FPGA Implementation of Neural Network as Processing Element in Ice Detector

被引：0

作者：

Marouf, Mohamed ^{[1
]}

Popovic-Bozovic, Jelena ^{[1
]}

Popovic, Ivan ^{[1
]}

机构：

[1] Univ Belgrade, Sch Elect Engn, Belgrade 11001, Serbia

来源：

ELEVENTH SYMPOSIUM ON NEURAL NETWORK APPLICATIONS IN ELECTRICAL ENGINEERING (NEUREL 2012) | 2012年

关键词：

FPGA implementation; Ice detection; Neural network; VHDL; SYSTEM;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we propose usage of neural networks in the field of meteorology especially to detect ice formation on roads. Used algorithm for building and training network is based on the road and air conditions which define ice formation on road's surface. The ability of self and supervised learning are both used to solve this problem. We used VHDL to build proposed neural network as a part of the ice detector. FPGA implementation of the neural network is done using Xilinx Spartan-3 device.

引用

页数：4

共 11 条

[1]

Alduchov O., 1995, IMPROVED MAGNUS FORM

[2] Measurement of optical diffusion properties of ice for direct detection ice accretion sensors [J].

Ikiades, Aris ;

Howard, Glen ;

Armstrong, David J. ;

Konstantaki, Mary ;

Crossley, Sam .

SENSORS AND ACTUATORS A-PHYSICAL, 2007, 140 (01) :24-31

[3]

Jones M.Tim., 2008, ARTIF INTELL

[4]

Lawrence M., 2005, RELATIONSHIP RELATIV

[5]

Mahura A., 2008, 0803 DAN MET I

[6]

Meindl T, 2006, IEEE IJCNN, P4884

[7]

Omondi AR, 2006, FPGA IMPLEMENTATIONS OF NEURAL NETWORKS, P1, DOI 10.1007/0-387-28487-7_1

[8]

Rojas R., 1996, NEURAL NETWORKS, P149, DOI 10.1007/978-3-642-61068-4{\_}7

[9] New System for Detecting Road Ice Formation [J].

Troiano, Amedeo ;

Pasero, Eros ;

Mesin, Luca .

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2011, 60 (03) :1091-1101

[10]

Wylie R.G., 1992, Measurement of Temperature and Humidity. Specification, Construction, Properties and Use of the WMO Reference Psychrometer

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