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Image Processing in Raspberry Pi


Image processing is the process of performing some mathematical functions and operations on an image, images or video. The output that we get after image processing is a set of parameters or some altered image, images or videos.
Due to the low price of the Raspberry Pi, it is being used for image processing and video processing in many projects.

MMAL (Multimedia Abstraction Layer)

The MMAL layer below picamera provides a greatly simplified interface to the camera firmware running on the GPU. Conceptually, it presents the camera with three “ports”: the still port, the video port, and the preview port. The following sections describe how these ports are used by picamera and how they influence the camera’s behavior.

The Still Port

Firstly, the still port. Whenever this is used to capture images, it (briefly) forces the camera’s mode to one of the two supported still modes (see Sensor Modes) so that images are captured using the full area of the sensor. It also uses a strong noise reduction algorithm on captured images so that they appear higher quality.
The still port is used by the various capture() methods when their use_video_port  parameter is False (which it is by default).

The Video Port

The video port is somewhat simpler in that it never changes the camera’s mode. The video port is used by the start_recording() method (for recording video), and is also used by the various capture() methods when their use_video_port parameter is True. Images captured from the video port tend to have a “grainy” appearance, much more akin to a video frame than the images captured by the still port (this is due to the still port using the stronger noise reduction algorithm).

The Preview Port

The preview port operates more or less identically to the video port. The preview port is always connected to some form of output to ensure that the auto-gain algorithm can run. When an instance of PiCamera is constructed, the preview port is initially connected to an instance of PiNullSink. When start_preview() is called, this null sink is destroyed and the preview port is connected to an instance of PiPreviewRenderer. The reverse occurs when stop_preview() is called.

Pipelines

This section attempts to provide detail of what MMAL pipelines picamera constructs in response to various method calls.
The firmware provides various encoders which can be attached to the still and video ports for the purpose of producing output (e.g. JPEG images or H.264 encoded video). A port can have a single encoder attached to it at any given time (or nothing if the port is not in use).
Encoders are connected directly to the still port. For example, when capturing a picture using the still port, the camera’s state conceptually moves through these states:

As you have probably noticed in the diagram above, the video port is a little more complex. In order to permit simultaneous video recording and image capture via the video port, a “splitter” component is permanently connected to the video port by picamera, and encoders are in turn attached to one of its four output ports (numbered 0, 1, 2, and 3). Hence, when recording video the camera’s setup looks like this

And when simultaneously capturing images via the video port whilst recording, the camera’s configuration moves through the following states:

  Now we can see the some commands and codings for image processing

Connect the Camera Module

First of all, with the Pi switched off, you’ll need to connect the Camera Module to the Raspberry Pi’s camera port, then start up the Pi and ensure the software is enabled.
  • Steps to connect the Picam with Raspberry pi board:
  • Locate the camera port and connect the camera:
  • Gently pull up on the edges of the plastic clip
  • Insert the camera ribbon; make sure it is the right way round
  • Push the plastic clip back into place

  • Start up the Pi.
  • Open the Raspberry Pi Configuration Tool from the main menu:
  • Ensure the camera software is enabled in configuration option
  • If it’s not enabled, enable it and reboot your Pi to begin.

Camera preview

Now your camera is connected and the software is enabled, you can get started by trying out the camera preview.
Open Python 3 or Python 2 (depends on the version of OS installed in Pi) from the main menu
 Open a new file and save it as camera.py. It’s important that you do not save it as picamera.py.
 Enter the following code

from picamera import PiCamera

from time import sleep

camera = PiCamera()

camera.start_preview()

sleep(10)

camera.stop_preview()

 

Save with Ctrl + S and run with F5. The camera preview should be shown for 10 seconds, and then close. Move the camera around to preview what the camera sees. The live camera preview should fill the screen like so:

