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    Dual-Energy X-ray Imaging for Materials Discrimination

    Dual-energy Folded linear X-ray Detector Array

    The function of the dual-energy sensor is to allow the basic discrimination between organic andinorganic materials. In security screening applications the dual-energy sensors are usually configured in

    a folded linear array.

    X-raySource

    Folded Array Modules

    SlitCollimator

    Inspection Tunnel ZZ T

    Z FAR

    Z NEAR

    The FOLDED Linear Array

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    Organic compounds being defined generally as consisting of elements having an atomic number of 10or less, whilst inorganic substances are defined as being comprised of elements having an atomicnumber greater than 10. This broad definition has been widely adopted by the manufactures ofsecurity x-ray equipment. It is used only as a general indicator of substances such as explosivesand narcotics but is by no means a precise definition . This classification is possible because:

    For medium energy x-rays (E < 140keV), the interaction of x-rays with material is dominated by

    photoelectric and Compton scattering. While the cross section of Compton scattering with an atom isroughly proportional to atomic number Z, the cross section of photoelectric effect has strongZ dependence. In a dual energy x-ray system, the drastically different Z dependence of the Comptonscattering and the photoelectric effect is used to extract the atomic number, and density of the contentsof a bag.

    Thus the signals produced by the high-energy and low-energy detector elements, which form the dualenergy sensor can be used to determine the basic organic/inorganic discrimination. The construction ofthe dual energy sensor is shown in the following diagram.

    The dual energy sensor (end view)

    The high energy and low energy channels are mounted front to back around a copper filter strip; eachchannel consists of a scintillator for converting X-rays to visible light and a photo detector forconverting the light to electrical energy. Therefore, two spatially equivalent samples of irradiated objectspace are obtained simultaneously, and no problem associated with the spatial relationship of thecontiguous sampling of object space occurs using this sensor.

    X-ray attenuationDue to their short wavelength (10 -10 to 10 -12 m), X-rays can pass through objects, which are normallyopaque to ordinary light, and shadow images of internal structures can be made visible on a fluorescent

    screen. X-rays are widely used in security inspection applications, as well as medical imaging andNDT&E.

    Attenuation is the reduction in the intensity of an X-ray beam as it transverses matter by either theabsorption or scattering of incident photons. Four factors dictate the degree of attenuation, which isgoverned by the exponential attenuation law:

    ]):,(exp[ d E Z I I i x = , Equation 1where Ix is the transmission intensity; Ii is the incident intensity; is the linear attenuation coefficientof the material, which is a function of effective atomic number Z eff and p density and energy of theincident X-ray photons E ; and d is the thickness of material along the X-ray inspection path. In general,increasing the effective atomic number, physical density and thickness of the material increases the total

    attenuation, while increasing the energy of the incident photons decreases the total attenuation. Fig. 1 illustrates the total mass attenuation coefficient for lead as an example.

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    For dual-energy mono X-ray source, we have:]):,(exp[ d E Z I I Li L = Equation 2

    ]):,(exp[ d E Z I I H i H = Equation 3

    For dual-energy Poly X-ray source, we have:]))(:,(exp[ d E S Z I I Li L = Equation 4

    ]))(:,(exp[ d E S Z I I H i H = Equation 5Where S(E) represents the polychromatic X-ray spectrum.

    Fig. 1. Cross-section (i.e. hypothetical area which describes the likelihood of the interaction) forPhotoelectric effect, Compton Effect and, pair production.

    Materials Discrimination employing Dual-Energy X-ray ImagingIn the range of X-ray energies commonly used for luggage screening (up to 160keV) photoelectricabsorption and Compton scattering are the two dominant processes. Two energy independent constantscharacterise the integrated Compton scattering and photoelectric attenuation coefficients. Thephotoelectric effect dominates at lower energies and is mainly dependent on the atomic number of thematerial whereas the Compton effect dominates at higher energies and is mainly dependent on the

    electron density of the material. In practice, total cross section per atom is the sum of the two crosssections.

    )(),( 35.4 Z E Z cs petot +=

    and

    3

    5.4

    E Z

    pe Z cs

    A dual-energy X-ray technique as a function of Z and E produces a difference in magnitude between ahigh-energy (150keV) X-ray image and a low-energy (80keV) X-ray image. A low-energy and ahigh-energy image characterizing the integrated effects of photoelectric absorption and Comptonscattering are produced from a single exposure. The difference in magnitude between the low-energyand high-energy X-ray signal broadly discriminates inspected objects into three material classes:organic, mixture and metallic. The transfer function is based on three step wedges (Fe, Al and PMMA).

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    The pixels in the resultant image are assigned a colour (or material class) as a function of a pair ofcorresponding low and high pixel values.

