SlideShare a Scribd company logo
1 of 5
Download to read offline
International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169
Volume: 5 Issue: 10 172 – 176
_______________________________________________________________________________________________
172
IJRITCC | October 2017, Available @ http://www.ijritcc.org
_______________________________________________________________________________________
Remote Video Monitoring System Using Raspberry Pi 3 and GPRS Module
Mrs. S.N.Kale
ME Electronics, Electronics Dept
PVPIT Budhgaon
Sangli, India
Snkale.eln@pvpitsangli.edu.in
Mr. R.D.Patil
Asso. Professor, Electronics Dept.,
PVPIT Budhgaon
Sangli,India
prajaram2@gmail.com
Abstract—Now a day’s security has prime importance in different areas such as home security, monitoring of remote areas etc. with
advancement in embedded system and wireless technology, it is possible to build a remote area monitoring system with low cost. This paper
represents a system implemented by using Raspberry Pi 3 and GPRS module. Transmitter section is implemented at remote area where images
are captured by using USB camera interfaced with Raspberry pi. Images are compressed by software programming using libjpeg library and
uploaded to HTTP server via SIM900A/800 GSM/GPRS module. Internet connection is established using PPP stack of SIM900A/800
GSM/GPRS module. Receiver section is monitoring center where images are downloaded using 3g or Wi-Fi wireless connection. Received
images are decompressed and streamed on web browser using MJPG streamer.
Keywords- Raspberry Pi 3, GPRS, USB Camera, PPP, MJPG streamer
__________________________________________________*****_________________________________________________
I. INTRODUCTION
In recent years human life and property security has
becomes important issue. Small scale to large scale
industries has introduced security system for safety of their
employee, infrastructure and amenities.
With older system it is possible to monitor nearby area
with the help of computer system and coaxial cables.
Today in this digital world, the video monitoring
systems based on embedded technology are more
advantageous compared to the old systems. It provides high
performance at low cost ,low power consumption, compact
size and long-distance transmission.
For wide coverage areas and locations which are hard to
wire such as hill, river side areas, it is difficult to place a
monitoring system because environments are not well
suitable for wire or fiber transmission lines. Here wireless
GPRS technology gives an alternative for this. The cost of
operating a GPRS monitoring system is substantially lower,
since the cost is directly proportional to the volume of the
data and the frequency with which it is transmitted.
II. SYSTEM ARCHITECTURE
In this system, there is transmitter section which act as
remote centre and receiver section as monitoring centre.
At remote centre, raspberry pi is core part which is
replacement for traditional computer system with hard disk.
Frames are capture via USB camera connected with
Raspberry Pi. Captured frames are compressed into JPEG
format using Libjpeg library . These frames are transferred
by the GPRS network under the control of the Raspberry pi
to HTTP server.
Figure 1. Block diagram of overall system
III. RASPBERRY PI 3 SYSTEM
At remote side RASPBERRY PI 3 model B with1.2GHz
Quad-Core ARM Cortex-A53 processor is core part of the
system. The raspberry pi is a very powerful, minicomputer
with the dimensions of credit card. It Boots from Micro SD
card, running a version of the Linux operating system or
Windows 10 IoT. This system is very easy to operate and
user friendly as it comes with GUI and command prompt.
The Raspberry pi 3 features with the Broadcom
BCM2837 “system on chip,”. These include the central
processing unit (processor), which handles the main
workload; the graphics processing unit (GPU) such as Dual
Core VideoCore IV® Multimedia Co-Processor which
USB
camera
SIM900A
/800 GPRS
module
HTTP
Server
Internet
WiFi/
Internet
connection
Computer System
(MJPG Streamer)
Raspberry
Pi 3
(BCM
2837)
International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169
Volume: 5 Issue: 10 172 – 176
_______________________________________________________________________________________________
173
IJRITCC | October 2017, Available @ http://www.ijritcc.org
_______________________________________________________________________________________
provides Open GL ES 2.0, hardware-accelerated OpenVG,
and 1080p30 H.264 high-profile decode , which accelerates
the process of producing the complicated graphics to see on
screen; and the random access memory (RAM) 1GB
LPDDR2 memory module.
The Raspberry Pi 3 has four USB ports, allowing connect
it to keyboards, mice, WiFi dongles, USB camera , USB
sticks containing files, 4 Pole stereo output and composite
video port and Micro SD port for loading operating system
and storing data
The Raspberry Pi 3 features the same 40-pin general-
purpose input-output (GPIO) header as all the Pis going
back to the Model B+ and Model A+. Any existing GPIO
hardware will work without modification; the only change is
a switch to which UART is exposed on the GPIO’s pins, but
that’s handled internally by the operating system.
A. Installation and booting of Raspberry Pi 3
Raspberry Pi doesn’t come with an operating system.
Operating systems such as the recommended Raspbian,
ArchLinux, Windows 10 IOT Core, Risc OS and even
Android are available forraspberry pi 3 . The Raspberry Pi
has a large suite of programming languages. Pre-installed is
the GCC compilation software. This allows to program in
languages such as C, C++, C#. The main programming
language is Python with both version 2.7 and 3.2 .
For shell scripting, Bash is available.
Raspbian is the Foundation’s official supported operating
system. It can be installed with NOOBS or writing image of
operating system on sd card using WIN32DISKIMAGER
utility in computer system with Windows operating system
Raspbian comes pre-installed with plenty of software for
education, programming and general use. It has Python,
Scratch, Sonic Pi, Java, Mathematica and more.
After installation, pi is booted using SD card and
configured by using raspi-config configuration menu.
Figure 2. Configuration tool window
By selecting different options required functions are enabled
or disabled. EXPAND FILE SYSTEM option is enabled so
that all of the SD card storage is available to the OS.
Password can be changed using CHANGE USER
PASSWORD option. With ENABLE BOOT TO
DESKTOP/SCRATCH, booting into a desktop environment,
Scratch, or the command line is selected.
INTERNATIONALISATION Options sets up the language
and regional settings to match location. In advanced option
SERIAL option is enabling for shell and kernel messages on
the serial connection.
IIII. APPLICATION PROGRAM FOR CAPTURE,
COMPRESSION, DECOMPRESSION OF FRAMES
A. Remote centre
Application program using c language is written to capture
frames and compress frames using libjpeg library. This
progam is based on Video For Linux Two API.
Using the V4L2 structure, the video device is packaged as a
file that can be read and written directly.
The camera device driver workflow is as follows,
1) Open the video device;
2) Read the device information
3) Allocate the frame buffer for the device;
4) Capture the image through V4L2 interface.
5) YUV to RGB conversion
6) JPEG compression
7) Close the video device
1) Open the Capture Device.
V4L2 drivers are implemented as kernel modules, loaded
manually by the system administrator or automatically when
a device is first opened. The driver modules plug into the
"videodev" kernel module. It provides helper functions and
a common application interface.
To open and close V4L2 devices applications use the open()
and close() function, respectively. Devices are programmed
using the ioctl() function
In Linux, default capture devide is generally
/dev/video0, but for USB webcams, the index will vary
accordingly.
The Linux kernel supports UVC (USB video device class)
based cameras. UVC is a USB device class that describes
devices capable of streaming video like webcams, digital
camcorders, transponders, analog video converters,
television tuners, and still-image cameras. In this system
Logitech c 170, 5 Mp web camera is used which is UVC
based so that there is no requirement for drivers needed to
capture images from the camera.
2) Read the device information:
A) Querying Capabilities
International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169
Volume: 5 Issue: 10 172 – 176
_______________________________________________________________________________________________
174
IJRITCC | October 2017, Available @ http://www.ijritcc.org
_______________________________________________________________________________________
Because V4L2 covers a wide variety of devices not all
aspects of the API are equally applicable to all types of
devices. The VIDIOC_QUERYCAP ioctl is available to
check if the kernel device is compatible with this
specification, and to query the functions and I/O methods
supported by the device.
B) Image Formats
The V4L2 API was primarily designed for devices
exchanging image data with applications. The
v4l2_pix_format structure defines the format and layout of
an image in memory.
V4L2 includes several such formats. In V4L2 each format
has an identifier which looks like PIX_FMT_XXX, defined
in the videodev.h header file. In this system YUV format is
selected
YUV is the format native to TV broadcast and composite
video signals. It separates the brightness information (Y)
from the color information (U and V or Cb and Cr).
Secondary in the YUV format the U and V components
usually have lower resolution than the Y component.
V4L2 provides an easy interface to check the image formats
and colorspace that webcam supports and provide.
v4l2_format sturcture is to be used to change image
format.
C) memory mapping IO method:
The V4L2 API defines several different I/O methods to read
from or write to a device.
Streaming is an I/O method where only pointers to buffers
are exchanged between application and driver, the data itself
