Kesharaju M.,Swinburne University of Technology |
Nagarajah R.,Swinburne University of Technology |
Nagarajah R.,Defence Materials Technology Center, Australia
Ultrasonics | Year: 2015
The motivation for this research stems from a need for providing a non-destructive testing method capable of detecting and locating any defects and microstructural variations within armour ceramic components before issuing them to the soldiers who rely on them for their survival. The development of an automated ultrasonic inspection based classification system would make possible the checking of each ceramic component and immediately alert the operator about the presence of defects. Generally, in many classification problems a choice of features or dimensionality reduction is significant and simultaneously very difficult, as a substantial computational effort is required to evaluate possible feature subsets. In this research, a combination of artificial neural networks and genetic algorithms are used to optimize the feature subset used in classification of various defects in reaction-sintered silicon carbide ceramic components. Initially wavelet based feature extraction is implemented from the region of interest. An Artificial Neural Network classifier is employed to evaluate the performance of these features. Genetic Algorithm based feature selection is performed. Principal Component Analysis is a popular technique used for feature selection and is compared with the genetic algorithm based technique in terms of classification accuracy and selection of optimal number of features. The experimental results confirm that features identified by Principal Component Analysis lead to improved performance in terms of classification percentage with 96% than Genetic algorithm with 94%. © 2015 Elsevier B.V. All rights reserved.
Shi Z.,University of Queensland |
Shi Z.,Defence Materials Technology Center, Australia |
Cao F.,University of Queensland |
Song G.-L.,University of Queensland |
Atrens A.,University of Queensland
Corrosion Science | Year: 2014
Our recent data on Mg corrosion has been reanalysed because of the recent criticism that our previous data analysis was inadequate. Re-analysis leads to similar conclusions as previously. The apparent valence of Mg during corrosion was in each case less than 2.0, and in many cases less than 1.0. Moreover, these values were probably over-estimates. The low values were consistent with the evolving hydrogen gas acting as an insulator, so that the corrosion of parts of the specimen could occur isolated from the electrochemical measurement system. © 2014 Elsevier Ltd.
Crouch I.G.,Defence Materials Technology Center, Australia
Proceedings - 28th International Symposium on Ballistics, BALLISTICS 2014 | Year: 2014
In lightweight, ceramic-based, armour systems there are a number of established methods of improving multi-hit resistance. These can range from adopting a mosaic pattern of small ceramic tiles to the use of containment layers, like steel or polycarbonate sheeting, placed in front of the ceramic. However, these methods invariably lead to an increase in parasitic weight and are not favoured by designers of Hard Armour Plates (HAP) for lightweight Body Armour Systems (BAS). Instead, designers will adopt some form of cladding to the ceramic element before the HAP is finally constructed. But, what type of cladding is best? What effect does it have on ballistic performance? Does it actually improve multi-hit behaviour? This paper provides the answers and offers explanations about radial crack propagation emanating from the Point of Impact (POI) of a 7.62mm APM2 bullet.
Yahaya M.A.,Swinburne University of Technology |
Yahaya M.A.,University Technology of MARA |
Ruan D.,Swinburne University of Technology |
Lu G.,Nanyang Technological University |
Dargusch M.S.,Defence Materials Technology Center, Australia
International Journal of Impact Engineering | Year: 2015
Aluminium honeycomb sandwich panels have potential applications as a protective mechanism that can be used to prevent failure of an important structure subjected to impact loading. Therefore it is important to fully understand the resistance of the sandwich panels subjected to impact loading conditions. The main objective of this work was to study the resistance of sandwich panels with different aluminium honeycomb cores, air sandwich panels (no core between the two face sheets) and monolithic plates of equivalent mass subjected to impact from foam projectiles. The deformation and the elastic spring-back of the honeycomb sandwich panels and the monolithic plates have been compared and discussed. The resistance of the panels and plates has been quantified by their back-face deflection with respect to the projectile impulse. Five different types of aluminium honeycombs have been used as the core material. The front-face sheet and the back-face sheet of the honeycomb sandwich panels are made of aluminium plate with 1 mm thickness. Cylindrical ALPORAS aluminium foams with a relative density between 9% and 11% are employed as the metal foam projectiles. They are fired at several hundred metres per second towards the centre of the panels and plates using a gas gun. The deflection histories of the back-face have been measured using a laser displacement sensor. From the deflection histories, the maximum deflection and the final deflection of the back-face can be distinguished. Deformation modes and failure modes of the individual component have been observed and classified into several categories. Moreover, the deflections of the honeycomb sandwich panels have been compared with deflections from air sandwich panels. It is found that the honeycomb sandwich panels outperform both the air sandwich panels and the monolithic plates within an impulse range of 2.25 kNsm-2 ∼z4.70 kNsm-2. Outside this operational range, the advantages associated with employing the honeycomb sandwich panels as a protective structure upon impact of foam projectiles diminishes. © 2014 Elsevier Ltd. All rights reserved.
Knight S.P.,RMIT University |
Knight S.P.,Defence Materials Technology Center, Australia |
Salagaras M.,Defence Science and Technology Organisation, Australia |
Trueman A.R.,Defence Science and Technology Organisation, Australia |
Trueman A.R.,Defence Materials Technology Center, Australia
Corrosion Science | Year: 2011
Atmospheric corrosion is one of the leading causes of structural damage to aircraft. Of particular importance is pitting and intergranular corrosion, which can develop into fatigue cracks, stress corrosion cracks, or exfoliation. Therefore it is of interest to the Australian Defence Force (ADF) to understand how corrosion ensues in susceptible aircraft aluminium alloys, such as AA2024-T351 and 7050-T7451. However, there are many difficulties in measuring the extent of intergranular corrosion, since it is predominantly hidden below the surface. Traditionally, cross-sectioning has been used to view and measure the depth of attack. In the present work, 2. mm diameter pin specimens were contaminated with a droplet of 3.5% NaCl and exposed to constant humidity that resulted in intergranular corrosion. X-ray computed tomography was then used to non-destructively assess the depth and volume of corrosion both as a function of time in 97% relative humidity, and as a function of relative humidity after 168. h exposure. Both corrosion depth and volume increased with time, but there was evidence for a limiting depth in AA2024. Depth and volume also increased with relative humidity of the environment, for which the time-of-wetness and oxygen concentration of the droplets were considered the important factors in driving the corrosion process. © 2010 Elsevier Ltd.