AND PUNCTURE RESISTANCE

FIELD

[0001] The present invention relates to analyzing impact and puncture resistance of a film or sheet of material.

INTRODUCTION

[0002] Characterizing physical properties of materials is useful in analyzing and improving chemical formulations employed in the production of the materials as well as in analyzing and improving processes of manufacturing the materials. Characterizing the physical properties may also help consumers determine the best product for their particular use case, as well as help researchers develop novel solutions for specific applications. One of the useful physical properties of a material is determining puncture properties of the material. A dart test provides scientists insight into the high speed puncture properties of a material. A dart test usually involves piercing a thin film with a rounded cylindrical probe of specific dimensions that is traveling at a specific speed and measuring a force exerted by the probe on the thin film. [0003] Currently, dart testing on films is performed in two ways: the manual drop-dart system and the instrumented dart system. In both cases, the system relies on gravity to accelerate the dart probe towards the film to be tested. The film is held taut in place by means of clamping mechanisms. The drop dart (DD) involves dropping a known mass/weight onto the film. An operator makes an observation of whether the film was punctured. This test can be repeated numerous times with different masses/ weights on multiple replicates of the film. The resulting film properties (usually only the overall energy) is estimated from the results. However, this system is cumbersome to use, not suited for automated operation and does not provide a detailed understanding of the nature of a force curve applied to the film. [0004] The instrumented dart impact system (IDI) is better suited to obtain richer data from a single test by incorporating a force sensor on the dart probe used to puncture the film. The IDI system uses a preloaded spring to increase the force and energy capacity of the testing system. This is the current state-of-the-art for automated dart systems. However, both of the above systems are passively actuated. In addition, the above systems provide a limited amount of collected data.

[0005] Therefore, a need remains for a device for analyzing impact and puncture resistance of a film that solves the above and other problems of existing devices and systems.

SUMMARY

[0001] Devices for analyzing impact and/or puncture resistance according to the present disclosure provide, for example, active or controlled actuation of the dart probe which allows a controlled testing of physical properties of a film or a sheet of material, as well as increased data collection during the testing.

[0002] An aspect of the present disclosure is to provide a device for analyzing a physical characteristic of a film sample. The device includes a clamping system configured to hold the film sample. The device further includes a dart probe system configured to test a physical characteristic of the film sample. The dart probe system has a dart probe, a propulsion system configured to move the dart probe relative to the clamping system, and a force sensor configured to measure a force that the dart probe is subjected to during a movement of the dart probe. The force sensor is configured to measure a force imparted to the film sample when the dart probe comes in contact with the film sample.

BRIEF DESCRIPTION OF THE DRAWINGS

[0003] The present disclosure, as well as the methods of operation and functions of the related elements of structure and the combination of parts and economies of manufacture, will become more apparent upon consideration of the following description and the appended claims with reference to the accompanying drawings, all of which form a part of this specification, wherein like reference numerals designate corresponding parts in the various figures. It is to be expressly understood, however, that the drawings are for the purpose of illustration and description only and are not intended as a definition of the limits of the invention.

[0004] FIG. 1 shows a schematic diagram of a system according to an embodiment of the present disclosure;

[0005] FIG. 2 shows a three-dimensional perspective view of a robotic system, according to an embodiment of the present disclosure; [0006] FIG. 3 shows a three-dimensional perspective view of a material holder system, according to an embodiment of the present disclosure;

[0007] FIG. 4 shows a three-dimensional perspective view of components of a thickness measurement system, according to an embodiment of the present disclosure; [0008] FIG. 5 shows a three-dimensional perspective view of a material image analyzer system for analyzing defects in the film sample, according to an embodiment of the present disclosure;

[0009] FIG. 6A is a three-dimensional perspective view of a clamping system, according to an embodiment of the present disclosure;

[00010] FIG. 6B shows a cut-away view of the clamping system, according to an embodiment of the present disclosure;

[00011] FIGS. 7A and 7B show initial and final frames of a video of a film clamped by a clamp system, according to an embodiment of the present disclosure;

[00012] FIGS. 8 A and 8B show frames from the film when a dart probe just strikes the film (FIG. 8 A) and when the film is stretched the most (just before puncture) (FIG. 8B), according to an embodiment of the present disclosure;

[00013] FIG. 9 shows a three-dimensional perspective view of a dart probe system, according to an embodiment of the present disclosure; [00014] FIG. 10 shows a three-dimensional perspective view of a dart probe, according to an embodiment of the present disclosure;

[00015] FIGS. 1 1 A and 1 IB show side views of the film sample clamped by the clamp just before the dart probe comes into contact with the film and after the dart probe comes in contact with the film and stretches the film to a maximum just before puncture, respectively, according to an embodiment of the present disclosure;