is not copied. Memory mapping is primarily intended to
map buffers in device memory into the application’s address
space. There are two streaming methods: memory mapped
and user pointer.
3) Allocate the frame buffer for the device:
A) Request buffers:
A buffer contains data exchanged by application and driver
using Streaming I/O methods. v4l2_requestbuffers
is used to allocate device buffers. To allocate device buffers,
applications call the VIDIOC_REQBUFS ioctl with the
desired number of buffers and buffer type.
B) Query Buffer
After requesting buffer from the device, we need to query
the buffer in order to get raw data.
Before applications can access the buffers they must map
them into their address space with the mmap() function. The
location of the buffers in device memory can be determined
with the VIDIOC_QUERYBUF ioctl. Applications should
free the buffers as soon as possible with the munmap()
function.
4. Capture the image through V4L2 interface.
After querying the buffer, the frame is captured and
saved in the buffer.
To start and stop capturing or output applications call the
VIDIOC_STREAMON and VIDIOC_STREAMOFF ioctl.
Conceptually streaming drivers maintain two buffer queues,
an incoming and an outgoing queue.
The queues are organized as FIFOs, buffers will be output in
the order enqueued in the incoming FIFO, and were
captured in the order dequeued from the outgoing FIFO.
5. YUV to RGB conversion
captured frames are converted into RGB format. YUV
format are used for television broadcast however many
displays (almost all DVI inputs) only except RGB.
6. JPEG compression
The JPEG compression encoding scheme is used in this
system which is based on the DCT (Discrete Cosine
Transform) sequence. The JPEG encoding under Linux can
use the library Libjpeg, which is used under linux standard
library, and its function is to compress the picture in
accordance with a certain percentage of compressed into
JPEG format pictures. In this system libjpeg8 library
package is installed using sudo apt-get install libjpeg8-dev
on command line.
7. To close V4L2 devices applications use the close()
function.
B. Monitoring centre
Received images are decompressed by libjpeg library using
application program.
V. PROGRAM DESIGN FOR NETWORKING
A. sim900A/800 GSM/GPRS module
GSM/GPRS Modem-RS232 is built with Dual Band
GSM/GPRS engine- SIM900A, works on frequencies 900/
1800 MHz. It features GPRS multi-slot class 10/class
8(optional) and support GPRS coding schemes CS-1,CS-2,
CS-3,CS-4.The Modem is coming with RS232 interface,
which allows connect PC as well as microcontroller with
RS232 Chip(MAX232). The baud rate is configurable from
9600-115200 through AT command. The GSM/GPRS
Modem is having internal TCP/IP stack to enable to connect
with internet via GPRS. It is suitable for SMS, Voice as well
as DATA transfer application in M2M interface. There is
GPRS data transfer (PPP or TCP or UDP) in progress. In
this case, power consumption is related with network
settings (e.g. power control level), uplink / downlink data
rates and GPRS configuration (e.g. used multi-slot
settings).The onboard Regulated Power supply allows to
connect wide range unregulated power supply. Using this
International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169
Volume: 5 Issue: 10 172 – 176
_______________________________________________________________________________________________
175
IJRITCC | October 2017, Available @ http://www.ijritcc.org
_______________________________________________________________________________________
modem can make audio calls, SMS, Read SMS; attend the
incoming calls and internet through simple AT commands.
The modem needed only 3 wires (Tx, Rx, GND) except
Power supply to interface with microcontroller/Host PC.
Internet connection on Raspberry Pi is established through a
GPRS cellular data connection using GPRS module. The
Raspberry Pi serial port consists of two signals (a 'transmit'
signal, TxD and a 'receive' signal RxD) made available on
the GPIO header. On the Raspberry Pi 3 serial port is
called as /dev/ttyAMA0 and is by default mapped to the
GPIO pins 14 and 15.
Figure 3. Interfacing of USB camera and GPRS module
to Raspberry Pi
B. Internet connectivity using GSM / GPRS Modem
(SIM900A/800) and PPP protocol
PPP is most commonly used data link protocol. It is used to
connect the Home PC to the server of ISP via a modem.
PPP is the protocol used for establishing internet links over
dial-up modems, DSL connections, and many other types of
point-to-point links. The pppd daemon works together with
the kernel PPP driver to establish and maintain a PPP link
with another system (called the peer) and to negotiate
Internet Protocol (IP) addresses for each end of the link.
Pppd can also authenticate the peer and/or supply
authentication information to the peer. PPP can be used with
other network protocols besides IP.
Chat is a program that can perform simple handshaking
between a PPP client and server during connection setup,
such as exchange usernames and passwords. Chat is also
responsible for causing your modem to dial the ISP's phone
number and other simple tasks.
Chat itself is automatically invoked by pppd when started.
A simple shell script invokes chat to handle the
negotiation. Script file should be placed in the /etc/ppp
(as root).
Required and previlaged options are defined in
script file which is placed in /etc/ppp/peers directory
To establish internet connection following command will be
executed using terminal:
pppd call chat_file
C. Internet connectivity at monitoring centre
At receiver side we can use 3g, 4g network or Wi-Fi
connection to connect and access HTTP server.
IVI. UPLOADING AND DOWNLOADING IMAGES TO/FROM
HTTP SERVER
Captured images are uploaded on HTTP server using curl
utility. Shell script program is used to connect and post
images to HTTP server.
At monitoring side images are downloaded by curl utility
from HTTP server.
 MONITORING AT RECEIVER SIDE
At receiver side we have computer system with Linux based
Ubuntu operating system which is used to receive and
display jpeg images continuously by using application
programs. Images are received from HTTP server using
client utility such as curl and images are displayed using
MJPG Streamer program.
 MjpgStreamer
It is a simple utility to stream jpeg images or video via
HTTP. MJPG-streamer", is a command line application that
copied JPG-frame from a single input plug-in to multiple
outputs plug-in. It can be used to stream JPEG files over an
IP-based network from the webcam to a viewer like Firefox,
and Video lan client or even to a Windows Mobile device
running the TCPMP-Player. It is light and utilizes less CPU
hence ideal for embedded devices and regular servers. It
recovers JPG images from UVC-compatible webcams,
system files or other input plugins and distributes them as
M-JPEG via HTTP to browsers, VLC or others. We can use
input_file plugin to collect images from folder, ouput_http
plugin to stream files and output plugin to store JPEG
images of the input plug-in in a specified folder.
Figure 4. streaming of video at receiver side using MJPG
Streamer
International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169
Volume: 5 Issue: 10 172 – 176
_______________________________________________________________________________________________
176
IJRITCC | October 2017, Available @ http://www.ijritcc.org
_______________________________________________________________________________________
VII. CONCLUSION
This implemented system is useful for remote area
monitoring system. RGB frame is compressed using libjpeg
library used in application program. RGB frame has size up
to 233Kib for 320x240 pixels which is compressed at
different qualities. Due to limited bandwidth of GPRS
network lower value of jpeg quality should be selected. To
get clear image minimum 40% jpeg quality is desirable. For
40% quality, image is compressed with near about 75
compression ratio which reduces image size as 2-3kb. This
size is tolerated for transmission with GPRS network. As
jpeg quality of image increases, image size also increases.
Images are available at receiver side which can be used in
future. Images are also available on server; hence those
images are downloaded afterword if failed to download.
At monitor client, images are decompressed by libjpeg
library and then streamed using Mjpg streamer utility. With
100% jpeg quality, image size is enhanced with 20-25kb
size.
Due to low bandwidth of GPRS network and use of dynamic
IP, cost of the system will be effectively reduced.
After compression, jpeg images are uploaded to HTTP
server in 5-7 seconds. This may vary according to strength
of network signal.
3G or Wi-Fi wireless technology can be used at remote
station which increases cost but gives better result for
remote monitoring.
REFERENCES
[1] Yongqiang Zhang 1, Guozhen Zhao 2, Yongjian Zhang
“Design of a remote image monitoring system based on
GPRS” 2009 International Conference on Machine
Learning and Computing IPCSIT vol.3 (2011) © (2011)
IACSIT Press, Singapore
[2] Lihui Zhao,Chunbao Huo and Hongzhe Yang “The Design
of Remote Video Monitoring System Based on S3C2416
and GPRS”, IEEE 2012, International Conference on
System Science and Engineering June 30-July 2, 2012,
Dalian, China
[3] Nagaraja G. and Sharada P.N. “Design of Remote Security
System Using Embedded Linux Based Video Streaming”
International Journal of Computing Academic Research
(IJCAR) ISSN 2305-9184 Volume 2, Number 2 (April
2013), pp. 50-56
[4] Sanjana Prasad, P.Mahalakshmi, A.John Clement Sunder,
R.Swathi “Smart Surveillance Monitoring System Using
Raspberry PI and PIR Sensor” (IJCSIT) International
Journal of Computer Science and Information
Technologies, ISSN:0975-9646 Vol. 5 (6) , 2014, 7107-
7109
[5] Ruturaj Shete, Mayuri Sabale “Video surveillance using
raspberry Pi architecture” The International Daily journal
ISSN 2278 – 5469 EISSN 2278 – 5450 © 2015 pgno 37-43
[6] https://linux.die.net/man/8/pppd
[7] https://www.raspberrypi.org
[8] http://spellfoundry.com/2016/05/29/configuring-gpio-
serial-port-raspbian-jessie-including-pi-3/
[9] http://www.mit.edu/afs.new/sipb/user/ssen/src/curl-
7.11.1/docs/curl.html