Note that the camera preview only works when a monitor is connected to the Pi, so remote access (such as SSH and VNC) will not allow you to see the camera preview
If your image was upside-down, you can rotate it with the following code:
camera.rotation = 180
camera.start_preview()
sleep(10)
camera.stop_preview()
You can rotate the image by 90, 180, or 270 degrees, or you can set it to 0 to reset.
The most common use for the Camera Module is taking still pictures.
Amend your code to reduce the sleep and add a camera.capture() line:
camera.start_preview()
sleep(5)
camera.capture('/home/pi/Desktop/image.jpg')
camera.stop_preview()

It’s important to sleep for at least 2 seconds before capturing, to give the sensor time to set its light levels.
Run the code and you’ll see the camera preview open for 5 seconds before capturing a still picture. You’ll see the preview adjust to a different resolution momentarily as the picture is taken.
You’ll see your photo on the Desktop. Double-click the file icon to open it:
 Now try adding a loop to take five pictures in a row:
camera.start_preview()
for i in range(5):    
sleep(5)    
camera.capture('/home/pi/Desktop/image%s.jpg' % i)
camera.stop_preview()
The variable i contains the current iteration number, from 0 to 4, so the images will be saved as image0.jpg, image1.jpg, and so on.
Run the code again and hold the camera in position. It will take one picture every five seconds.
Once the fifth picture is taken, the preview will close. Now look at the images on your Desktop and you’ll see five new pictures.

                                            

Recording video

Now you’ve used the camera to take still pictures, you can move on to recording video.
Amend your code to replace capture() with start_recording() and stop_recording():

camera.start_preview()

camera.start_recording(‘/home/pi/video.h264’)

sleep(10)

camera.stop_recording()

camera.stop_preview()

Run the code; it will record 10 seconds of video and then close the preview.
To play the video, you’ll need to open a terminal window by clicking the terminal icon in the taskbar:
Type the following command and press Enter to play the video:

omxplayer video.h264

The video should play. It may actually play at a faster speed than what has been recorded, due to omxplayer’s fast frame rate.
At the beginning, you created a camera object with camera = PiCamera().
You can manipulate this camera object in order to configure its settings. The camera software provides a number of effects and other configurations you can apply. Some only apply to the preview and not the capture, others apply to the capture only, but many affect both.The resolution of the capture is configurable.
By default it’s set to the resolution of your monitor, but the maximum resolution is 2592 x 1944 for still photos and 1920 x 1080 for video recording. Try the following example to set the resolution to max. Note that you’ll also need to set the frame rate to 15 to enable this maximum resolution:
camera.resolution = (2592, 1944)
camera.framerate = 15
camera.start_preview()
sleep(5)
camera.capture(‘/home/pi/Desktop/max.jpg’)
camera.stop_preview()

You can easily add text to your image with annotate_text. Try it:
camera.start_preview() camera.annotate_text = "IPCS CHENNAI" 
 sleep(5)  camera.capture('/home/pi/Desktop/text.jpg') 
camera.stop_preview()   You can alter the brightness setting, which can be set from 0 to 100. The default is 50. Try setting it to another value:
camera.start_preview()
camera.brightness = 70
sleep(5)
camera.capture('/home/pi/Desktop/bright.jpg')
camera.stop_preview()
Try adjusting the brightness in a loop, and annotating the display with the current brightness level:
camera.start_preview()
for i in range(100):    
camera.annotate_text = "Brightness: %s" % i    
camera.brightness = i    
sleep(0.1)
camera.stop_preview()
Similarly, try the same for the contrast:
camera.start_preview()
for i in range(100): 
camera.annotate_text = "Contrast: %s" % i    
camera.contrast = i    
sleep(0.1)
camera.stop_preview()
You can set the annotation text size with the following code:
camera.annotate_text_size = 50
Valid sizes are 6 to 160. The default is 32.
You can also alter the annotation colours. First of all, ensure that Color is imported by amending your import line at the top:
from picamera import PiCamera, Color
Then amend the rest of your code as follows:
camera.start_preview()
camera.annotate_background = Color('blue')
camera.annotate_foreground = Color('yellow')
camera.annotate_text = "IPCS CHENNAI "
sleep(5)
camera.stop_preview()
You can use camera.image_effect to apply a particular image effect. The options are: none, negative, solarize, sketch, denoise, emboss, oilpaint, hatch, gpen, pastel, watercolor, film, blur, saturation, colorswap, washedout, posterise, colorpoint, colorbalance, cartoon, deinterlace1, and deinterlace2. The default is none. Pick one and try it out:
camera.start_preview()
camera.image_effect = 'oilpaint'
sleep(5)
camera.capture('/home/pi/Desktop/oilpaint.jpg')
camera.stop_preview()