[00016] FIG. 12A is a plot of the force (N) exerted on the probe versus time (s) from a start of the movement of the probe to a complete stop of the probe, according to an embodiment of the present disclosure; [00017] FIG. 12B is a plot ofthe force (N) exerted on the probe versus time

(s) from the impact point with the sample to completion of puncture of the sample, according to an embodiment of the present disclosure; and

[00018] FIGS. 13A and 13B show plots of the force (N) versus displacement (m), according to an embodiment of the present disclosure. DETAILED DESCRIPTION

[00019] According to embodiments of the present disclosure, the process of testing impact and puncture resistance of a thin film of material may be automated. The idea for automated dart testing devices arises from a need for high throughput (HTP) testing in various industries. A higher rate of testing allows large amounts of data to be gathered relatively quickly and analyzed for trends, allowing more detailed studies to be conducted on areas of interest. One feature needed in the inception of an HTP testing setup is a continuous (or near continuous) operation. By allowing systems to run non-stop, it increases the amount of testing performed. The system also allows an increase of the speed of a single test as compared to manual testing systems. This can be accomplished by using a fully automated dart testing device which can, for example, allow testing of many films of material without interruption between successive tests. This provides an increase in throughput of tests and an increase of a number of film samples tested, as well as subjecting the tested films to the same testing conditions.

[00020] In addition, by using the dart testing device of the present disclosure, a dart speed can be set up and multiple samples can be subject to the same dart speed. For example, this allows comparing physical properties of a plurality of samples, whether the samples are of the same or different material. Furthermore, the speed of the dart probe in the dart testing device can be adjusted from a relatively low 0.04 m/s to perform puncture resistance tests to 8 m/s to perform high speed dart impact tests. In addition, as will be described further in detail in the following paragraphs, the dart probe in the dart testing device can be retrieved automatically which allows increase throughput in film testing.

[00021] Furthermore, the present dart testing device allows testing various films of material including testing polymeric films (e.g., plastics) and non- polymeric films. In addition, the present dart testing device can be used to test films or substrates of various thicknesses including substrates with a thickness of up to 1 mm or higher. The substrates can be, for example, polymeric plaques, metal sheets, paper sheets, or other composite materials. Therefore, the terms "film," "film sample," or "film of material" are used herein to encompass various types of materials (e.g., plastic, paper, metal, or composites) and various thicknesses of the materials. In one instance, the present dart testing device allows the testing of other fabricated materials, such as those formed through injection molding, and other plastic-forming means.

[00022] FIG. 1 shows a schematic diagram of a system according to an embodiment of the present disclosure. In an embodiment of the present disclosure, the system for analyzing impact and puncture resistance 10 includes one or more of a robotic system 12, a material holder system 14, a material thickness measurement system 16, a material image analyzer system 18, and a dart testing device 20. The robotic system 12, the material holder system 14, the material thickness measurement system 16, the material image analyzer system 18, and the dart testing device 20 can be located on a work surface 22 or common framework. The robotic system 12, the material holder system 14, the material thickness measurement system 16, the material image analyzer system 18, and the dart testing device 20 can be controlled using computer system 24. A delivery system may also be provided. The delivery system may include one or more trays which deliver samples to a work surface where the robotic system 12 and material holder system 14 may retrieve the film sample from the one or more trays.

[00023] FIG. 2 shows a three-dimensional perspective view of a robotic system 12, according to an embodiment of the present disclosure. In an embodiment, the robotic system 12 is a six-axis robotic arm system such as Epson C4L robot made by Epson Corporation. According to embodiments, the Epson

C4L robot system has a maximum reach of 900 mm (-35"). The robotic system 12 is configured to move a film sample to be analyzed or tested between stations provided on a work surface 22. For example, the robotic system can be connected to a material holder system, as described below in connection with FIG. 3. Other types of robotic systems besides the robotic arm shown in FIG. 2 can be used to move a film sample between stations provided on the work surface 22.

[00024] FIG. 3 shows a three-dimensional perspective view of a material holder system, according to an embodiment of the present disclosure. The material holder system 14 is connected to one end of the robotic system 12 shown in FIG. 2. For example, in an embodiment, the material holder system 14 is attached to an arm of the robotic system 12 using fasteners. The material holder system 14 is configured to hold and move the film sample. In an embodiment, the material holder system includes a vacuum suction system 30 adapted to hold the film sample through vacuum suction. In an embodiment, the vacuum suction system 30 includes two pairs of suction cups 32 configured to hold a film sample having a quadrilateral shape and thickness substantially flat on each comer of the film sample so as to prevent film sag. In an embodiment, the pair of suction cups 32 are arranged and spaced apart to allow the suctions cups 32 to hold the film sample 38 at its periphery. A space or slot 33 is provided between the pair of suction cups 32 to provide access to the film sample 38 for testing. In an embodiment, the vacuum suction system 14 further includes a third pair of suction cups 34 so as to increase the efficiency with which the films are moved around the work surface. For example, by providing a third pair of suction cups 34, a previously tested film sample 36 can simultaneously be picked up while a new film sample 38 is placed for testing.