    Materials discrimination curves (Banana Curves)The materials discrimination curves, which are produced by signals from the high energy and lowenergy detectors, can be employed to discriminate organic, mixture and metal substances. The organiccompounds are defined generally as consisting of elements that with effective atomic number of 10 orless, the mixture materials are defined as being comprised of elements have effective atomic numbergreater than 10 and less than or equal to 20, while the metal substances are defined as having effectiveatomic number greater than 20. The materials discrimination curves, also known in the industry asbanana curves, are employed to produce colour-coded images from the conventional monochrome X-ray images to assist discrimination. The difference between High and Low signals is a measure of thematerials discrimination which is obtained from the dual-energy X-ray detectors. The materialproperties are determined by comparing the relative attenuation of the Low beam (~80 keV ) and High beam (~140 keV ). Materials discrimination curves for organic, mixture (a mixture of organic and metalmaterials) and metallic materials are shown in Fig. 2 . The industry standard colour palettes, asillustrated in Fig. 3 , are employed to colour encode X-ray images based on the banana curves, High and Low signals produced by dual-energy X-ray inspection. Typically organic, mixture and metallicmaterials are displayed as orange, green and blue colour, respectively. This colour encoding schemeprovides a general indicator of materials such as plastics, paper, explosives and narcotics but is by nomeans a precise definition. Nonetheless, security X-ray screening systems utilising dual-energymaterials discrimination are widely deployed in the major airports throughout the world.

    Fig. 2 Materials Discrimination Curves.

    0

    50

    10 0

    15 0

    200

    250

    300

    1 51 1 0 1 5 201 251

    Organic redOrganic greenOrganic blue

    0 50 100 150 200 250

    Grey Level

    R G B L e v e

    l

    0

    50

    100

    150

    200

    300

    250

    (130, 203)

    (130, 54)

    (a)

    2010

    0

    304050

    60

    70

    80

    0 30 60 90 120 150 180 210 240 270

    IHi-ILo

    (IHi+ILo)/2

    Fe

    A

    B

    Al

    PMMA

    Metal

    Mixture

    Organic

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    Fig. 3. Graph of the standard industry colour palette for (a) organic substances, (b) mixturesubstances, and (c) metal substances.

    Dual-Energy images

    a) b)

    Fig. 4. Al linear wedge: (a) and (b) are the low-energy and high-energy X-ray images.

    a) b)

    Fig. 5. Section of a mobile phone: (a) and (b) are the low-energy and high-energy X-ray image.

    Inorganic redInorganic greenInorganic blue

    0

    50

    100

    150

    200

    250

    300

    1 51 1 0 15 201 2510 50 100 150 200 250

    Grey Level

    0

    50

    100

    150

    200

    300

    250

    R G B L e v e

    l

    (130, 223)

    (130, 34)

    0

    Metal redMetal greenMetal blue

    0 50 100 150 200 250

    Grey Level

    R G B L e v e

    l

    0

    50

    100

    150

    200

    300

    250(130, 218)

    (130, 39)

    (c)

    (b)

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    Fig. 6. Colour encoded X-ray images of the mobile phone.

    LimitationsTo illustrate colour encoding transitions due to overlapping different materials an Al wedge was placedon top of a thick (72 mm) PMMA plate and a thin (12 mm) PMMA plate. A single perspective viewfrom this experiment is shown in Fig. 7 . In this arrangement the attenuation profile (in the horizontal) ofthe linear wedge changes while maintaining a constant attenuation for the thick and the thin PMMA material. Two line profiles, indicated by the dashed lines, in Fig. 7 are plotted in materialsdiscrimination space in Fig. 8 . The colour encoding transitions from orange to green are indicated by thecrossover regions in Fig. 8 .

    Fig. 7. Illustration of colour changes as a function of attenuation introduced by an Al linearwedge using thick (72 mm) and thin (12 mm) PMMA plates.

    Fig. 8. Materials discrimination space to illustrate the colour changes as a function of

    attenuation introduced by the Al linear wedge using thick and thin PMMA plates.

    Hi-

    Colour crossoverre ion for thin PMMA

    Ave

    Colour crossoverregion for thick

    X

    Y

    Al wedge

    Thick PMMA

    Thin PMMALine profiles

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    The resultant colour encoding of a dual-energy X-ray image for multi-layered objects is a function ofthe X-ray beam angle associated with the individual pixels which comprise the resultant image. Thecluttered images routinely counted by screeners at airports exhibit this fundamental property. Thusthreat substances may be masked and colour occluded by the clutter of everyday items in luggage asillustrated in Fig. 8 . Plastic explosives, which can be modelled into almost any shape, are thepre-eminent threat to existing luggage screening systems. The inability to separate overlapping itemsfrom the transmission X-ray signal poses problems when plastic explosives are hidden behind/in frontor within an object of high attenuation (e.g., metal). Based on the broad definition of the colourencoding scheme described in above section, there are many instances where plastic explosives wouldnot be classified as organic further exacerbating the screening task.

    The great majority of explosives and propellants consist of single molecules made up of

    carbon (6) and hydrogen (1) nitrogen (7) and oxygen (8) or CHNO 6178

    0

    10 0

    20 0

    30 0

    40 0

    50 0

    60 0

    70 0

    80 0

    90 0

    1000

    0 1000 2 00 0 3 0 00 4 00 0

    Or anic

    Mixture

    Metallic

    High Intensity

    Difference of IntensityHi-Low

    Fe (26)

    Al (13)

    PMMA (6.46)