Try looping over the various image effects in a preview to test them out:
camera.start_preview()
for effect in camera.IMAGE_EFFECTS:    
camera.image_effect = effect    
camera.annotate_text = "Effect: %s" % effect    
sleep(5)
camera.stop_preview()

          

                         the deinterlace effect

You can use camera.awb_mode to set the auto white balance to a preset mode to apply a particular effect. The options are: off, auto, sunlight, cloudy, shade, tungsten, fluorescent, incandescent, flash, and horizon. The default is auto. Pick one and try it out:
camera.start_preview()
camera.awb_mode = 'sunlight'
sleep(5)
camera.capture('/home/pi/Desktop/sunlight.jpg')
camera.stop_preview()
You can loop over the available auto white balance modes with camera.AWB_MODES.
You can use camera.exposure_mode to set the exposure to a preset mode to apply a particular effect. The options are: off, auto, night, nightpreview, backlight, spotlight, sports, snow, beach, verylong, fixedfps, antishake, and fireworks. The default is auto. Pick one and try it out:
camera.start_preview()
camera.exposure_mode = 'beach'
sleep(5)
camera.capture('/home/pi/Desktop/seashore.jpg')
camera.stop_preview()

You can loop over the available exposure modes with camera.EXPOSURE_MODES.

That’s the end of today’s detail about image processing on raspberry pi.

 

I will address remaining minutiae in our future posts.

Until then, stay tuned and muchas gracias.

 

 

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2018-05-28T08:41:24+00:00

Industrial Automation, Coimbatore, Tamil Nadu

Great experience , very good in working with industrial application. If you're a I&C or EIE then you should definitely take this course . Will be very useful for all in future . This course in IPCS Coimbatore help me in developing my problem solving skills . I got to know something after completing B.tech not remembering anything.

Mahesh Waran – PLC and SCADA Training, Coimbatore, Tamil Nadu

excellent place to learn and hands on experience on plc and scada and teaching staffs are very good in knowledge... Read All

PLC and SCADA Training, Coimbatore, Tamil Nadu

HalGatewood.com Plugins
5.0
2018-05-28T08:43:57+00:00

PLC and SCADA Training, Coimbatore, Tamil Nadu

excellent place to learn and hands on experience on plc and scada and teaching staffs are very good in knowledge and management is so responsible for placements . this is the excellent institute for learn and earn

Sajan Varghese – Automation Training, Coimbatore, Tamil Nadu

IPCS is the best one for study the automation course,because it has good atmosphere for study the courses,also the syllabus... Read All

Automation Training, Coimbatore, Tamil Nadu

HalGatewood.com Plugins
5.0
2018-05-28T08:45:55+00:00

Automation Training, Coimbatore, Tamil Nadu

IPCS is the best one for study the automation course,because it has good atmosphere for study the courses,also the syllabus is mostly flexible for the students.