[00025] Although suctions cups are described herein as being used to hold the film sample, other mechanisms or systems can also be used to hold the film sample depending on the type of material. For example, the suction cups may be well suited for holding non-porous and relatively light samples, such as various plastics and polymer materials. Therefore, if, for example, porous materials are used, then the suction cups may be replaced by other holding mechanisms such as magnets, clips or some other type of gripping mechanism.

[00026] FIG. 4 shows a three-dimensional perspective view of the components of a thickness measurement system, according to an embodiment of the present disclosure. The thickness measurement system 16 is configured to measure a thickness of the film sample in a wide range of thicknesses, for example between 0.5 mil to 10 mil. The thickness measurement system 16 is configured to measure a thickness of the film sample using a contact plate 40 and a probe 41. The contact plate 40 and the probe 41 are generally flat and contact the film on opposing surfaces thereof, and the thickness of the film is measured as the distance between the contact plate 40 and the probe 41. The surface of both the contact plate 40 and the probe 41 is sufficient to avoid puncturing the film sample during the measurement. The contact plate 40 and probe 41 have the benefit of spreading out the force of the thickness gauge and preventing the film sample from becoming deformed during the measurement. For example, the contact plate 40 and probe 41 can be configured to be used for materials that are flexible and pliable or for more rigid samples.

[00027] The thickness measurement system 16 also includes a high- accuracy digital contact sensor 44 (for example, Keyence GT2 Series from Keyence Company). The sensor 44 is used to measure the thickness of the film sample to an accuracy of 1 micron. The sensor 44 is selected for its accuracy. The probe 41 is mechanically linked to the sensor 44. The thickness measurement system 16 also includes a ramp 42 that is arranged so that the film sample (not shown) does not catch on either the top or bottom contacts of the sensor 44. Once the film sample is in place between contact plate 40 and probe 41 , pressurized air from air-pressure system 46 is applied to the sensor 44 that extends shaft 45 linked to sensor 44 and to probe 41 to move the probe 41 to measure the thickness of the film sample.

[00028] Although a mechanical type thickness measurement system 16 is described and used, other types of thickness measuring systems can also be employed. For example, in another embodiment, the thickness measurement system 16 includes laser distance measuring sensors adapted to determine the thickness using laser beams. For example, dual laser thickness analyzers can be used to measure a thickness of the film sample. In yet another embodiment, capacitive measurement systems can be used to measure a thickness of the film sample. Capacitive (or generally impedance) measurement systems are based on measuring the capacitance (or impedance) across the material. The measured impedance is directly linked to the type of material and to the thickness of the film sample. [00029] Referring back to FIG. 1 , before or after thickness measurement at the thickness measurement system 16, the film sample is moved by the robotic system 12 to the material image analyzer system 18. FIG. 5 shows a three- dimensional perspective view of a material image analyzer system for analyzing defects in the film sample, according to an embodiment of the present disclosure. In an embodiment the material image analyzer system 18 is based on the principle of polarized light. The material image analyzer system 18 is configured to detect defects in a film sample to be tested. A source of polarized light 18A is used to illuminate the film sample within the analyzer system 18, while substantially eliminating any ambient light. After the light passes through the film sample, it is captured by a camera 18B fitted with a polarizing filter. A perfectly formed film does not scatter the polarized light from the source thus resulting in a completely clear image. However, any imperfections/defects in the film scatters light that are detected by the camera. A machine vision algorithm then identifies and tags film samples with significant defects. Therefore, the material image analyzer system 18 is based on detecting defects caused when polarized light passing through the film sample is affected by certain physical defects present in a sample. Because the material image analyzer system relies on polarization of light, when the material to be tested is changed, the polarization may also change which would potentially indicate a defect to be present where there is none. However, as part of the analysis aspect, defect or irregularity analysis is shifted to the data interpretation and is conducted by looking at the range of results from a film and identifying the outliers based on standard deviation and distance from the mean. Therefore, the present method of determining defects is independent of the material and is a more universal solution to the problem for an HTP embodiment. In an embodiment, alternatively, the material image analyzer system 18 may include a gel tester that is configured to quantitate and identify the types of defects. Examples of gel testers include optical control system (OCS) testers. Other types of material image analyzer systems than the one described above can alternatively be used. For example, optical light transmittance analyzer systems or ultrasound defect detection systems can be used to detect defects in a film sample. The term

"defect" is used herein to include any imperfections or irregularities in the film sample.