More Related Content

Similar to Remote Video Monitoring System Using Raspberry Pi 3 and GPRS Module

High Speed Unified Field Crypto processor for Security Applications using Ver...
High Speed Unified Field Crypto processor for Security Applications using Ver...High Speed Unified Field Crypto processor for Security Applications using Ver...
High Speed Unified Field Crypto processor for Security Applications using Ver...rahulmonikasharma
 
IOT Based Home Appliance Control System, Location Tracking and Energy Monitoring
IOT Based Home Appliance Control System, Location Tracking and Energy MonitoringIOT Based Home Appliance Control System, Location Tracking and Energy Monitoring
IOT Based Home Appliance Control System, Location Tracking and Energy Monitoringrahulmonikasharma
 
Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...eSAT Journals
 
Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...eSAT Publishing House
 
Efficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a DatabaseEfficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a Databaserahulmonikasharma
 
Efficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a DatabaseEfficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a Databaserahulmonikasharma
 
Efficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a DatabaseEfficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a Databaserahulmonikasharma
 
Re-SPark: Reservation based Smart Parking system using FRDM KL-25Z
Re-SPark: Reservation based Smart Parking system using FRDM KL-25ZRe-SPark: Reservation based Smart Parking system using FRDM KL-25Z
Re-SPark: Reservation based Smart Parking system using FRDM KL-25ZIRJET Journal
 
Design of a usb based data acquisition system
Design of a usb based data acquisition systemDesign of a usb based data acquisition system
Design of a usb based data acquisition systemeSAT Publishing House
 
Design of a usb based data acquisition system
Design of a usb based data acquisition systemDesign of a usb based data acquisition system
Design of a usb based data acquisition systemeSAT Journals
 
IoT and Fingerprint Based Door Looking System
IoT and Fingerprint Based Door Looking SystemIoT and Fingerprint Based Door Looking System
IoT and Fingerprint Based Door Looking Systemrahulmonikasharma
 
IRJET- Smart Dustbin Container using IoT Notification
IRJET- Smart Dustbin Container using IoT NotificationIRJET- Smart Dustbin Container using IoT Notification
IRJET- Smart Dustbin Container using IoT NotificationIRJET Journal
 
IRJET- A Survey on: Smart Attendance Management System using RFID
IRJET- A Survey on: Smart Attendance Management System using RFIDIRJET- A Survey on: Smart Attendance Management System using RFID
IRJET- A Survey on: Smart Attendance Management System using RFIDIRJET Journal
 
IRJET- Electronic Notice Board Remotely Operated using Android Phone
IRJET-  	  Electronic Notice Board Remotely Operated using Android PhoneIRJET-  	  Electronic Notice Board Remotely Operated using Android Phone
IRJET- Electronic Notice Board Remotely Operated using Android PhoneIRJET Journal
 
On-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time ApplicationOn-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time ApplicationAM Publications
 
On-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time ApplicationOn-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time ApplicationAM Publications
 
Application of Elliptical Curve Cryptography in Empowering Cloud Data Security
Application of Elliptical Curve Cryptography in Empowering Cloud Data SecurityApplication of Elliptical Curve Cryptography in Empowering Cloud Data Security
Application of Elliptical Curve Cryptography in Empowering Cloud Data Securityrahulmonikasharma
 
IRJET - Web Controlled Smart Notice Board using Raspberry Pi: A Review
IRJET - Web Controlled Smart Notice Board using Raspberry Pi: A ReviewIRJET - Web Controlled Smart Notice Board using Raspberry Pi: A Review
IRJET - Web Controlled Smart Notice Board using Raspberry Pi: A ReviewIRJET Journal
 
Office Automation & Attendance System using IoT
Office Automation & Attendance System using IoTOffice Automation & Attendance System using IoT
Office Automation & Attendance System using IoTIRJET Journal
 

Similar to Remote Video Monitoring System Using Raspberry Pi 3 and GPRS Module (20)

High Speed Unified Field Crypto processor for Security Applications using Ver...
High Speed Unified Field Crypto processor for Security Applications using Ver...High Speed Unified Field Crypto processor for Security Applications using Ver...
High Speed Unified Field Crypto processor for Security Applications using Ver...
 