Azif Hussain – CCTV & BMS Training, Trivandrum, Kerala

I have completed my Bms course from IPCS trivandrum. it was a nice experience, faculties are excellent... And I suggest... Read All

CCTV & BMS Training, Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T08:49:56+00:00

CCTV & BMS Training, Trivandrum, Kerala

I have completed my Bms course from IPCS trivandrum. it was a nice experience, faculties are excellent... And I suggest everyone to join this amazing Institute. Thank you.

Naiju S Nizar – Automation Training Trivandrum, Kerala

One of the most center in Trivandrum....IPCS provides good class and teaching

Automation Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T08:55:44+00:00

Automation Training Trivandrum, Kerala

One of the most center in Trivandrum....IPCS provides good class and teaching

Kohil S Kottarathil – Automation Training Trivandrum, Kerala

Studying at IPCS had been a really good experience for me. The teaching faculty were really helpful. They always backed... Read All

Automation Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T09:02:46+00:00

Automation Training Trivandrum, Kerala

Studying at IPCS had been a really good experience for me. The teaching faculty were really helpful. They always backed me when i was into some sort of trouble. Although the beginning was very difficult, as time went by i got experience and became easy and i started solving problems myself.

Muhammed Shabir Shabir – CCTV Security System Training Trivandrum, Kerala

Hi, Iam Muhammed Shabir studying IPCS Trivadrum in CCTV security system. good teaching very nice class. Iam very satisfied this... Read All

CCTV Security System Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T09:07:49+00:00

CCTV Security System Training Trivandrum, Kerala

Hi, Iam Muhammed Shabir studying IPCS Trivadrum in CCTV security system. good teaching very nice class. Iam very satisfied this course

Sakeer Saleem – CCTV Security System Trivandrum, Kerala

Hai, I am Sakeer s study CCTV security System in IPCS Trivandrum. absolutely outstanding teaching and relationship in IPCS Trivandrum.... Read All

CCTV Security System Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T09:15:51+00:00

CCTV Security System Trivandrum, Kerala

Hai, I am Sakeer s study CCTV security System in IPCS Trivandrum. absolutely outstanding teaching and relationship in IPCS Trivandrum. It was a nice experience to study at IPCS. The training center has good facilities is well equipment's.

Aneesh Kumar – CCTV Security System Trivandrum, Kerala

My name is Aneesh Kumar and am studying CCTV security system in IPCS Trivandram.. I really appreciate the teaching and... Read All

CCTV Security System Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T09:34:06+00:00

CCTV Security System Trivandrum, Kerala

My name is Aneesh Kumar and am studying CCTV security system in IPCS Trivandram.. I really appreciate the teaching and provided faculties..the training program is exellent generally the instructors are excellent..it was great experience to study in IPCS.......

Maheen Khan – CCTV Security System Training Trivandrum, Kerala

I have completed my CCTV SECURITY SYSTEM from IPCS Trivandrum branch. Excellent training with well industrial experienced faculties. Well supportive... Read All

CCTV Security System Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T09:54:34+00:00

CCTV Security System Training Trivandrum, Kerala

I have completed my CCTV SECURITY SYSTEM from IPCS Trivandrum branch. Excellent training with well industrial experienced faculties. Well supportive staffs. Completely job oriented training. I've got job in Dubai. Thanks to IPCS

Arshad Najeeb Khan – Automation Training Kollam, Kerala

IPCS is more useful for job seekers then teachers are more helpful in each part of the courses and internship... Read All

Automation Training Kollam, Kerala

HalGatewood.com Plugins
4.0
2018-05-28T09:59:47+00:00

Automation Training Kollam, Kerala

IPCS is more useful for job seekers then teachers are more helpful in each part of the courses and internship are available in course completion students and i am proud to be an Ipcsian

Ajish Ashok – Automation Training Trivandrum, Kerala

Excellent Training Center. Joined here for automation course after M.Tech, and work experience. Good faculty and it is highly job... Read All

Automation Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T11:20:08+00:00

Automation Training Trivandrum, Kerala

Excellent Training Center. Joined here for automation course after M.Tech, and work experience. Good faculty and it is highly job oriented training. Best part is they will provide you with numerous job interviews after the training program, so that you can chose as per your own interest.