[00030] Following the thickness measurement and the image analysis, the film sample is moved by the robotic system 12 to the dart testing device 20. The dart testing device is configured to test the physical characteristics of a film sample. In an embodiment, the physical characteristics include elasticity and strength of the film sample. Referring to FIGS. 6A and 6B, the dart testing device 20 includes a film clamping system 60. FIG. 6A is a three-dimensional perspective view of the clamping system 60, according to an embodiment of the present disclosure. FIG. 6B shows a cut-away view of the clamping system 60, according to an embodiment of the present disclosure. The film clamping system 60 plays a role in ensuring the accuracy of the test. The clamping system 60 includes two jaws 62A and 62B. In an embodiment, the jaws 62A and 62B are circular, i.e., have a circular or annular shape. However, the jaws 62A and 62B can also have a different shape such as a polygonal shape. In an embodiment, the two jaws 62A and 62B comprise corresponding surface geometries that completely or partially mate with one another when the jaws 62A, 62B are closed against one another. For example, as shown in the cut-away of FIG. 6B, the upper jaw 62A is provided with a pattern of grooves 64A and ridges 65 A. The lower jaw 62B is provided with matching grooves 64B and ridges 65B. The ridges 65 A in the upper jaw 62A are configured to mate with grooves 64B in lower jaw 62B. Ridges 65B in the lower jaw 62B are configured to mate with grooves 64 A in upper jaw 62A. The grooves 64A, 64B and ridges 65A, 65B are configured to pull the film taut when the two jaws 62A, 62B close on each other. The grooves 64 A, 64B and ridges 65 A, 65B are further configured so that no undue stresses are applied on the film in the process. In an embodiment, the grooves and ridges are circular. In an embodiment, a width of a ridge is slightly smaller than a width of a groove so as to provide sufficient space for the film sample to be caught between, but not cut by, the opposing ridges and grooves. The jaws 62A and 62B define a centrally located aperture, such as a hole 66. In an embodiment, the central hole 66 is 3" (7.62 cm) in diameter (specified by the ASTM testing standard). The two jaws 62A and 62B are actuated by a parallel jaw pneumatic gripper 68 (obtained from Schunk) that can be actuated to open and close the jaws 62A, 62B. In an embodiment, the bottom jaw 62B includes four suction cups 63 (shown in FIG. 6A) that hold the film sample in place while the film clamping system 60 is open. Other clamps than shown in FIGS. 6 A and 6B can be used to hold the film sample during the dart test. In an embodiment, a pressure between 10 psi (0.69 bar) and 50 psi (3.45 bar), e.g., 15 psi (1.03 bar), is applied by the parallel jaw pneumatic gripper 68 to close the two jaws 62 A and 62B to hold the film sample therebetween. However, other pressures are possible provided the applied pressure does not shear the film sample. [00031] The functionality of the clamping system 60 can be tested to confirm that (a) the film sample is pulled taut when the clamp closes and there is no undue stress/stretching of the film sample due to the clamp, and (b) the film sample does not slip in the clamp throughout the testing process. A high speed camera system can be used to help gather qualitative data for these studies. To test the efficacy of the clamp system 60 to pull the film sample taut, multiple films with varying levels of wrinkles and creases can be placed in the clamp for different tests. High-speed video can be captured from above the clamp system 60 as it closes on the film sample, however, other points of view are also possible. [00032] FIGS. 7 A and 7B show the initial and final frames of a video of the film sample clamped by the clamp system 60, according to an embodiment of the present disclosure. The initial frame in FIG. 7A shows some wrinkles in the film sample prior to closure of the clamp system 60. However, upon closure of the clamp system 60, the final frame in FIG. 7B shows that the film sample has been pulled taut by operation of the clamping system 60. Concentric circles were drawn on the film sample before the film sample was placed in the clamp system 60. The frames show that the circles are not significantly altered in shape when the clamp system 60 closes. Therefore, the clamp system 60 does not negatively impact the film sample while pulling it taut (e.g., distort or stretch the film). [00033] After the film sample is secured by the clamp system 60, a dart is moved through the film sample. A high-speed video of the test can be captured. FIG. 8A shows a frame from the video when the dart just strikes the film sample, according to an embodiment of the present disclosure. FIG. 8B shows a frame from the video when the film sample is stretched the most (just before puncture), according to an embodiment of the present disclosure. The two frame images in FIGS. 8 A and 8B show that the edges of the film sample closest to the clamp jaws remain in place indicating that the film sample does not slip in the clamp system 60. The above tests depicted in FIGS. 8 A and 8B were performed on relatively thin (0.5 mil) and relatively thick film samples (10 mils), and in both cases, the film sample did not slip in the clamp system 60. [00034] Referring to FIG. 9, the dart testing device 20 also includes a dart probe system 90. FIG. 9 shows a three-dimensional perspective view of the dart probe system 90, according to an embodiment of the present disclosure. The dart probe system 90 includes a dart probe 92 and a propulsion system 94 that moves the dart probe 92. In an embodiment, the propulsion system 94 includes a linear motor 96 (e.g., a LinMot linear motor from LinMot USA, Inc.) and a controller (not shown) to control the linear motor 96. The linear motor 96 is configured for relatively high acceleration and deceleration while accurately following a prescribed motion profile. In an embodiment, the linear motor 96 provides the flexibility to vary or select a target speed of the dart probe from relatively lower speeds (0.04 m/s) to relatively higher speeds (4 m/s) as well as regulate the speed during a puncture resistance and dart impact test while reaching the target velocity within the allowable range of motion. Furthermore, the linear motor provides the benefit of quick and easy retrieval of the dart probe as the dart probe in linked to the linear motor. The controller can use a conventional proportional-integral-derivative (PID) controller with feed-forward compensation based on estimated motor parameters. Instructions are sent to the controller by the computer system 24 (see, FIG. 1). The computer system 24 is in communication with the controller and the computer system 24 is configured to send a command signal to the controller to control the linear motor 96. The computer system 24 is configured to send a command signal to the controller to load a trajectory and to move the dart probe 92 according to the loaded trajectory. Similarly, feedback data are received by the computer system 24 from the PID controller. The dart probe 92 is attached to a movable slider 95 of the linear motor 96, while the stator is secured to the work surface 22 or frame, for example, by post 97. Because the dart probe 92 is actuated by the linear motor 96, the retrieval process for dart probe 92 is faster and safer than with prior art systems, making possible automated, high- throughput film testing. However, propulsion systems other than the linear motor 96 can be used to move the dart probe 92. For example, a hydraulic system or pneumatic system (e.g., using compressed air) can also be used to move the dart probe 92. A motor can also be used instead of the linear motor 96 to move the dart probe 92.

