Artificial immune systems in industrial applications

Dipankar Dasgupta; Stephanie Forrest

doi:10.1109/IPMM.1999.792486

Artificial immune systems in industrial applications

Dipankar Dasgupta, Stephanie Forrest

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

159 Scopus citations

Abstract

Artificial Immune System (AIS) is a new intelligent problem-solving technique that is being used in some industrial applications. This paper presents an immunity-based algorithm for tool breakage detection. The method is inspired by the negative-selection mechanism of the immune system, which is able to discriminate between the self (body elements) and the non-self (foreign pathogens). However, in our industrial application, the self is defined to be normal cutting operations and the non-self is any deviation beyond allowable variations of the cutting force. The proposed algorithm is illustrated with a simulation study of milling operations. The performance of the algorithm in detecting the occurrence of tool breakage is reported. The results show that the negative-selection algorithm detected tool breakage in all test cases.

Original language	English (US)
Title of host publication	Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999
Editors	Marcello M. Veiga, John A. Meech, Michael H. Smith, Steven R. LeClair
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	257-267
Number of pages	11
Volume	1
ISBN (Electronic)	0780354893, 9780780354890
DOIs	https://doi.org/10.1109/IPMM.1999.792486
State	Published - Jan 1 1999
Externally published	Yes
Event	2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999 - Honolulu, United States Duration: Jul 10 1999 → Jul 15 1999

Other

Other	2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999
Country	United States
City	Honolulu
Period	7/10/99 → 7/15/99

ASJC Scopus subject areas

Industrial and Manufacturing Engineering
Materials Science (miscellaneous)

Access to Document

10.1109/IPMM.1999.792486

Fingerprint Dive into the research topics of 'Artificial immune systems in industrial applications'. Together they form a unique fingerprint.

Cite this

Dasgupta, D., & Forrest, S. (1999). Artificial immune systems in industrial applications. In M. M. Veiga, J. A. Meech, M. H. Smith, & S. R. LeClair (Eds.), Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999 (Vol. 1, pp. 257-267). [792486] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IPMM.1999.792486

Artificial immune systems in industrial applications. / Dasgupta, Dipankar; Forrest, Stephanie.

Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999. ed. / Marcello M. Veiga; John A. Meech; Michael H. Smith; Steven R. LeClair. Vol. 1 Institute of Electrical and Electronics Engineers Inc., 1999. p. 257-267 792486.

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

Dasgupta, D & Forrest, S 1999, Artificial immune systems in industrial applications. in MM Veiga, JA Meech, MH Smith & SR LeClair (eds), Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999. vol. 1, 792486, Institute of Electrical and Electronics Engineers Inc., pp. 257-267, 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999, Honolulu, United States, 7/10/99. https://doi.org/10.1109/IPMM.1999.792486

Dasgupta D, Forrest S. Artificial immune systems in industrial applications. In Veiga MM, Meech JA, Smith MH, LeClair SR, editors, Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999. Vol. 1. Institute of Electrical and Electronics Engineers Inc. 1999. p. 257-267. 792486 https://doi.org/10.1109/IPMM.1999.792486

Dasgupta, Dipankar ; Forrest, Stephanie. / Artificial immune systems in industrial applications. Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999. editor / Marcello M. Veiga ; John A. Meech ; Michael H. Smith ; Steven R. LeClair. Vol. 1 Institute of Electrical and Electronics Engineers Inc., 1999. pp. 257-267

@inproceedings{9ed3df5426bd4d5fa1628e0a0684ce19,

title = "Artificial immune systems in industrial applications",

abstract = "Artificial Immune System (AIS) is a new intelligent problem-solving technique that is being used in some industrial applications. This paper presents an immunity-based algorithm for tool breakage detection. The method is inspired by the negative-selection mechanism of the immune system, which is able to discriminate between the self (body elements) and the non-self (foreign pathogens). However, in our industrial application, the self is defined to be normal cutting operations and the non-self is any deviation beyond allowable variations of the cutting force. The proposed algorithm is illustrated with a simulation study of milling operations. The performance of the algorithm in detecting the occurrence of tool breakage is reported. The results show that the negative-selection algorithm detected tool breakage in all test cases.",

author = "Dipankar Dasgupta and Stephanie Forrest",

year = "1999",

month = jan,

day = "1",

doi = "10.1109/IPMM.1999.792486",

language = "English (US)",

volume = "1",

pages = "257--267",

editor = "Veiga, {Marcello M.} and Meech, {John A.} and Smith, {Michael H.} and LeClair, {Steven R.}",

booktitle = "Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999",

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

note = "2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999 ; Conference date: 10-07-1999 Through 15-07-1999",

}

TY - GEN

T1 - Artificial immune systems in industrial applications

AU - Dasgupta, Dipankar

AU - Forrest, Stephanie

PY - 1999/1/1

Y1 - 1999/1/1

N2 - Artificial Immune System (AIS) is a new intelligent problem-solving technique that is being used in some industrial applications. This paper presents an immunity-based algorithm for tool breakage detection. The method is inspired by the negative-selection mechanism of the immune system, which is able to discriminate between the self (body elements) and the non-self (foreign pathogens). However, in our industrial application, the self is defined to be normal cutting operations and the non-self is any deviation beyond allowable variations of the cutting force. The proposed algorithm is illustrated with a simulation study of milling operations. The performance of the algorithm in detecting the occurrence of tool breakage is reported. The results show that the negative-selection algorithm detected tool breakage in all test cases.

AB - Artificial Immune System (AIS) is a new intelligent problem-solving technique that is being used in some industrial applications. This paper presents an immunity-based algorithm for tool breakage detection. The method is inspired by the negative-selection mechanism of the immune system, which is able to discriminate between the self (body elements) and the non-self (foreign pathogens). However, in our industrial application, the self is defined to be normal cutting operations and the non-self is any deviation beyond allowable variations of the cutting force. The proposed algorithm is illustrated with a simulation study of milling operations. The performance of the algorithm in detecting the occurrence of tool breakage is reported. The results show that the negative-selection algorithm detected tool breakage in all test cases.

UR - http://www.scopus.com/inward/record.url?scp=84955655505&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84955655505&partnerID=8YFLogxK

U2 - 10.1109/IPMM.1999.792486

DO - 10.1109/IPMM.1999.792486

M3 - Conference contribution

AN - SCOPUS:84955655505

VL - 1

SP - 257

EP - 267

BT - Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999

A2 - Veiga, Marcello M.

A2 - Meech, John A.

A2 - Smith, Michael H.

A2 - LeClair, Steven R.

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999

Y2 - 10 July 1999 through 15 July 1999

ER -

Artificial immune systems in industrial applications

Abstract

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Cite this