Akhil G S – Automation Training Trivandrum, Kerala

Faculties are brilliant and helpful.I am readily satisfied with IPCS.

Automation Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T11:48:56+00:00

Automation Training Trivandrum, Kerala

Faculties are brilliant and helpful.I am readily satisfied with IPCS.

Joy Ouseph – Automation, CCTV and security system Trivandrum, Kerala

Institution is leading to automation expertise for real time scenario....it is best for CCTV and security system

Automation, CCTV and security system Trivandrum, Kerala

HalGatewood.com Plugins
4.0
2018-05-28T11:52:41+00:00

Automation, CCTV and security system Trivandrum, Kerala

Institution is leading to automation expertise for real time scenario....it is best for CCTV and security system

Vishnu Vdev V – Automation Placements Trivandrum, Kerala

Good plc training providers in Trivandrum. Much helpful training for getting jobs in automation field. Placement options offered is also... Read All

Automation Placements Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T11:56:03+00:00

Automation Placements Trivandrum, Kerala

Good plc training providers in Trivandrum. Much helpful training for getting jobs in automation field. Placement options offered is also good.

Harikrishnan S – Automation Placements Alappuzha, Kerala

Good training,excellent faculties

Automation Placements Alappuzha, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T11:59:30+00:00

Automation Placements Alappuzha, Kerala

Good training,excellent faculties

Devika Mohanan Pillai – BMS Training Trivandrum, Kerala

The faculty and infrastructure in IPCS automation is very good I would especially like to appreciate the method of teaching... Read All

BMS Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T12:24:58+00:00

BMS Training Trivandrum, Kerala

The faculty and infrastructure in IPCS automation is very good I would especially like to appreciate the method of teaching .i will recommend my friends for their BMS training in IPCS

Arunraj M S – PLC Programming & Control Panel Designing at EG&G Riyadh, Saudi Arabia

Got job in EG & G Saudi Arabia. Thanks to IPCS Trivandrum. Thanks for providing excellent training in PLC programming... Read All

PLC Programming & Control Pannel Designing at EG&G Riyadh, Saudi Arabia

HalGatewood.com Plugins
4.0
2018-05-28T12:50:17+00:00

PLC Programming & Control Pannel Designing at EG&G Riyadh, Saudi Arabia

Got job in EG & G Saudi Arabia. Thanks to IPCS Trivandrum. Thanks for providing excellent training in PLC programming and control panel designing.

Anoop S – Automation system engineer Calicut, Kerala

A good plc automation and robotics training centre. Faculties are more supportive and excellent training providers.

Anoop S - Automation system engineer Calicut, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T12:54:05+00:00

Anoop S - Automation system engineer Calicut, Kerala

A good plc automation and robotics training centre. Faculties are more supportive and excellent training providers.

Shaza Mol – Automation & PLC Training Trivandrum, Kerala

Best training center for automation and PLC training. Good lab facilities and machinery. I Like , Thank you IPCS.

Shaza Mol - Automation & PLC Training Trivandrum, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T12:56:39+00:00

Shaza Mol - Automation & PLC Training Trivandrum, Kerala

Best training center for automation and PLC training. Good lab facilities and machinery. I Like , Thank you IPCS.

Maneesh Mathew Koshy – Automation Engineer Kollam, Kerala

Having very good experience in IPCS. Friendly staffs , clarifying doubts.Good study environment

Automation Engineer Kollam, Kerala

HalGatewood.com Plugins
5.0
2018-05-28T12:59:35+00:00

Automation Engineer Kollam, Kerala

Having very good experience in IPCS. Friendly staffs , clarifying doubts.Good study environment

Benyameen Anna – Automation Engineer Ghana

Very good coaching with practice

Automation System Engineer Ghana

HalGatewood.com Plugins
5.0
2018-05-28T14:52:50+00:00

Automation System Engineer Ghana

Very good coaching with practice

Sreejith Mohan – BMS & CCTV Security System Training Thrissur, Kerala

Best BMS training and cctv training. I liked it.