IOT Based Home Appliance Control System, Location Tracking and Energy Monitoring
IOT Based Home Appliance Control System, Location Tracking and Energy MonitoringIOT Based Home Appliance Control System, Location Tracking and Energy Monitoring
IOT Based Home Appliance Control System, Location Tracking and Energy Monitoring
 
Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...
 
Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...Design and implementation of an ancrchitecture of embedded web server for wir...
Design and implementation of an ancrchitecture of embedded web server for wir...
 
Efficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a DatabaseEfficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a Database
 
Efficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a DatabaseEfficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a Database
 
Efficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a DatabaseEfficient and Robust Detection of Duplicate Videos in a Database
Efficient and Robust Detection of Duplicate Videos in a Database
 
Re-SPark: Reservation based Smart Parking system using FRDM KL-25Z
Re-SPark: Reservation based Smart Parking system using FRDM KL-25ZRe-SPark: Reservation based Smart Parking system using FRDM KL-25Z
Re-SPark: Reservation based Smart Parking system using FRDM KL-25Z
 
Design of a usb based data acquisition system
Design of a usb based data acquisition systemDesign of a usb based data acquisition system
Design of a usb based data acquisition system
 
Design of a usb based data acquisition system
Design of a usb based data acquisition systemDesign of a usb based data acquisition system
Design of a usb based data acquisition system
 
IoT and Fingerprint Based Door Looking System
IoT and Fingerprint Based Door Looking SystemIoT and Fingerprint Based Door Looking System
IoT and Fingerprint Based Door Looking System
 
IRJET- Smart Dustbin Container using IoT Notification
IRJET- Smart Dustbin Container using IoT NotificationIRJET- Smart Dustbin Container using IoT Notification
IRJET- Smart Dustbin Container using IoT Notification
 
IRJET- A Survey on: Smart Attendance Management System using RFID
IRJET- A Survey on: Smart Attendance Management System using RFIDIRJET- A Survey on: Smart Attendance Management System using RFID
IRJET- A Survey on: Smart Attendance Management System using RFID
 
IRJET- Electronic Notice Board Remotely Operated using Android Phone
IRJET-  	  Electronic Notice Board Remotely Operated using Android PhoneIRJET-  	  Electronic Notice Board Remotely Operated using Android Phone
IRJET- Electronic Notice Board Remotely Operated using Android Phone
 
On-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time ApplicationOn-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time Application
 
On-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time ApplicationOn-line IDACS for Embedded Real Time Application
On-line IDACS for Embedded Real Time Application
 
Application of Elliptical Curve Cryptography in Empowering Cloud Data Security
Application of Elliptical Curve Cryptography in Empowering Cloud Data SecurityApplication of Elliptical Curve Cryptography in Empowering Cloud Data Security
Application of Elliptical Curve Cryptography in Empowering Cloud Data Security
 
Smart Mirror
Smart MirrorSmart Mirror
Smart Mirror
 
IRJET - Web Controlled Smart Notice Board using Raspberry Pi: A Review
IRJET - Web Controlled Smart Notice Board using Raspberry Pi: A ReviewIRJET - Web Controlled Smart Notice Board using Raspberry Pi: A Review
IRJET - Web Controlled Smart Notice Board using Raspberry Pi: A Review
 
Office Automation & Attendance System using IoT
Office Automation & Attendance System using IoTOffice Automation & Attendance System using IoT
Office Automation & Attendance System using IoT
 

More from rahulmonikasharma

Data Mining Concepts - A survey paper
Data Mining Concepts - A survey paperData Mining Concepts - A survey paper
Data Mining Concepts - A survey paperrahulmonikasharma
 
A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...
A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...
A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...rahulmonikasharma
 
Considering Two Sides of One Review Using Stanford NLP Framework
Considering Two Sides of One Review Using Stanford NLP FrameworkConsidering Two Sides of One Review Using Stanford NLP Framework
Considering Two Sides of One Review Using Stanford NLP Frameworkrahulmonikasharma
 
A New Detection and Decoding Technique for (2×N_r ) MIMO Communication Systems
A New Detection and Decoding Technique for (2×N_r ) MIMO Communication SystemsA New Detection and Decoding Technique for (2×N_r ) MIMO Communication Systems
A New Detection and Decoding Technique for (2×N_r ) MIMO Communication Systemsrahulmonikasharma
 
Broadcasting Scenario under Different Protocols in MANET: A Survey
Broadcasting Scenario under Different Protocols in MANET: A SurveyBroadcasting Scenario under Different Protocols in MANET: A Survey
Broadcasting Scenario under Different Protocols in MANET: A Surveyrahulmonikasharma
 
Sybil Attack Analysis and Detection Techniques in MANET
Sybil Attack Analysis and Detection Techniques in MANETSybil Attack Analysis and Detection Techniques in MANET
Sybil Attack Analysis and Detection Techniques in MANETrahulmonikasharma
 
A Landmark Based Shortest Path Detection by Using A* and Haversine Formula
A Landmark Based Shortest Path Detection by Using A* and Haversine FormulaA Landmark Based Shortest Path Detection by Using A* and Haversine Formula
A Landmark Based Shortest Path Detection by Using A* and Haversine Formularahulmonikasharma
 
Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...
Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...
Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...rahulmonikasharma
 
Quality Determination and Grading of Tomatoes using Raspberry Pi
Quality Determination and Grading of Tomatoes using Raspberry PiQuality Determination and Grading of Tomatoes using Raspberry Pi
Quality Determination and Grading of Tomatoes using Raspberry Pirahulmonikasharma
 
Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...
Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...
Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...rahulmonikasharma
 
DC Conductivity Study of Cadmium Sulfide Nanoparticles
DC Conductivity Study of Cadmium Sulfide NanoparticlesDC Conductivity Study of Cadmium Sulfide Nanoparticles
DC Conductivity Study of Cadmium Sulfide Nanoparticlesrahulmonikasharma
 
A Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDM
A Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDMA Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDM
A Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDMrahulmonikasharma
 
Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...
Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...
Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...rahulmonikasharma
 
Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...
Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...
Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...rahulmonikasharma
 
Alamouti-STBC based Channel Estimation Technique over MIMO OFDM System
Alamouti-STBC based Channel Estimation Technique over MIMO OFDM SystemAlamouti-STBC based Channel Estimation Technique over MIMO OFDM System
Alamouti-STBC based Channel Estimation Technique over MIMO OFDM Systemrahulmonikasharma
 
Empirical Mode Decomposition Based Signal Analysis of Gear Fault Diagnosis
Empirical Mode Decomposition Based Signal Analysis of Gear Fault DiagnosisEmpirical Mode Decomposition Based Signal Analysis of Gear Fault Diagnosis
Empirical Mode Decomposition Based Signal Analysis of Gear Fault Diagnosisrahulmonikasharma
 