[00035] Still referring to FIG. 9, the dart probe system further includes a force sensor 99. The force sensor 99 is configured to measure a force that the dart probe 92 is subjected to during a movement of the dart probe 92, for example, during deformation of the film sample. In an embodiment, the force sensor 99 is a piezoelectric (PZT) force sensor that is installed at or in the dart probe 92, for example, between the dart probe 92 and the slider 95 of the linear motor 96, to measure a force signal during a dart test. Piezoelectric sensors are capable of measuring fast-changing forces accurately. Piezoelectric sensors are well suited for measuring the force form the dart probe 92, which experiences a dynamic force profile. Although a piezoelectric sensor is described herein to measure forces during the dart tests, other types of sensors can also be used to measure the forces.

[00036] A dart impact test correlates to the ASTM D 1709 standard while a puncture resistance test correlates to the ASTM F1306 standard. The dart testing device 20 is configured for a better velocity regulation and faster probe retrieval. By interchanging the dart probe 92, the dart testing device 20 can perform a puncture resistance test at low speed and a dart impact test at a higher speed. [00037] FIG. 10 shows a three-dimensional perspective view of a dart probe, according to an embodiment of the present disclosure. In an embodiment, the dart probe 92 is built as specified by the ASTM testing standards. In an embodiment, the dart probe 92 is a cylindrical rod 102 with a 0.5" in (1.27 cm) diameter. In an embodiment, the cylindrical rod 102 has a diameter between 0.2" (0.51 cm) and 1 " (2.54 cm). The dart probe 92 also has a hemispherical end 104, as specified by the ASTM standard. The hemispherical shape minimizes stress concentration. According to an embodiment, the hemispherical end 104 can have a radius of 0.25 inches (0.63 cm), as specified by the ASTM testing standard. While the ASTM standard specifies that the probe be made of steel, this would make the probe heavy for the present configuration. Indeed, because the probe is driven by a motor, an excessive weight of the probe may be deleterious to the operation of the motor over time including reducing accuracy, speed and longevity of the motor. Therefore, in an embodiment, to minimize the weight of the dart probe 92, the dart probe 92 is constructed to be hollow. Additionally or alternatively, the dart probe 92 is made of Aluminum. To ensure that the dart probe 92 complies with the ASTM standard, the tip 104 can be made from steel. In an embodiment, the tip 104 is fastened, using for example glue, or screwed, to the cylindrical rod 102. The overall length of the probe is about 10" (25.4 cm). In an embodiment, the overall length of the probe is between 6" (15.2 cm) and about 16" (40.6 cm). The weight of the dart probe 92 is approximately 90 g. In an embodiment, the weight of the dart probe 92 is between 50 g and 200 g.

