A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications

Amine Bermak; Dominique Martinez

doi:10.1109/TENCON.2004.1414349

A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications

Amine Bermak^*
, Dominique Martinez

^*Corresponding author for this work

Hong Kong University of Science and Technology
LORIA-INRIA

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

6 Citations (Scopus)

Abstract

This paper describes a hardware implementation of tree classifiers based on a custom VLSI chip and a CPLD chip. The tree classifier comprises a first layer of threshold logic unit, implemented on a reconfigurable custom chip, followed by a logical function implemented using a CPLD chip. We first describe the architecture of tree classifiers and compare its performance with support vector machine (SVM) for different data sets. The reconfigurability of the hardware (number of classifiers, topology and precision) is discussed. Experimental results show that the hardware presents a number of interesting feature such as reconfigurability, as well as improved fault tolerance.

Original language	English
Title of host publication	IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings
Subtitle of host publication	Analog and Digital Techniques in Electrical Engineering
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	A32-A35
ISBN (Print)	0780385608
DOIs	https://doi.org/10.1109/TENCON.2004.1414349
Publication status	Published - 2004
Externally published	Yes
Event	2004 IEEE Region 10 Conference: Analog and Digital Techniques in Electrical Engineering, IEEE TENCON 2004 - Chiang Mai, Thailand Duration: 21 Nov 2004 → 24 Nov 2004

Publication series

Name	IEEE Region 10 Annual International Conference, Proceedings/TENCON
Volume	A
ISSN (Print)	2159-3442
ISSN (Electronic)	2159-3450

Conference

Conference	2004 IEEE Region 10 Conference: Analog and Digital Techniques in Electrical Engineering, IEEE TENCON 2004
Country/Territory	Thailand
City	Chiang Mai
Period	21/11/04 → 24/11/04

Access to Document

10.1109/TENCON.2004.1414349

Cite this

Bermak, A., & Martinez, D. (2004). A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications. In IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings: Analog and Digital Techniques in Electrical Engineering (pp. A32-A35). (IEEE Region 10 Annual International Conference, Proceedings/TENCON; Vol. A). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/TENCON.2004.1414349

Bermak, Amine ; Martinez, Dominique. / A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications. IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings: Analog and Digital Techniques in Electrical Engineering. Institute of Electrical and Electronics Engineers Inc., 2004. pp. A32-A35 (IEEE Region 10 Annual International Conference, Proceedings/TENCON).

@inproceedings{5e6dd5c0018b459880b0d2297e99e319,

title = "A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications",

abstract = "This paper describes a hardware implementation of tree classifiers based on a custom VLSI chip and a CPLD chip. The tree classifier comprises a first layer of threshold logic unit, implemented on a reconfigurable custom chip, followed by a logical function implemented using a CPLD chip. We first describe the architecture of tree classifiers and compare its performance with support vector machine (SVM) for different data sets. The reconfigurability of the hardware (number of classifiers, topology and precision) is discussed. Experimental results show that the hardware presents a number of interesting feature such as reconfigurability, as well as improved fault tolerance.",

author = "Amine Bermak and Dominique Martinez",

year = "2004",

doi = "10.1109/TENCON.2004.1414349",

language = "English",

isbn = "0780385608",

series = "IEEE Region 10 Annual International Conference, Proceedings/TENCON",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "A32--A35",

booktitle = "IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings",

address = "United States",

note = "2004 IEEE Region 10 Conference: Analog and Digital Techniques in Electrical Engineering, IEEE TENCON 2004 ; Conference date: 21-11-2004 Through 24-11-2004",

}

Bermak, A & Martinez, D 2004, A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications. in IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings: Analog and Digital Techniques in Electrical Engineering. IEEE Region 10 Annual International Conference, Proceedings/TENCON, vol. A, Institute of Electrical and Electronics Engineers Inc., pp. A32-A35, 2004 IEEE Region 10 Conference: Analog and Digital Techniques in Electrical Engineering, IEEE TENCON 2004, Chiang Mai, Thailand, 21/11/04. https://doi.org/10.1109/TENCON.2004.1414349

A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications. / Bermak, Amine; Martinez, Dominique.
IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings: Analog and Digital Techniques in Electrical Engineering. Institute of Electrical and Electronics Engineers Inc., 2004. p. A32-A35 (IEEE Region 10 Annual International Conference, Proceedings/TENCON; Vol. A).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications

AU - Bermak, Amine

AU - Martinez, Dominique

PY - 2004

Y1 - 2004

N2 - This paper describes a hardware implementation of tree classifiers based on a custom VLSI chip and a CPLD chip. The tree classifier comprises a first layer of threshold logic unit, implemented on a reconfigurable custom chip, followed by a logical function implemented using a CPLD chip. We first describe the architecture of tree classifiers and compare its performance with support vector machine (SVM) for different data sets. The reconfigurability of the hardware (number of classifiers, topology and precision) is discussed. Experimental results show that the hardware presents a number of interesting feature such as reconfigurability, as well as improved fault tolerance.

AB - This paper describes a hardware implementation of tree classifiers based on a custom VLSI chip and a CPLD chip. The tree classifier comprises a first layer of threshold logic unit, implemented on a reconfigurable custom chip, followed by a logical function implemented using a CPLD chip. We first describe the architecture of tree classifiers and compare its performance with support vector machine (SVM) for different data sets. The reconfigurability of the hardware (number of classifiers, topology and precision) is discussed. Experimental results show that the hardware presents a number of interesting feature such as reconfigurability, as well as improved fault tolerance.

UR - https://www.scopus.com/pages/publications/27944474393

U2 - 10.1109/TENCON.2004.1414349

DO - 10.1109/TENCON.2004.1414349

M3 - Conference contribution

AN - SCOPUS:27944474393

SN - 0780385608

T3 - IEEE Region 10 Annual International Conference, Proceedings/TENCON

SP - A32-A35

BT - IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2004 IEEE Region 10 Conference: Analog and Digital Techniques in Electrical Engineering, IEEE TENCON 2004

Y2 - 21 November 2004 through 24 November 2004

ER -

Bermak A, Martinez D. A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications. In IEEE TENCON 2004 - 2004 IEEE Region 10 Conference Proceedings: Analog and Digital Techniques in Electrical Engineering. Institute of Electrical and Electronics Engineers Inc. 2004. p. A32-A35. (IEEE Region 10 Annual International Conference, Proceedings/TENCON). doi: 10.1109/TENCON.2004.1414349

A reconfigurable hardware implementation of tree classifiers based on a custom chip and a CPLD for gas sensors applications

Abstract

Publication series

Conference

Access to Document

Other files and links

Fingerprint

Cite this