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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 678
INDUSTRIAL APPLICATION OF MACHINE VISION
S.Sathiyamoorthy1
1
Project Scientist IV, NHHID, Anna University, Tamil Nadu, India
Abstract
Inspection of components using machine vision technologies provides solution for quality and process control. Various
applications of Machine vision technologies are automotive, Pharmaceutical, food and beverage, electronics, packages, process
control and special application. In this paper dimensional measurement, optical character reorganization, process control using
image processing, checking of presence and absence of finished product parts in the production line are discussed. The basic idea
of this paper is to make aware of machine vision technology and to improve the production quality, reduce the scrap product due
to non-conformity by controlling the manufacturing process through machine vision and also to prevent the value addition for
scrap product in the subsequent stage of manufacturing process. Various projects discussed in this paper are implemented and
proofs of concepts are shown to the manufacturer.
Keywords: Optical gauging/Video measurement, Barcode and Optical character recognition(OCR) reading, process
control, Bottle level inspection and Blister pack inspection..
--------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
(MV) is the knowledge and approaches used to provide
image-based automatic examination for quality control,
process control, and robot guidance. Basically machine
vision is used for optical gauging, quality assurance, sorting,
part assembly inspection, presence and absence and
controlling the manufacturing process.
Operation of Machine Vision
MV system operation starts with acquisition of an image
using appropriate cameras, lenses and light depending on the
application.
Fig -1: Machine Vision Concept.
LabVIEW, MV Impact, OpenCV, MATLAB, these
software’s will provide various digital image processing
technique used for obtaining required information from an
acquired image. Based on the extracted image the processor
will take decision i.e. acceptable or Not acceptable. Thus
NOT acceptable component will be removed from the
production line using ejection mechanism such as actuator
or blower.
2. OPTICAL GAUGING/VIDEO
MEASUREMENT OF FAN SHAFT
In fan shaft there are two important areas are to be measured
perfectly, where two bearings are inserted in the shaft. If the
fan shaft diameter is more, it is not possible to insert the
shaft into the standard sized bearing. So before insertion of
bearing in shaft diameter it is ensured using machine vision
[6]. In this, the requirement is to detect the bearing seating
diameters located in two places of each shaft with the below
classifications:
i) OK component.
ii) Not OK component – over size.
iii) Not OK component – under size.
Over size components is goes to rework, under size
component components goes as scrap. For a given model,
the operator selects the model from the monitor. The object
is placed on the holder .The operator then presses the leg
pedal which provides a trigger to the light and the camera.
Then the cameras capture the image and transferred to the
PC. The images are processed[2] by the software LabVIEW
and the output is displayed on the monitor.
Algorithm used: Edge Detector. The algorithm was
developed to count the number of pixel along the edge of the
shaft, by just counting the number of pixels which falls into
the range gives acceptance level of the shaft. Then the pixel
value is also calibrated into real world.
Due to back light effect the object silhouette is taken as the
image. In that Sudden changes in the grey scale value forms
the edges by calculating the number of pixels that covers the
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 679
two edges in one axis forms the measurements of the object
, then the pixels values are calibrated and converted into real
time value.
Fig -2: Front Panel for fan shaft diameter inspection
3. BARCODE AND OCR READING
3.1 Engine Assembly
Problem Description: There are many types of engine such
as 350cc, 500cc, and Import and export model. By keeping
barcode and model number as a reference operators
assemble the corresponding tappet door which indicates the
model name as Optical Character Reorganization., by
tacking/seeing this tapper door OCR as a reference the
subsequent operators in the next stage will assemble the
parts to that engine. There may be a possibility of keeping
wrong tapper OCR on the engine block, because of different
models operator may be confused, this will lead to wrong
assembling of parts in the subsequent stage.
In order to control this process of engine assembly MV
system is used. MV System capture the image of barcode
and OCR, barcode gives the information about parts to be
assembled and OCR gives information about engine model
number. Then these images are processed and checks with
the corresponding part are assembled or not. If it is OK
engine will be passed to next station otherwise engine is
blocked using locking piston actuator and graphical user
interface show which part have to assemble. GUI gives
database information of how many Ok and how many NOT
OK components inspected.
3.2 Description of System Operation
The Component which is to be inspected is placed on the
inspection table. The presence of component is sensed by
the proximity sensor and it triggers the actuators to lock the
engine crank case and vertical and horizontal pneumatic
actuators. Once the actuators comes to the retarded position
the cameras are triggered for taking the required images.