[00038] To perform a high speed dart impact test, ASTM standards require that the dart probe travels at 3.3 m/s at the moment of impact with the film sample, and continues to travel at no less than 80% of that speed until the film sample is punctured. In an embodiment, the velocity of the dart probe 92 is 3.3 m/s at impact with the film sample and the velocity remains more than 80% of 3.3 m/s until the film sample is punctured by the dart probe 92. To achieve this speed profile over a reasonable travel distance, careful planning of the trajectory may be needed. There are three phases to the trajectory: acceleration from rest to 3.3 m/s before contact with the film sample, constant velocity of 3.3 m/s, and deceleration from 3.3 m/s to rest after the film sample is punctured. Due to acceleration and deceleration, the force sensor 99 records the G-forces in the acceleration and deceleration phases. The data from the acceleration and deceleration phases are discarded as will be explained further in the following paragraphs. Ideally, these forces would not exist in the constant velocity portion of the trajectory and would not contaminate the force measurements due to the probe's impact with the film sample. However, if the acceleration profile is too aggressive, the PID position control system cannot keep up with the target position initially, and eventually overshoots the target velocity in the constant velocity region. This produces an oscillation in the motion of the dart that is reflected in the force sensor 99. In order to avoid this undesirable situation, a smooth trajectory can be established to minimize sudden changes in acceleration. The gains on the PID controller can be adjusted to ensure that the system is over-damped or non-oscillatory. Although the velocity of the dart probe 92 is described above as being equal to 3.3 m/s at impact, the velocity of the dart probe 92 can be adjusted from a relatively low 0.04 m/s to perform puncture resistance tests to 4 m/s to perform high speed dart impact tests.

[00039] FIGS. 1 1 A and 1 IB show views of the film sample clamped by the clamp just before the dart comes into contact with the film sample and after the dart comes in contact with the film and stretches the film to a maximum just before puncture, respectively, according to an embodiment of the present disclosure.

[00040] To keep testing conditions substantially the same for all film samples to be tested, a common film format can be selected for the test samples. For example, in one embodiment, a 6" x 6" (15.2 cm x 15.2 cm) square piece of film is selected as the common format. For example, this size is large enough to be securely held in the clamp system 60 for the dart test. Furthermore, a conventional die is available to cut films in this format. However, as it can be appreciated, other sizes and formats can also be used.

[00041] Referring back to FIG. 1 , an embodiment of the testing procedure for the dart system includes the following steps:

(a) picking up a film sample by the robotic system 12 using the material holder system 14,

(b) measuring a thickness of the film sample using the material thickness measurement system 16, (c) placing the film sample in the clamp 60 in the dart testing device 20,

(d) moving the dart probe 92 in the dart testing device 20, (e) collecting data and results of the dart test by the computer system 24, and

(f) disposing of the tested sample.

Optionally, the test procedure can also include performing a defect analysis using material image analyzer system 18. [00042] The sample can comprise a 6" (15.2 cm) square film.

[00043] With respect to step (c), when the film sample is ready for testing, the clamp 60 of the dart testing device 20 is opened and the material holder system 14 attached to the robotic system 12 first removes any old film that is in the clamp 60 (if a film is present in the clamp) and places a new film sample film in the clamp 60. As depicted in FIG. 3, this is accomplished by controlling vacuum suction cups 34 on the material holder system 14 to grab and remove any used/old film 36 and by controlling the pair of vacuum suction cups 30 and 32 to hold the new film sample 38 as well as controlling the set of suction cups on the clamp 60 (see, FIG. 6). Once the robotic system 12 with the material holder system 14 withdraws from the space of clamp 60, the clamp 60 is closed and the sample film is held taut between the jaws 62A and 62B of the clamp 60. Thus, the film sample is ready to be punctured.

[00044] With respect to step (d), the linear motor 96 (see, FIG. 9) is initialized when the system is started including homing of the linear motor 96 to a consistent starting position. In an embodiment, once the linear motor 96 is initialized, multiple tests can be run without re-initializing the linear motor 96. In an embodiment, the linear motor 96 of the dart testing device 20 can be reinitialized periodically, e.g., daily, to insure that the linear motor 96 returns to a same starting position. The dart probe 92 of the dart testing device 20 is then moved by the computer system 24 instructing the PID controller of the dart testing device 20 to load a specified trajectory and to send a command to the linear motor 96 to move the dart probe 92. [00045] With respect to step (e), a command is also sent by the computer system 24 to a data acquisition system in communication with the computer system 24 and in communication with the force sensor 99 that measures a force signal during a dart test to start data collection. This command can be sent substantially simultaneously with the moving of the dart command, or can also be sent sequentially with the moving of dart command. After the testing is complete, the linear motor 96 returns to its initial position.