Short Term Load Forecasting Using ARIMA Technique
Short Term Load Forecasting Using ARIMA TechniqueShort Term Load Forecasting Using ARIMA Technique
Short Term Load Forecasting Using ARIMA Techniquerahulmonikasharma
 
Impact of Coupling Coefficient on Coupled Line Coupler
Impact of Coupling Coefficient on Coupled Line CouplerImpact of Coupling Coefficient on Coupled Line Coupler
Impact of Coupling Coefficient on Coupled Line Couplerrahulmonikasharma
 
Design Evaluation and Temperature Rise Test of Flameproof Induction Motor
Design Evaluation and Temperature Rise Test of Flameproof Induction MotorDesign Evaluation and Temperature Rise Test of Flameproof Induction Motor
Design Evaluation and Temperature Rise Test of Flameproof Induction Motorrahulmonikasharma
 
Advancement in Abrasive Water Jet Machining - A Study
Advancement in Abrasive Water Jet Machining - A StudyAdvancement in Abrasive Water Jet Machining - A Study
Advancement in Abrasive Water Jet Machining - A Studyrahulmonikasharma
 

More from rahulmonikasharma (20)

Data Mining Concepts - A survey paper
Data Mining Concepts - A survey paperData Mining Concepts - A survey paper
Data Mining Concepts - A survey paper
 
A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...
A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...
A Review on Real Time Integrated CCTV System Using Face Detection for Vehicle...
 
Considering Two Sides of One Review Using Stanford NLP Framework
Considering Two Sides of One Review Using Stanford NLP FrameworkConsidering Two Sides of One Review Using Stanford NLP Framework
Considering Two Sides of One Review Using Stanford NLP Framework
 
A New Detection and Decoding Technique for (2×N_r ) MIMO Communication Systems
A New Detection and Decoding Technique for (2×N_r ) MIMO Communication SystemsA New Detection and Decoding Technique for (2×N_r ) MIMO Communication Systems
A New Detection and Decoding Technique for (2×N_r ) MIMO Communication Systems
 
Broadcasting Scenario under Different Protocols in MANET: A Survey
Broadcasting Scenario under Different Protocols in MANET: A SurveyBroadcasting Scenario under Different Protocols in MANET: A Survey
Broadcasting Scenario under Different Protocols in MANET: A Survey
 
Sybil Attack Analysis and Detection Techniques in MANET
Sybil Attack Analysis and Detection Techniques in MANETSybil Attack Analysis and Detection Techniques in MANET
Sybil Attack Analysis and Detection Techniques in MANET
 
A Landmark Based Shortest Path Detection by Using A* and Haversine Formula
A Landmark Based Shortest Path Detection by Using A* and Haversine FormulaA Landmark Based Shortest Path Detection by Using A* and Haversine Formula
A Landmark Based Shortest Path Detection by Using A* and Haversine Formula
 
Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...
Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...
Processing Over Encrypted Query Data In Internet of Things (IoTs) : CryptDBs,...
 
Quality Determination and Grading of Tomatoes using Raspberry Pi
Quality Determination and Grading of Tomatoes using Raspberry PiQuality Determination and Grading of Tomatoes using Raspberry Pi
Quality Determination and Grading of Tomatoes using Raspberry Pi
 
Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...
Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...
Comparative of Delay Tolerant Network Routings and Scheduling using Max-Weigh...
 
DC Conductivity Study of Cadmium Sulfide Nanoparticles
DC Conductivity Study of Cadmium Sulfide NanoparticlesDC Conductivity Study of Cadmium Sulfide Nanoparticles
DC Conductivity Study of Cadmium Sulfide Nanoparticles
 
A Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDM
A Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDMA Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDM
A Survey on Peak to Average Power Ratio Reduction Methods for LTE-OFDM
 
Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...
Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...
Thermal Radiation and Viscous Dissipation Effects on an Oscillatory Heat and ...
 
Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...
Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...
Advance Approach towards Key Feature Extraction Using Designed Filters on Dif...
 
Alamouti-STBC based Channel Estimation Technique over MIMO OFDM System
Alamouti-STBC based Channel Estimation Technique over MIMO OFDM SystemAlamouti-STBC based Channel Estimation Technique over MIMO OFDM System
Alamouti-STBC based Channel Estimation Technique over MIMO OFDM System
 
Empirical Mode Decomposition Based Signal Analysis of Gear Fault Diagnosis
Empirical Mode Decomposition Based Signal Analysis of Gear Fault DiagnosisEmpirical Mode Decomposition Based Signal Analysis of Gear Fault Diagnosis
Empirical Mode Decomposition Based Signal Analysis of Gear Fault Diagnosis
 
Short Term Load Forecasting Using ARIMA Technique
Short Term Load Forecasting Using ARIMA TechniqueShort Term Load Forecasting Using ARIMA Technique
Short Term Load Forecasting Using ARIMA Technique
 
Impact of Coupling Coefficient on Coupled Line Coupler
Impact of Coupling Coefficient on Coupled Line CouplerImpact of Coupling Coefficient on Coupled Line Coupler
Impact of Coupling Coefficient on Coupled Line Coupler
 
Design Evaluation and Temperature Rise Test of Flameproof Induction Motor
Design Evaluation and Temperature Rise Test of Flameproof Induction MotorDesign Evaluation and Temperature Rise Test of Flameproof Induction Motor
Design Evaluation and Temperature Rise Test of Flameproof Induction Motor
 
Advancement in Abrasive Water Jet Machining - A Study
Advancement in Abrasive Water Jet Machining - A StudyAdvancement in Abrasive Water Jet Machining - A Study
Advancement in Abrasive Water Jet Machining - A Study
 

Recently uploaded

Independent Solar-Powered Electric Vehicle Charging Station
Independent Solar-Powered Electric Vehicle Charging StationIndependent Solar-Powered Electric Vehicle Charging Station
Independent Solar-Powered Electric Vehicle Charging Stationsiddharthteach18
 
5G and 6G refer to generations of mobile network technology, each representin...
5G and 6G refer to generations of mobile network technology, each representin...5G and 6G refer to generations of mobile network technology, each representin...
5G and 6G refer to generations of mobile network technology, each representin...archanaece3
 
21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docx21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docxrahulmanepalli02
 
analog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxanalog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxKarpagam Institute of Teechnology
 
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfInvolute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfJNTUA
 
8th International Conference on Soft Computing, Mathematics and Control (SMC ...
8th International Conference on Soft Computing, Mathematics and Control (SMC ...8th International Conference on Soft Computing, Mathematics and Control (SMC ...
8th International Conference on Soft Computing, Mathematics and Control (SMC ...josephjonse
 
NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...
NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...
NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...Amil baba
 
Raashid final report on Embedded Systems
Raashid final report on Embedded SystemsRaashid final report on Embedded Systems
Raashid final report on Embedded SystemsRaashidFaiyazSheikh
 
Autodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxAutodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxMustafa Ahmed
 
Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...
Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...
Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...Christo Ananth
 
一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书
一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书
一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书c3384a92eb32
 
Filters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsFilters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsMathias Magdowski
 
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdflitvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdfAlexander Litvinenko
 