After taking the images, the Cameras are sent back to their
respective home positions by the actuators which are again
controlled by another set of reed sensors. From the observed
images the compatibility between images are checked.
Following image Fig.3. shows the user interface of the
inspection system. In case the codes are similar, the same is
indicated through green label.
In case of dissimilarity, a red label is indicated as shown in
figure 4. Once the red label indication is observed in the
display, simultaneously the interlock system will disable the
air supply of the impact screw gun, thereby suspending
further operation on the unit. Once the appropriate tappet
cover is replaced, then reset button is pressed to continue the
inspection cycle. In addition, there will be a master stop
button to stop the operation in case of any eventuality or
emergency.
Fig -3: Machine vision setup for Barcode and OCR
Reading.
The inspection system is integrated with existing frame set
up. Model of the same is shown below as Figure 2.
Algorithm Used: Thresholding and Segmentation, Particle
filtering, morphological techniques, coordinate reference
system, OCR toolbox in LabVIEW.
Automation: PLC program for the sequence of automatic
operation. PLC is used to control the pneumatic operation
camera and light triggering for capturing the images. Fig -4:
Front Panel for OCR and Barcode Inspection. If wrong
component is placed by an operator , a popup will be
appeared in the front Panel showing the picture of
components to be placed, based on this information operator
remove wrong component and places correct component.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 680
Fig -4: Front Panel for OCR and Barcode Inspection
4. PROCESS CONTROL IN MANUFACTURING
4.1 Mechanical Punch Press
Automobile components are manufactured using mechanical
punch press (flywheel type). The shape of the auto
components is determined by DIE. During the punching
process sometimes the components may sticks on to the top
die. The operator not able to see the top die and operator
places another material and presses the pedal. This action
leads to double punch and damages the dies. If die is
damaged and it is not noticed then the components produced
after die dame will not meets the finished product
requirement such as outer and inner diameter so, the
manufactured components will go as scrap. Replacing the
damaged die with new die is costlier.
To control this process a camera is placed in such a way to
see the upper die. Then the camera is triggered by placing
the limit switch in the pedal for capturing the image.
If the component is attached in the top die pneumatic
actuator is used to lock the pedal. So the operator is not able
to operate the machine for the next time if the component is
attached on the top die. In this way the manufacturing
process is controlled.
The machine vision system will have a camera, a light and
PC. In addition, there will be an actuator to arrest the
movement of the leg pedal in case of any fault. The
sequence of operation is explained below:
a) The operator places the component and presses the
pedal
b) When the pedal is pressed down for releasing the
top DIE to be pressed down , at the end of the
stroke, it activates an electrical switch placed in the
bottom of pedal. This triggers the camera and the
light and takes the images of the top surface of the
die.
c) In case the object is struck on top, the processor
gives signal to camera further camera activates a
pneumatic actuator which will block the pedal
moving downwards[5]. In addition, a red lamp and
an alarm can also be initiated to alert the operator.
Fig - 5: Machine Vision setup for controlling Die damage.
Algorithm Used: Grayscale image to binary image by
Thresholding and segmentation, advance morphology,
particle analysis (area), Particle Filter, masking.
Fig -6: Front Panel for Controlling Die Damage
5. PHARMACEUTICAL APPLICATION
5.1 Presence and Absence of Bottle Cap and Level
Inspection
Level of medicine in vial, glucose bottle, tonic bottle is
ensured by Machine vision system. If the level is not good it
is removed in the production line itself. Fig -7 demo setup
for real time Automatic bottle level, cap presence and
absence inspection
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 681
Fig -7: Machine Vision set up for Automatic bottle level,
cap presence and absence inspection
Bottles to be inspected will be moving in the conveyer, the
presence of the bottle is sensed by proximity sensor which
will trigger the camera and the image is captured and send it
PC via gigabit Ethernet cable where it checks with
algorithms created in LabVIEW and takes the decision that
the bottles meets the requirement or not if it meets
requirements such as level and presence of cap , then the
bottles gores to OK bin otherwise the pneumatic actuator
will eject NOTOK components to NOT OK bin.
