33 ,(2014) , 10.1016/J.COMPAG.2014.03.012
Alireza Monemi, Roozbeh Zarei, Muhammad N. Marsono, Online NetFPGA decision tree statistical traffic classifier Computer Communications. ,vol. 36, pp. 1329- 1340 ,(2013) , 10.1016/J.COMCOM.2013.05.004
Bulent Tavli, Kemal Bicakci, Ruken Zilan, Jose M. Barcelo-Ordinas, A survey of visual sensor network platforms Multimedia Tools and Applications. ,vol. 60, pp. 689- 726 ,(2012) , 10.1007/S11042-011-0840-Z
Mas S. Mohktar, Kezhang Lin, Stephen J. Redmond, Jim Basilakis, Nigel H. Lovell, Design of a Decision Support System for a Home Telehealth Application International Journal of E-Health and Medical Communications. ,vol. 4, pp. 68- 79 ,(2013) , 10.4018/JEHMC.2013070105