BMS & CCTV Security System Training Thrissur, Kerala

HalGatewood.com Plugins
5.0
2018-05-29T06:56:37+00:00

BMS & CCTV Security System Training Thrissur, Kerala

Best BMS training and cctv training. I liked it.

Risin Samuel – Automation System Engineer Trivandrum, Kerala

It's was good experience to be a part of IPCS Trivandrum.

Automation System Engineer Trivandrum, Kerala

HalGatewood.com Plugins
4.0
2018-05-29T06:58:52+00:00

Automation System Engineer Trivandrum, Kerala

It's was good experience to be a part of IPCS Trivandrum.

Suriya Krishna – Programming and industrial Automation Training Dubai, UAE

Best Institution for Designing, Programming and industrial Automation. International standards and certified institutions all over the globe. Happy to say... Read All

Programming and industrial Automation Training Dubai, UAE

HalGatewood.com Plugins
5.0
2018-05-29T07:10:12+00:00

Programming and industrial Automation Training Dubai, UAE

Best Institution for Designing, Programming and industrial Automation. International standards and certified institutions all over the globe. Happy to say i have chosen a right institution for Automation Course.

Anil Mohan – Automation Engineer Dubai, UAE

This place helped me a lot to improve my skills on automation by giving the real industrial exposure . excellent... Read All

Automation Engineer Dubai, UAE

HalGatewood.com Plugins
5.0
2018-05-29T07:22:35+00:00

Automation Engineer Dubai, UAE

This place helped me a lot to improve my skills on automation by giving the real industrial exposure . excellent lab facilities and good training methodologies

Srinivas B – Automation System Engineer Dubai, UAE

Excellent faculty and excellent teaching facilities. Almost all the brands available for hands on training . 100 % Individual attention... Read All

Automation System Engineer Dubai, UAE

HalGatewood.com Plugins
5.0
2018-05-29T07:56:38+00:00

Automation System Engineer Dubai, UAE

Excellent faculty and excellent teaching facilities. Almost all the brands available for hands on training . 100 % Individual attention .
4.8
58

WORKSHOPS [ 2 - 5 DAYS ]

  • Corporate Companies
  • Working Professionals
  • Education Institutions

IPCS AUTOMATION TRAINING INSTITUTE

IPCS Automation research oriented Training Institute, Providing job oriented training & Government, International certification with 100% placements. IPCS Automation Authorized training center for PLC Training, automation Training, corporate Training, Marine Automation, Process Control Automation, Machine Automation, Industrial Automation, Building Management System Training, SCADA Training, DCS Training, HMI Training, VFD Training, CCTV & Security System Training, BMS Training, Control Panels Designing Training, Calibration Training, EMBEDDED Training.

IPCS AUTOMATION TRAINING INSTITUTE

IPCS Automation research oriented Training Institute, Providing job oriented training & Government, International certification with 100% placements. IPCS Automation Authorized training center for PLC Training, automation Training, corporate Training, Marine Automation, Process Control Automation, Machine Automation, Industrial Automation, Building Management System Training, SCADA Training, DCS Training, HMI Training, VFD Training, CCTV & Security System Training, BMS Training, Control Panels Designing Training, Calibration Training, EMBEDDED Training.

Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

PLC Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

SCADA Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

VFD Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

DCS Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

HMI Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Electric Control Panel Designing Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Process Control Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe

Automation Training: India | Mumbai | Kerala | Cochin | Calicut | Trivandrum | Tamil Nadu | Coimbatore | Chennai | UAE | Saudi Arabia | Qatar | Singapore | Malaysia | Africa | Nijeria | Ghana | Sudan | Zimbabwe