Fig -8: Front Panel for Level, cap presence and Absence
Inspection
Algorithm Used: Edge detector [10], the algorithm was
developed to count the number of pixel along the edge of the
bottle, by just counting the number which falls into the
range give acceptance level and cap presence or absence
5.2 Blister Pack Inspection
Blister pack inspection for its completeness is very
important. Patient may think tablet is available in the blister
pack in case of any emergency conditions occurs if there is
no tablets in the packed or wrapped blister pack it would
become a big problem at the customer end. It is necessary to
inspect the following components in the blister pack.
a) Missing Tablets.
b) Broken Tablets.
c) Half tablets.
d) Color Sequence Verification.
e) Label Reading.
If any of the above parameters is failed, then the pneumatic
blower is used to remove the blister pack in the production
line itself.
MV system containing a Camera, a doom light, pneumatic
ejector and sensor are mounted on the conveyor. As the
blister packs moves over conveyor, sensor senses its
presence, triggers the light and the camera. As the blister is
covered with white top, a special dome light is used to
provide the proper image. Images are taken, processed in a
PC and the output is displayed on the monitor. Image in
fig.9 shows the processed output. At the end of inspection,
OK blister packs moves itself onto OK bin at the end of
conveyor. In case of NOT OK blister pack, it is pushed into
NOT OK bin by an air blower nozzle.
In addition with that data base also generated which includes
total components included, number of OK components
inspected and number of not ok components inspected.
Based on this corrective action will be done and used for
stock verification.
Fig -9: Front panel for Blister pack Inspection-showing OK
pack
Algorithm used: Color plane extraction HSL hue,
saturation & light Plane, Thresholding (grey to binary), filter
(smoothing-local averaging), and advance morphology,
Particle analysis and particle filter.
Automation: Automation is done using Omron PLC, by
getting the NOT OK signal from processor pneumatic
blower is activated using PLC.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 682
Fig -10: Front Panel for Blister Pack Inspection-showing
Missing and half tablets.
6. CONCLUSIONS
The aim this paper is to make aware of machine vision
technologies which are applicable to various industries. to
improve the production quality, reduce the scrap product
due to non-conformity by controlling the manufacturing
process through machine vision and also to prevent the
value addition for scrap product in the subsequent stage of
manufacturing process
ACKNOWLEDGMENTS
As I have worked as a Project Engineer, Various projects
discussed in this paper are implemented and proofs of
concept were demonstrated in various industries. This work
was Supported by TIFAC CORE In Machine vision and
Nanchil Technologies Pvt Ltd. Chennai..
REFERENCES
[1] Golnabi H, Asadpour A.: Design and application of
industrial machine vision systems. Robotics and
Computer-Integrated Manufacturing, 23(2007), 630–
637.
[2] Zhang Z., Chen Z., Shi J., Jia F., Dai M.: Surface
roughness vision measurement in different ambient
light conditions. 15th
Int. Conf. Mechatronics and
Machine Vision in Practice, Auckland (New
Zealand), 2-8 December 2008.
[3] Bhuvanesh A., Ratnam M.: Automatic detection of
stamping defects in lead frames using machine
vision: overcoming translational and rotational
misalignment. Int. J. Adv. Manuf. Technology, 32
(2007), pp 1201-1210.
[4] Remigiusz Labudzki, Stanislaw Legutko :
Applications of Machine Vision
[5] Cheng Y., Jafari M.: Vision-based online process
control in manufacturing applications. Trans. on
Automation science and engineering, 5(2008)1, pp
140-153.
[6] Jian-hai H., Shu-shang Z., Wei S.: Research on sub
pixel detecting on-line system based on machine
vision for inner diameter of bearings. Int. Conf. on
Robotics and Biometics, Sanya, 15-18 December
2007, pp 2049-2052
[7] Fernandes, A.O.; Moreira, L. F E; Mata, J.M.,
"Machine vision applications and development
aspects," Control and Automation (ICCA), 2011 9th
IEEE International Conference on , vol., no.,
pp.1274,1278, 19-21 Dec. 201
[8] Swapna, P.; Krouglicof, N.; Gosine, R.G., "The
question of accuracy with geometric camera
calibration," Electrical and Computer Engineering,
2009. CCECE '09. Canadian Conference on , vol.,
no., pp.541,546, 3-6 May 2009
[9] Hsu, R.C.; Ping-Wen Kao; Wei-Jie Lai; Cheng-Ting
Liu, "An initial edge point selection and segmental
contour following for object contour extraction,"
Control Automation Robotics & Vision (ICARCV),
2010
BIOGRAPHIES
S. Sathiyamoorthy, currently working as
a Project Scientist IV, National Hub for
Healthcare Instrumentation
Development, Anna University, Chennai
Completed M.E -Control and
Instrumentation, B.E- Electronics and
Communication Research Areas: Machine Vision-Digital
Image Processing, Calibration of Instruments, Indigenous
Instrumentation development, Hybrid Energy, Sensors and
automation.