Passive Air Cooling System and Solar Water Heater.ppt
Passive Air Cooling System and Solar Water Heater.pptPassive Air Cooling System and Solar Water Heater.ppt
Passive Air Cooling System and Solar Water Heater.pptamrabdallah9
 
Artificial Intelligence in due diligence
Artificial Intelligence in due diligenceArtificial Intelligence in due diligence
Artificial Intelligence in due diligencemahaffeycheryld
 
一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样
一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样
一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样A
 
☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...
☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...
☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...mikehavy0
 
SLIDESHARE PPT-DECISION MAKING METHODS.pptx
SLIDESHARE PPT-DECISION MAKING METHODS.pptxSLIDESHARE PPT-DECISION MAKING METHODS.pptx
SLIDESHARE PPT-DECISION MAKING METHODS.pptxCHAIRMAN M
 
Augmented Reality (AR) with Augin Software.pptx
Augmented Reality (AR) with Augin Software.pptxAugmented Reality (AR) with Augin Software.pptx
Augmented Reality (AR) with Augin Software.pptxMustafa Ahmed
 
engineering chemistry power point presentation
engineering chemistry  power point presentationengineering chemistry  power point presentation
engineering chemistry power point presentationsj9399037128
 

Recently uploaded (20)

Independent Solar-Powered Electric Vehicle Charging Station
Independent Solar-Powered Electric Vehicle Charging StationIndependent Solar-Powered Electric Vehicle Charging Station
Independent Solar-Powered Electric Vehicle Charging Station
 
5G and 6G refer to generations of mobile network technology, each representin...
5G and 6G refer to generations of mobile network technology, each representin...5G and 6G refer to generations of mobile network technology, each representin...
5G and 6G refer to generations of mobile network technology, each representin...
 
21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docx21P35A0312 Internship eccccccReport.docx
21P35A0312 Internship eccccccReport.docx
 
analog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptxanalog-vs-digital-communication (concept of analog and digital).pptx
analog-vs-digital-communication (concept of analog and digital).pptx
 
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfInvolute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
 
8th International Conference on Soft Computing, Mathematics and Control (SMC ...
8th International Conference on Soft Computing, Mathematics and Control (SMC ...8th International Conference on Soft Computing, Mathematics and Control (SMC ...
8th International Conference on Soft Computing, Mathematics and Control (SMC ...
 
NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...
NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...
NO1 Best Powerful Vashikaran Specialist Baba Vashikaran Specialist For Love V...
 
Raashid final report on Embedded Systems
Raashid final report on Embedded SystemsRaashid final report on Embedded Systems
Raashid final report on Embedded Systems
 
Autodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptxAutodesk Construction Cloud (Autodesk Build).pptx
Autodesk Construction Cloud (Autodesk Build).pptx
 
Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...
Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...
Call for Papers - Journal of Electrical Systems (JES), E-ISSN: 1112-5209, ind...
 
一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书
一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书
一比一原版(Griffith毕业证书)格里菲斯大学毕业证成绩单学位证书
 
Filters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsFilters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility Applications
 
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdflitvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
litvinenko_Henry_Intrusion_Hong-Kong_2024.pdf
 
Passive Air Cooling System and Solar Water Heater.ppt
Passive Air Cooling System and Solar Water Heater.pptPassive Air Cooling System and Solar Water Heater.ppt
Passive Air Cooling System and Solar Water Heater.ppt
 
Artificial Intelligence in due diligence
Artificial Intelligence in due diligenceArtificial Intelligence in due diligence
Artificial Intelligence in due diligence
 
一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样
一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样
一比一原版(NEU毕业证书)东北大学毕业证成绩单原件一模一样
 
☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...
☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...
☎️Looking for Abortion Pills? Contact +27791653574.. 💊💊Available in Gaborone ...
 
SLIDESHARE PPT-DECISION MAKING METHODS.pptx
SLIDESHARE PPT-DECISION MAKING METHODS.pptxSLIDESHARE PPT-DECISION MAKING METHODS.pptx
SLIDESHARE PPT-DECISION MAKING METHODS.pptx
 
Augmented Reality (AR) with Augin Software.pptx
Augmented Reality (AR) with Augin Software.pptxAugmented Reality (AR) with Augin Software.pptx
Augmented Reality (AR) with Augin Software.pptx
 
engineering chemistry power point presentation
engineering chemistry  power point presentationengineering chemistry  power point presentation
engineering chemistry power point presentation
 

