Title :
Artificial olfaction tool and techniques for safety controls in aerospace assembly and maintenance
Author :
De Vito, S. ; Salvato, M. ; Massera, E. ; Buonanno, A. ; Miglietta, M. ; Fattoruso, G. ; Di Francia, G.
Author_Institution :
Energy & Sustainable Econ. Dev. Agency, ENEA- Italian New Technol., Portici, Italy
Abstract :
Fast response and reliability are mandatory requirements in non- destructive tests specifically in aerospace industry, for safety and efficiency reasons. Currently, the adoption of composite materials, a fundamental technology for the green aircraft concept, is limited by the lack of a validated NDT technique for the assessment of adhesive bonds quality. The latter is hampered by panels surface contamination. E-noses equipped with PARC algorithms appear a promising choice to obtain a rapid surface contamination state assessment but their dependability should be carefully analyzed. In this paper, combining real time classifiers, we show how to obtain a rapid first-hand response for the operator, retaining the possibility of increasing accuracy awaiting for the end of the e-nose measurement cycle. A reject option is casted on the base of classifier self-perceived reliability to nullify false negatives while keeping the false positive rate at minimum.
Keywords :
adhesive bonding; aerospace industry; aerospace materials; aerospace safety; aircraft maintenance; aircraft testing; assembling; chemioception; composite materials; electronic noses; nondestructive testing; reliability; surface contamination; NDT technique; PARC algorithms; adhesive bonds quality assessment; aerospace assembly; aerospace industry; aerospace maintenance; artificial olfaction tool; classifier self-perceived reliability; composite materials; e-nose measurement; green aircraft concept; nondestructive test; rapid panel surface contamination state assessment; Aerospace industry; Electronic noses; Pollution measurement; Reliability; Safety; Surface contamination; Aerospace Industry; Electronic Noses; Hybrid sensor arrays; Industrial Applications; Ion Mobility Spectrometers; Reject Option; Surface analysis;
Conference_Titel :
SENSORS, 2014 IEEE
Conference_Location :
Valencia
DOI :
10.1109/ICSENS.2014.6985283