E-mail: sathiyamano@gmail.com

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Industrial application of machine vision

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 678 INDUSTRIAL APPLICATION OF MACHINE VISION S.Sathiyamoorthy1 1 Project Scientist IV, NHHID, Anna University, Tamil Nadu, India Abstract Inspection of components using machine vision technologies provides solution for quality and process control. Various applications of Machine vision technologies are automotive, Pharmaceutical, food and beverage, electronics, packages, process control and special application. In this paper dimensional measurement, optical character reorganization, process control using image processing, checking of presence and absence of finished product parts in the production line are discussed. The basic idea of this paper is to make aware of machine vision technology and to improve the production quality, reduce the scrap product due to non-conformity by controlling the manufacturing process through machine vision and also to prevent the value addition for scrap product in the subsequent stage of manufacturing process. Various projects discussed in this paper are implemented and proofs of concepts are shown to the manufacturer. Keywords: Optical gauging/Video measurement, Barcode and Optical character recognition(OCR) reading, process control, Bottle level inspection and Blister pack inspection.. --------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION (MV) is the knowledge and approaches used to provide image-based automatic examination for quality control, process control, and robot guidance. Basically machine vision is used for optical gauging, quality assurance, sorting, part assembly inspection, presence and absence and controlling the manufacturing process. Operation of Machine Vision MV system operation starts with acquisition of an image using appropriate cameras, lenses and light depending on the application. Fig -1: Machine Vision Concept. LabVIEW, MV Impact, OpenCV, MATLAB, these software’s will provide various digital image processing technique used for obtaining required information from an acquired image. Based on the extracted image the processor will take decision i.e. acceptable or Not acceptable. Thus NOT acceptable component will be removed from the production line using ejection mechanism such as actuator or blower. 2. OPTICAL GAUGING/VIDEO MEASUREMENT OF FAN SHAFT In fan shaft there are two important areas are to be measured perfectly, where two bearings are inserted in the shaft. If the fan shaft diameter is more, it is not possible to insert the shaft into the standard sized bearing. So before insertion of bearing in shaft diameter it is ensured using machine vision [6]. In this, the requirement is to detect the bearing seating diameters located in two places of each shaft with the below classifications: i) OK component. ii) Not OK component – over size. iii) Not OK component – under size. Over size components is goes to rework, under size component components goes as scrap. For a given model, the operator selects the model from the monitor. The object is placed on the holder .The operator then presses the leg pedal which provides a trigger to the light and the camera. Then the cameras capture the image and transferred to the PC. The images are processed[2] by the software LabVIEW and the output is displayed on the monitor. Algorithm used: Edge Detector. The algorithm was developed to count the number of pixel along the edge of the shaft, by just counting the number of pixels which falls into the range gives acceptance level of the shaft. Then the pixel value is also calibrated into real world. Due to back light effect the object silhouette is taken as the image. In that Sudden changes in the grey scale value forms the edges by calculating the number of pixels that covers the
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 679 two edges in one axis forms the measurements of the object , then the pixels values are calibrated and converted into real time value. Fig -2: Front Panel for fan shaft diameter inspection 3. BARCODE AND OCR READING 3.1 Engine Assembly Problem Description: There are many types of engine such as 350cc, 500cc, and Import and export model. By keeping barcode and model number as a reference operators assemble the corresponding tappet door which indicates the model name as Optical Character Reorganization., by tacking/seeing this tapper door OCR as a reference the subsequent operators in the next stage will assemble the parts to that engine. There may be a possibility of keeping wrong tapper OCR on the engine block, because of different models operator may be confused, this will lead to wrong assembling of parts in the subsequent stage. In order to control this process of engine assembly MV system is used. MV System capture the image of barcode and OCR, barcode gives the information about parts to be assembled and OCR gives information about engine model number. Then these images are processed and checks with the corresponding part are assembled or not. If it is OK engine will be passed to next station otherwise engine is blocked using locking piston actuator and graphical user interface show which part have to assemble. GUI gives database information of how many Ok and how many NOT OK components inspected. 