Remote Video Monitoring System Using Raspberry Pi 3 and GPRS Module

  • 1. International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169 Volume: 5 Issue: 10 172 – 176 _______________________________________________________________________________________________ 172 IJRITCC | October 2017, Available @ http://www.ijritcc.org _______________________________________________________________________________________ Remote Video Monitoring System Using Raspberry Pi 3 and GPRS Module Mrs. S.N.Kale ME Electronics, Electronics Dept PVPIT Budhgaon Sangli, India Snkale.eln@pvpitsangli.edu.in Mr. R.D.Patil Asso. Professor, Electronics Dept., PVPIT Budhgaon Sangli,India prajaram2@gmail.com Abstract—Now a day’s security has prime importance in different areas such as home security, monitoring of remote areas etc. with advancement in embedded system and wireless technology, it is possible to build a remote area monitoring system with low cost. This paper represents a system implemented by using Raspberry Pi 3 and GPRS module. Transmitter section is implemented at remote area where images are captured by using USB camera interfaced with Raspberry pi. Images are compressed by software programming using libjpeg library and uploaded to HTTP server via SIM900A/800 GSM/GPRS module. Internet connection is established using PPP stack of SIM900A/800 GSM/GPRS module. Receiver section is monitoring center where images are downloaded using 3g or Wi-Fi wireless connection. Received images are decompressed and streamed on web browser using MJPG streamer. Keywords- Raspberry Pi 3, GPRS, USB Camera, PPP, MJPG streamer __________________________________________________*****_________________________________________________ I. INTRODUCTION In recent years human life and property security has becomes important issue. Small scale to large scale industries has introduced security system for safety of their employee, infrastructure and amenities. With older system it is possible to monitor nearby area with the help of computer system and coaxial cables. Today in this digital world, the video monitoring systems based on embedded technology are more advantageous compared to the old systems. It provides high performance at low cost ,low power consumption, compact size and long-distance transmission. For wide coverage areas and locations which are hard to wire such as hill, river side areas, it is difficult to place a monitoring system because environments are not well suitable for wire or fiber transmission lines. Here wireless GPRS technology gives an alternative for this. The cost of operating a GPRS monitoring system is substantially lower, since the cost is directly proportional to the volume of the data and the frequency with which it is transmitted. II. SYSTEM ARCHITECTURE In this system, there is transmitter section which act as remote centre and receiver section as monitoring centre. At remote centre, raspberry pi is core part which is replacement for traditional computer system with hard disk. Frames are capture via USB camera connected with Raspberry Pi. Captured frames are compressed into JPEG format using Libjpeg library . These frames are transferred by the GPRS network under the control of the Raspberry pi to HTTP server. Figure 1. Block diagram of overall system III. RASPBERRY PI 3 SYSTEM At remote side RASPBERRY PI 3 model B with1.2GHz Quad-Core ARM Cortex-A53 processor is core part of the system. The raspberry pi is a very powerful, minicomputer with the dimensions of credit card. It Boots from Micro SD card, running a version of the Linux operating system or Windows 10 IoT. This system is very easy to operate and user friendly as it comes with GUI and command prompt. The Raspberry pi 3 features with the Broadcom BCM2837 “system on chip,”. These include the central processing unit (processor), which handles the main workload; the graphics processing unit (GPU) such as Dual Core VideoCore IV® Multimedia Co-Processor which USB camera SIM900A /800 GPRS module HTTP Server Internet WiFi/ Internet connection Computer System (MJPG Streamer) Raspberry Pi 3 (BCM 2837)
  • 2. International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169 Volume: 5 Issue: 10 172 – 176 _______________________________________________________________________________________________ 173 IJRITCC | October 2017, Available @ http://www.ijritcc.org _______________________________________________________________________________________ provides Open GL ES 2.0, hardware-accelerated OpenVG, and 1080p30 H.264 high-profile decode , which accelerates the process of producing the complicated graphics to see on screen; and the random access memory (RAM) 1GB LPDDR2 memory module. The Raspberry Pi 3 has four USB ports, allowing connect it to keyboards, mice, WiFi dongles, USB camera , USB sticks containing files, 4 Pole stereo output and composite video port and Micro SD port for loading operating system and storing data The Raspberry Pi 3 features the same 40-pin general- purpose input-output (GPIO) header as all the Pis going back to the Model B+ and Model A+. Any existing GPIO hardware will work without modification; the only change is a switch to which UART is exposed on the GPIO’s pins, but that’s handled internally by the operating system. A. Installation and booting of Raspberry Pi 3 Raspberry Pi doesn’t come with an operating system. Operating systems such as the recommended Raspbian, ArchLinux, Windows 10 IOT Core, Risc OS and even Android are available forraspberry pi 3 . The Raspberry Pi has a large suite of programming languages. Pre-installed is the GCC compilation software. This allows to program in languages such as C, C++, C#. The main programming language is Python with both version 2.7 and 3.2 . For shell scripting, Bash is available. Raspbian is the Foundation’s official supported operating system. It can be installed with NOOBS or writing image of operating system on sd card using WIN32DISKIMAGER utility in computer system with Windows operating system Raspbian comes pre-installed with plenty of software for education, programming and general use. It has Python, Scratch, Sonic Pi, Java, Mathematica and more. After installation, pi is booted using SD card and configured by using raspi-config configuration menu. Figure 2. Configuration tool window By selecting different options required functions are enabled or disabled. EXPAND FILE SYSTEM option is enabled so that all of the SD card storage is available to the OS. Password can be changed using CHANGE USER PASSWORD option. With ENABLE BOOT TO DESKTOP/SCRATCH, booting into a desktop environment, Scratch, or the command line is selected. INTERNATIONALISATION Options sets up the language and regional settings to match location. In advanced option SERIAL option is enabling for shell and kernel messages on the serial connection. IIII. APPLICATION PROGRAM FOR CAPTURE, COMPRESSION, DECOMPRESSION OF FRAMES A. Remote centre Application program using c language is written to capture frames and compress frames using libjpeg library. This progam is based on Video For Linux Two API. Using the V4L2 structure, the video device is packaged as a file that can be read and written directly. The camera device driver workflow is as follows, 1) Open the video device; 2) Read the device information 3) Allocate the frame buffer for the device; 4) Capture the image through V4L2 interface. 5) YUV to RGB conversion 6) JPEG compression 7) Close the video device 1) Open the Capture Device. V4L2 drivers are implemented as kernel modules, loaded manually by the system administrator or automatically when a device is first opened. The driver modules plug into the "videodev" kernel module. It provides helper functions and a common application interface. To open and close V4L2 devices applications use the open() and close() function, respectively. Devices are programmed using the ioctl() function In Linux, default capture devide is generally /dev/video0, but for USB webcams, the index will vary accordingly. The Linux kernel supports UVC (USB video device class) based cameras. UVC is a USB device class that describes devices capable of streaming video like webcams, digital camcorders, transponders, analog video converters, television tuners, and still-image cameras. In this system Logitech c 170, 5 Mp web camera is used which is UVC based so that there is no requirement for drivers needed to capture images from the camera. 2) Read the device information: A) Querying Capabilities
  • 3. International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169 Volume: 5 Issue: 10 172 – 176 _______________________________________________________________________________________________ 174 IJRITCC | October 2017, Available @ http://www.ijritcc.org _______________________________________________________________________________________ Because V4L2 covers a wide variety of devices not all aspects of the API are equally applicable to all types of devices. The VIDIOC_QUERYCAP ioctl is available to check if the kernel device is compatible with this specification, and to query the functions and I/O methods supported by the device. B) Image Formats The V4L2 API was primarily designed for devices exchanging image data with applications. The v4l2_pix_format structure defines the format and layout of an image in memory. V4L2 includes several such formats. In V4L2 each format has an identifier which looks like PIX_FMT_XXX, defined in the videodev.h header file. In this system YUV format is selected YUV is the format native to TV broadcast and composite video signals. It separates the brightness information (Y) from the color information (U and V or Cb and Cr). Secondary in the YUV format the U and V components usually have lower resolution than the Y component. V4L2 provides an easy interface to check the image formats and colorspace that webcam supports and provide. v4l2_format sturcture is to be used to change image format. C) memory mapping IO method: The V4L2 API defines several different I/O methods to read from or write to a device. Streaming is an I/O method where only pointers to buffers are exchanged between application and driver, the data itself is not copied. Memory mapping is primarily intended to map buffers in device memory into the application’s address space. There are two streaming methods: memory mapped and user pointer. 