[00046] With respect to step (f), the used film sample can then be lifted by the material holder system 14 using the robotic system 12 and is placed in a trash bin which can be periodically emptied by an operator. This completes the cycle and the system returns to its initial state, ready to pick up a next film sample, e.g., from or when it arrives at the receptacle.

[00047] In addition to controlling the dart test and collecting data and results of the dart test, in an embodiment, the computer system 24 can be further configured to track the film sample as it progresses through various tests, such that the thickness measurement, defect analysis, and dart test information is correlated for each sample and stored for later reference. Thus, for example, test data from a defective sample can be flagged and evaluated whether it should be relied on or discarded. [00048] Typically, the time from impact to the puncture of the film sample is in the order of a few milliseconds. In addition, Fast Fourier analysis of the acquired impact signal showed a frequency information content of about 20 kHz. Therefore, the sampling frequency (data collection rate) may be performed at higher than 20 kHz. The frequency spectrum of the data captured shows relevant data at lower frequencies and any noise at higher frequencies. The noise is eliminated using low-pass filters as explained further in the following paragraphs.

[00049] As stated above, sensors are used to measure the force that the probe is subjected to. In an embodiment, a single-axis force sensor is sufficient to measure the force in the dart system. As explained above, in an embodiment, a piezoelectric sensor is selected due to its high bandwidth (36000Hz) and hence its ability to measure fast changes in force. In an embodiment, a single-axis force sensor from PCB Piezotronics, model ICP Force Sensor, 208C02 is used. This piezoelectric sensor has a load capacity of 100 pounds (equivalent to a force of 444 N) in the Z-direction. This sensor is configured for dynamic force

applications. Any static load on the sensor will eventually return to zero.

[00050] As a consequence of the dynamic nature of the sensor, a calibration of the sensor uses sophisticated equipment and is difficult to perform in the labs. Therefore, routine calibration of the sensors may be performed by the manufacturer. In addition, force sensors may also be prone to measurement noise which is further aggravated by the speed of the dart during the test. In an embodiment, to substantially reduce or eliminate high frequency noise in the force signal, low-pass filtering of the raw force signal is performed. In an embodiment, a second order Butterworth filter with a cut-off frequency of 400Hz can be used for this purpose. In addition, in an embodiment, to eliminate any lag introduced by this filtering process, the signal is filtered a second time in the reverse direction (reverse with respect to time). This is similar to the filtfilt function provided by MatLab from MathWorks.

[00051] In an embodiment, to confirm the speed of the dart probe 92 at impact and through the process of puncturing the film sample, the dart probe velocity is calculated by taking the numerical derivative of the position signal. To eliminate any numerical noise introduced by this process, a low-pass filtering strategy is used similar to the one used for filtering the force signal.

[00052] In an embodiment, the computer system 24 in communication with the dart testing device 20 is configured to collect or acquire force data from the dart testing device 20. In an embodiment, data collection in the dart testing device 20 begins when the dart probe 92 is moved and ends when the dart probe 92 comes to a stop at the top of its stroke. This ensures that delays and timing considerations do not impact the data collected while the dart probe 92 is in contact with the film sample. Therefore, in order to isolate the relevant portions of data within the collected data, the collected data is preferably truncated. This is performed using the data from the impact sensor that indicates the time at which the dart probe 92 makes contact with the film. Completion of puncture is indicated when the measured force falls to zero. However, due to filtering of the force signal, the force may not drop to zero. Therefore, in an embodiment, the puncture complete point is identified using the unfiltered force signal.

[00053] FIG. 12A is a plot of the force (N) exerted on the probe versus time (s) from a start of the movement of the dart probe 92 to a complete stop of the dart probe 92, according to an embodiment. This plot shows a first broad peak corresponding to the acceleration of the dart probe 92, a sharp peak corresponding to the contact of the dart probe 92 with the sample, and a second broad peak corresponding to the deceleration of the dart probe 92.

[00054] FIG. 12B is a plot of the force (N) exerted on the dart probe 92 versus time (s) from the impact point with the film sample to completion of puncture of the sample, according to an embodiment of the present disclosure.

[00055] Key metrics can be calculated from the force data collected by the dart testing device 20. These metrics help characterize the films based on their applications. Examples of key metrics are summarized in Table 2, along with their units, description, and a brief description of how they are calculated.

TABLE 2

Metric Units Descri tion Caiculaiion

Peak mm Displacement of the Subtracting the displacement

Displacement film sample when the of the dart probe at the point of peak force is observed, impact with the film sample

from the displacement of the dart probe at peak force.