3.2 Description of System Operation The Component which is to be inspected is placed on the inspection table. The presence of component is sensed by the proximity sensor and it triggers the actuators to lock the engine crank case and vertical and horizontal pneumatic actuators. Once the actuators comes to the retarded position the cameras are triggered for taking the required images. After taking the images, the Cameras are sent back to their respective home positions by the actuators which are again controlled by another set of reed sensors. From the observed images the compatibility between images are checked. Following image Fig.3. shows the user interface of the inspection system. In case the codes are similar, the same is indicated through green label. In case of dissimilarity, a red label is indicated as shown in figure 4. Once the red label indication is observed in the display, simultaneously the interlock system will disable the air supply of the impact screw gun, thereby suspending further operation on the unit. Once the appropriate tappet cover is replaced, then reset button is pressed to continue the inspection cycle. In addition, there will be a master stop button to stop the operation in case of any eventuality or emergency. Fig -3: Machine vision setup for Barcode and OCR Reading. The inspection system is integrated with existing frame set up. Model of the same is shown below as Figure 2. Algorithm Used: Thresholding and Segmentation, Particle filtering, morphological techniques, coordinate reference system, OCR toolbox in LabVIEW. Automation: PLC program for the sequence of automatic operation. PLC is used to control the pneumatic operation camera and light triggering for capturing the images. Fig -4: Front Panel for OCR and Barcode Inspection. If wrong component is placed by an operator , a popup will be appeared in the front Panel showing the picture of components to be placed, based on this information operator remove wrong component and places correct component.
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 680 Fig -4: Front Panel for OCR and Barcode Inspection 4. PROCESS CONTROL IN MANUFACTURING 4.1 Mechanical Punch Press Automobile components are manufactured using mechanical punch press (flywheel type). The shape of the auto components is determined by DIE. During the punching process sometimes the components may sticks on to the top die. The operator not able to see the top die and operator places another material and presses the pedal. This action leads to double punch and damages the dies. If die is damaged and it is not noticed then the components produced after die dame will not meets the finished product requirement such as outer and inner diameter so, the manufactured components will go as scrap. Replacing the damaged die with new die is costlier. To control this process a camera is placed in such a way to see the upper die. Then the camera is triggered by placing the limit switch in the pedal for capturing the image. If the component is attached in the top die pneumatic actuator is used to lock the pedal. So the operator is not able to operate the machine for the next time if the component is attached on the top die. In this way the manufacturing process is controlled. The machine vision system will have a camera, a light and PC. In addition, there will be an actuator to arrest the movement of the leg pedal in case of any fault. The sequence of operation is explained below: a) The operator places the component and presses the pedal b) When the pedal is pressed down for releasing the top DIE to be pressed down , at the end of the stroke, it activates an electrical switch placed in the bottom of pedal. This triggers the camera and the light and takes the images of the top surface of the die. c) In case the object is struck on top, the processor gives signal to camera further camera activates a pneumatic actuator which will block the pedal moving downwards[5]. In addition, a red lamp and an alarm can also be initiated to alert the operator. Fig - 5: Machine Vision setup for controlling Die damage. Algorithm Used: Grayscale image to binary image by Thresholding and segmentation, advance morphology, particle analysis (area), Particle Filter, masking. Fig -6: Front Panel for Controlling Die Damage 5. PHARMACEUTICAL APPLICATION 5.1 Presence and Absence of Bottle Cap and Level Inspection Level of medicine in vial, glucose bottle, tonic bottle is ensured by Machine vision system. If the level is not good it is removed in the production line itself. Fig -7 demo setup for real time Automatic bottle level, cap presence and absence inspection