3) Allocate the frame buffer for the device: A) Request buffers: A buffer contains data exchanged by application and driver using Streaming I/O methods. v4l2_requestbuffers is used to allocate device buffers. To allocate device buffers, applications call the VIDIOC_REQBUFS ioctl with the desired number of buffers and buffer type. B) Query Buffer After requesting buffer from the device, we need to query the buffer in order to get raw data. Before applications can access the buffers they must map them into their address space with the mmap() function. The location of the buffers in device memory can be determined with the VIDIOC_QUERYBUF ioctl. Applications should free the buffers as soon as possible with the munmap() function. 4. Capture the image through V4L2 interface. After querying the buffer, the frame is captured and saved in the buffer. To start and stop capturing or output applications call the VIDIOC_STREAMON and VIDIOC_STREAMOFF ioctl. Conceptually streaming drivers maintain two buffer queues, an incoming and an outgoing queue. The queues are organized as FIFOs, buffers will be output in the order enqueued in the incoming FIFO, and were captured in the order dequeued from the outgoing FIFO. 5. YUV to RGB conversion captured frames are converted into RGB format. YUV format are used for television broadcast however many displays (almost all DVI inputs) only except RGB. 6. JPEG compression The JPEG compression encoding scheme is used in this system which is based on the DCT (Discrete Cosine Transform) sequence. The JPEG encoding under Linux can use the library Libjpeg, which is used under linux standard library, and its function is to compress the picture in accordance with a certain percentage of compressed into JPEG format pictures. In this system libjpeg8 library package is installed using sudo apt-get install libjpeg8-dev on command line. 7. To close V4L2 devices applications use the close() function. B. Monitoring centre Received images are decompressed by libjpeg library using application program. V. PROGRAM DESIGN FOR NETWORKING A. sim900A/800 GSM/GPRS module GSM/GPRS Modem-RS232 is built with Dual Band GSM/GPRS engine- SIM900A, works on frequencies 900/ 1800 MHz. It features GPRS multi-slot class 10/class 8(optional) and support GPRS coding schemes CS-1,CS-2, CS-3,CS-4.The Modem is coming with RS232 interface, which allows connect PC as well as microcontroller with RS232 Chip(MAX232). The baud rate is configurable from 9600-115200 through AT command. The GSM/GPRS Modem is having internal TCP/IP stack to enable to connect with internet via GPRS. It is suitable for SMS, Voice as well as DATA transfer application in M2M interface. There is GPRS data transfer (PPP or TCP or UDP) in progress. In this case, power consumption is related with network settings (e.g. power control level), uplink / downlink data rates and GPRS configuration (e.g. used multi-slot settings).The onboard Regulated Power supply allows to connect wide range unregulated power supply. Using this
  • 4. International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169 Volume: 5 Issue: 10 172 – 176 _______________________________________________________________________________________________ 175 IJRITCC | October 2017, Available @ http://www.ijritcc.org _______________________________________________________________________________________ modem can make audio calls, SMS, Read SMS; attend the incoming calls and internet through simple AT commands. The modem needed only 3 wires (Tx, Rx, GND) except Power supply to interface with microcontroller/Host PC. Internet connection on Raspberry Pi is established through a GPRS cellular data connection using GPRS module. The Raspberry Pi serial port consists of two signals (a 'transmit' signal, TxD and a 'receive' signal RxD) made available on the GPIO header. On the Raspberry Pi 3 serial port is called as /dev/ttyAMA0 and is by default mapped to the GPIO pins 14 and 15. Figure 3. Interfacing of USB camera and GPRS module to Raspberry Pi B. Internet connectivity using GSM / GPRS Modem (SIM900A/800) and PPP protocol PPP is most commonly used data link protocol. It is used to connect the Home PC to the server of ISP via a modem. PPP is the protocol used for establishing internet links over dial-up modems, DSL connections, and many other types of point-to-point links. The pppd daemon works together with the kernel PPP driver to establish and maintain a PPP link with another system (called the peer) and to negotiate Internet Protocol (IP) addresses for each end of the link. Pppd can also authenticate the peer and/or supply authentication information to the peer. PPP can be used with other network protocols besides IP. Chat is a program that can perform simple handshaking between a PPP client and server during connection setup, such as exchange usernames and passwords. Chat is also responsible for causing your modem to dial the ISP's phone number and other simple tasks. Chat itself is automatically invoked by pppd when started. A simple shell script invokes chat to handle the negotiation. Script file should be placed in the /etc/ppp (as root). Required and previlaged options are defined in script file which is placed in /etc/ppp/peers directory To establish internet connection following command will be executed using terminal: pppd call chat_file C. Internet connectivity at monitoring centre At receiver side we can use 3g, 4g network or Wi-Fi connection to connect and access HTTP server. IVI. UPLOADING AND DOWNLOADING IMAGES TO/FROM HTTP SERVER Captured images are uploaded on HTTP server using curl utility. Shell script program is used to connect and post images to HTTP server. At monitoring side images are downloaded by curl utility from HTTP server.  MONITORING AT RECEIVER SIDE At receiver side we have computer system with Linux based Ubuntu operating system which is used to receive and display jpeg images continuously by using application programs. Images are received from HTTP server using client utility such as curl and images are displayed using MJPG Streamer program.  MjpgStreamer It is a simple utility to stream jpeg images or video via HTTP. MJPG-streamer", is a command line application that copied JPG-frame from a single input plug-in to multiple outputs plug-in. It can be used to stream JPEG files over an IP-based network from the webcam to a viewer like Firefox, and Video lan client or even to a Windows Mobile device running the TCPMP-Player. It is light and utilizes less CPU hence ideal for embedded devices and regular servers. It recovers JPG images from UVC-compatible webcams, system files or other input plugins and distributes them as M-JPEG via HTTP to browsers, VLC or others. We can use input_file plugin to collect images from folder, ouput_http plugin to stream files and output plugin to store JPEG images of the input plug-in in a specified folder. Figure 4. streaming of video at receiver side using MJPG Streamer
  • 5. International Journal on Recent and Innovation Trends in Computing and Communication ISSN: 2321-8169 Volume: 5 Issue: 10 172 – 176 _______________________________________________________________________________________________ 176 IJRITCC | October 2017, Available @ http://www.ijritcc.org _______________________________________________________________________________________ VII. CONCLUSION This implemented system is useful for remote area monitoring system. RGB frame is compressed using libjpeg library used in application program. RGB frame has size up to 233Kib for 320x240 pixels which is compressed at different qualities. Due to limited bandwidth of GPRS network lower value of jpeg quality should be selected. To get clear image minimum 40% jpeg quality is desirable. For 40% quality, image is compressed with near about 75 compression ratio which reduces image size as 2-3kb. This size is tolerated for transmission with GPRS network. As jpeg quality of image increases, image size also increases. Images are available at receiver side which can be used in future. Images are also available on server; hence those images are downloaded afterword if failed to download. At monitor client, images are decompressed by libjpeg library and then streamed using Mjpg streamer utility. With 100% jpeg quality, image size is enhanced with 20-25kb size. Due to low bandwidth of GPRS network and use of dynamic IP, cost of the system will be effectively reduced. After compression, jpeg images are uploaded to HTTP server in 5-7 seconds. This may vary according to strength of network signal. 3G or Wi-Fi wireless technology can be used at remote station which increases cost but gives better result for remote monitoring. REFERENCES [1] Yongqiang Zhang 1, Guozhen Zhao 2, Yongjian Zhang “Design of a remote image monitoring system based on GPRS” 2009 International Conference on Machine Learning and Computing IPCSIT vol.3 (2011) © (2011) IACSIT Press, Singapore [2] Lihui Zhao,Chunbao Huo and Hongzhe Yang “The Design of Remote Video Monitoring System Based on S3C2416 and GPRS”, IEEE 2012, International Conference on System Science and Engineering June 30-July 2, 2012, Dalian, China [3] Nagaraja G. and Sharada P.N. “Design of Remote Security System Using Embedded Linux Based Video Streaming” International Journal of Computing Academic Research (IJCAR) ISSN 2305-9184 Volume 2, Number 2 (April 2013), pp. 50-56 [4] Sanjana Prasad, P.Mahalakshmi, A.John Clement Sunder, R.Swathi “Smart Surveillance Monitoring System Using Raspberry PI and PIR Sensor” (IJCSIT) International Journal of Computer Science and Information Technologies, ISSN:0975-9646 Vol. 5 (6) , 2014, 7107- 7109 [5] Ruturaj Shete, Mayuri Sabale “Video surveillance using raspberry Pi architecture” The International Daily journal ISSN 2278 – 5469 EISSN 2278 – 5450 © 2015 pgno 37-43 [6] https://linux.die.net/man/8/pppd [7] https://www.raspberrypi.org [8] http://spellfoundry.com/2016/05/29/configuring-gpio- serial-port-raspbian-jessie-including-pi-3/ [9] http://www.mit.edu/afs.new/sipb/user/ssen/src/curl- 7.11.1/docs/curl.html