Peak Energy J Energy absorbed by Area under the force- Total mm Displacement of the Point of complete puncture of

Displacement film sample at the point the film sample is identified as

of complete puncture the point when the force of the film sample. returns to zero after reaching

its maximal value.

Total Energy I Total energy absor ed Area under the complete

by the film sample. force-displacement curve.

[00056] FIG. 13A shows a plot of the force (N) versus displacement

(m), according to an embodiment of the present disclosure. FIG. 13A indicates the peak of the force (or maximum force). FIG. 13A also indicates the peak energy, which corresponds to the area under the force curve up to the maximum force. The energy corresponds to the integral of the force to the distance of displacement. In an embodiment, a trapezoid method is used to compute the energy or integral of the force. However, other computing methods can be used.

[00057] FIG. 13B shows a plot of the force (N) versus displacement (m), according to an embodiment of the present disclosure. FIG. 13B indicates the peak of the force (or maximum force). FIG. 13B also indicates the total energy, which corresponds to the area under the force curve up to the total displacement.

[00058] After all replicates or samples of a single type of film have been tested, a statistical algorithm can be used to detect and eliminate any outliers in the data. The purpose of eliminating any statistical outliers is to eliminate any incorrect test results that may result from improper testing (e.g., no film present during test, torn film, etc.). Hence, the thresholds used to eliminate outliers are conservative.

[00059] In an embodiment, a modified Z-score is used to determine outliers. A detailed description of the Z-score method can be found on the website of the US Department of Commerce National Institutes of Standards and

Technology. Briefly, the modified Z-score indicates how far a given observation is from its median (ordinary Z-scores similarly indicate distance from the mean). The Z-score is calculated using equation (1). where, M is the modified Z-score for an observation ¾, χ is the median of the set of observations, and MAD is the Median Absolute Deviation that is calculated using equation (2).

[00060] The modified Z-score is considered a more robust measure of statistical spread of a set of data compared to the ordinary Z-scores. A single outlier that is far away from the mean can impact the mean of the data (and hence the ordinary Z-score). Assuming that the number of outliers are much smaller than the acceptable observations, the median of the data set is not impacted. Although the Z-score is preferably calculated using the Median Absolute Deviation (MAD), it is also possible to use the standard deviation (σ) instead of MAD to calculate the Z-score. In addition, other statistical methods other than the Z-score method can also be used such as the Grubbs' test, the Tietj en-Moore test, the Generalized Extreme Studentized Deviate (ESD) test, etc.

[00061] In an embodiment, because there are multiple metrics and measurements for each dart test, outlier detection can be performed on one metric or measurement. According to this embodiment, it is assumed that if a test produces an outlier, given the conservative thresholds, something must have significantly gone wrong and would result in similarly poor data for all metrics. This is in line with the purpose of the outlier detection process which is to detect a significant flaw in the test.

[00062] In an embodiment, once the outliers are identified, the mean and standard deviations of the remaining replicates or samples in the data set can be calculated and uploaded to a database. Outlier data can be tagged as such and can be stored in the database for further review if desired. [00063] The term "computer system" is used herein to encompass any data processing system or processing unit or units. The computer system may include one or more processors or processing units. The computer system can also be a distributed computing system. The computer system may include, for example, a desktop computer, a laptop computer, a handheld computing device such as a PDA, a tablet, a smartphone, etc. A computer program product or products may be run on the computer system to accomplish the functions or operations described in the above paragraphs. The computer program product includes a computer readable medium or storage medium or media having instructions stored thereon used to program the computer system to perform the functions or operations described above. Examples of suitable storage medium or media include any type of disk including floppy disks, optical disks, DVDs, CD ROMs, magnetic optical disks, RAMs, EPROMs, EEPROMs, magnetic or optical cards, hard disk, flash card (e.g., a USB flash card), PCMCIA memory card, smart card, or other media. Alternatively, a portion or the whole computer program product can be downloaded from a remote computer or server via a network such as the internet, an ATM network, a wide area network (WAN) or a local area network.

[00064] Stored on one or more of the computer readable media, the program may include software for controlling a general purpose or specialized computer system or processor. The software also enables the computer system or processor to interact with a user via output devices such as a graphical user interface, head mounted display (HMD), etc. The software may also include, but is not limited to, device drivers, operating systems and user applications.

Alternatively, instead or in addition to implementing the methods described above as computer program product(s) (e.g., as software products) embodied in a computer, the method described above can be implemented as hardware in which for example an application specific integrated circuit (ASIC) or graphics processing unit or units (GPU) can be designed to implement the method or methods, functions or operations of the present disclosure.