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 681 Fig -7: Machine Vision set up for Automatic bottle level, cap presence and absence inspection Bottles to be inspected will be moving in the conveyer, the presence of the bottle is sensed by proximity sensor which will trigger the camera and the image is captured and send it PC via gigabit Ethernet cable where it checks with algorithms created in LabVIEW and takes the decision that the bottles meets the requirement or not if it meets requirements such as level and presence of cap , then the bottles gores to OK bin otherwise the pneumatic actuator will eject NOTOK components to NOT OK bin. Fig -8: Front Panel for Level, cap presence and Absence Inspection Algorithm Used: Edge detector [10], the algorithm was developed to count the number of pixel along the edge of the bottle, by just counting the number which falls into the range give acceptance level and cap presence or absence 5.2 Blister Pack Inspection Blister pack inspection for its completeness is very important. Patient may think tablet is available in the blister pack in case of any emergency conditions occurs if there is no tablets in the packed or wrapped blister pack it would become a big problem at the customer end. It is necessary to inspect the following components in the blister pack. a) Missing Tablets. b) Broken Tablets. c) Half tablets. d) Color Sequence Verification. e) Label Reading. If any of the above parameters is failed, then the pneumatic blower is used to remove the blister pack in the production line itself. MV system containing a Camera, a doom light, pneumatic ejector and sensor are mounted on the conveyor. As the blister packs moves over conveyor, sensor senses its presence, triggers the light and the camera. As the blister is covered with white top, a special dome light is used to provide the proper image. Images are taken, processed in a PC and the output is displayed on the monitor. Image in fig.9 shows the processed output. At the end of inspection, OK blister packs moves itself onto OK bin at the end of conveyor. In case of NOT OK blister pack, it is pushed into NOT OK bin by an air blower nozzle. In addition with that data base also generated which includes total components included, number of OK components inspected and number of not ok components inspected. Based on this corrective action will be done and used for stock verification. Fig -9: Front panel for Blister pack Inspection-showing OK pack Algorithm used: Color plane extraction HSL hue, saturation & light Plane, Thresholding (grey to binary), filter (smoothing-local averaging), and advance morphology, Particle analysis and particle filter. Automation: Automation is done using Omron PLC, by getting the NOT OK signal from processor pneumatic blower is activated using PLC.
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Special Issue: 07 | May-2014, Available @ http://www.ijret.org 682 Fig -10: Front Panel for Blister Pack Inspection-showing Missing and half tablets. 6. CONCLUSIONS The aim this paper is to make aware of machine vision technologies which are applicable to various industries. to improve the production quality, reduce the scrap product due to non-conformity by controlling the manufacturing process through machine vision and also to prevent the value addition for scrap product in the subsequent stage of manufacturing process ACKNOWLEDGMENTS As I have worked as a Project Engineer, Various projects discussed in this paper are implemented and proofs of concept were demonstrated in various industries. This work was Supported by TIFAC CORE In Machine vision and Nanchil Technologies Pvt Ltd. Chennai.. REFERENCES [1] Golnabi H, Asadpour A.: Design and application of industrial machine vision systems. Robotics and Computer-Integrated Manufacturing, 23(2007), 630– 637. [2] Zhang Z., Chen Z., Shi J., Jia F., Dai M.: Surface roughness vision measurement in different ambient light conditions. 15th Int. Conf. Mechatronics and Machine Vision in Practice, Auckland (New Zealand), 2-8 December 2008. [3] Bhuvanesh A., Ratnam M.: Automatic detection of stamping defects in lead frames using machine vision: overcoming translational and rotational misalignment. Int. J. Adv. Manuf. Technology, 32 (2007), pp 1201-1210. [4] Remigiusz Labudzki, Stanislaw Legutko : Applications of Machine Vision [5] Cheng Y., Jafari M.: Vision-based online process control in manufacturing applications. Trans. on Automation science and engineering, 5(2008)1, pp 140-153. [6] Jian-hai H., Shu-shang Z., Wei S.: Research on sub pixel detecting on-line system based on machine vision for inner diameter of bearings. Int. Conf. on Robotics and Biometics, Sanya, 15-18 December 2007, pp 2049-2052 [7] Fernandes, A.O.; Moreira, L. F E; Mata, J.M., "Machine vision applications and development aspects," Control and Automation (ICCA), 2011 9th IEEE International Conference on , vol., no., pp.1274,1278, 19-21 Dec. 201 [8] Swapna, P.; Krouglicof, N.; Gosine, R.G., "The question of accuracy with geometric camera calibration," Electrical and Computer Engineering, 2009. CCECE '09. Canadian Conference on , vol., no., pp.541,546, 3-6 May 2009 [9] Hsu, R.C.; Ping-Wen Kao; Wei-Jie Lai; Cheng-Ting Liu, "An initial edge point selection and segmental contour following for object contour extraction," Control Automation Robotics & Vision (ICARCV), 2010 BIOGRAPHIES S. Sathiyamoorthy, currently working as a Project Scientist IV, National Hub for Healthcare Instrumentation Development, Anna University, Chennai Completed M.E -Control and Instrumentation, B.E- Electronics and Communication Research Areas: Machine Vision-Digital Image Processing, Calibration of Instruments, Indigenous Instrumentation development, Hybrid Energy, Sensors and automation. E-mail: sathiyamano@gmail.com