innovative techbin: a solution for green city
TRANSCRIPT
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International Journal of Scientific Research in ____________________________ Review Paper . Computer Science and Engineering
Vol.8, Issue.4, pp.37-45, August (2020) E-ISSN: 2320-7639
Innovative Techbin: A Solution for Green City
Dhruv Vohra
1*, Gunjan
2, Anju Gandhi
3
1,2
Computer Science and Engineering, Panipat Institute of Engineering and technology, Kurukshetra University, Haryana,
India 3Department of Computer Science and Engineering, Panipat Institute of Engineering and technology, Kurukshetra
University, Haryana, India
*Corresponding Author: [email protected], Tel.: +91 8860191580
Available online at: www.isroset.org
Received: 29/Jul/2020, Accepted: 10/Aug/2020, Online: 31/Aug/2020
Abstract— Innovative Tech Bin is an Internet of things (IoT) based smart waste collection and management model. It is
developed with the idea of a "green city clean city". In, India the population is increasing day by day which is ultimately
leading to the production of garbage in huge amounts. According to the latest researches Urban India produces
approximately 70 million tonnes of garbage out of which 50 million tonnes are collected and rest are being treated. Tech
bin is the modern solution for the traditional problem being carried over for decades. It is loaded with plenty of sensors
some of them are ultrasonic sensor, fill level sensor, weighing sensors, safety sensor, etc. We have connected the Tech Bin
through the cloud services to different portals as we have developed an interactive graphical user interface (GUI)
application for the users using the bin. We can monitor our bins in real-time using the Google API assistance; using
machine learning algorithms on the data collected from bins we are generating smart routes for garbage collection. Adding
to it we have an innovative feature linked with our bin, a game portal build using the python programming language has
various levels and different games on it. But the crux of adding it was too motivate youth in throwing garbage into our bins
and in reward they get a validation code if they dump 1kg or more, if not it is stored onto their account which they can
keep a check on our application.
Keywords— Smart cities; Techbin; Smartbin; Environment; IoT; Garbage Monitoring System; Smart Devices.
I. INTRODUCTION
In the Busy schedule, nowadays people have forgotten
about personnel and environmental hygiene, we hardly
have time to figure out things on our own. In public areas,
dumped waste is seen at every corner, which makes it
arduous for civil workers, and the task of cleaning public
places is often done with bare hands without any protective
gear, resulting in health hazards. The amount of waste
dumped is of large quantity and is dangerous to human
health that may carry a large no of infection. To avoid this
cumbersome process, there is a need for a system that can
make it planned, efficient, and reliable. Automating the
process will add much more flexibility to the system as a
whole. The planned monitoring is required to avoid
unnecessary routine checks for the cleanliness of bins
because the bin may not be filled at that time or there may
be no need for that. In addition to making the process
efficient, Visiting for a check only when required is also an
attempt to save fossil fuels. Tech Bin is a smart dustbin
that is conservative to both human work, fuel and also
made socially capable that people can understand the need
for it. The Model is based on IoT technology that enables it
to stand out and serve for the cause. With the use of
Arduino, an open-source integration device and a variety
of functional and safety transducers are incorporated to
achieve the maximum results. Every Bin is given a unique
number, called BIN ID that stores all the necessary details
of a bin like Bin location and Bin status. The routes are
then finalized from real-time updates of bins.
There is a huge spike in the column of growth of
population, not only in India but on the global level also.
This ultimately creates a need for an effective system for
waste collection and disposal. Tech bin is a great
advantage for the smart city as it takes only the required
attention from authorities but a lot from its users, the
feature that adds innovation to it and make it more social,
as well as user friendly, is its Game portal. The Game
portal is a feature designed to attract users to dump waste,
which is based on the amount of waste each user disposes
of. The amount of waste is determined by the weight
sensors which are analyzed and evaluated at cloud Services
that further displays result to application in Mobile phones.
This can exceptionally overcome everyday waste
management in cities.
COVID-19 has become the biggest threat of all time, gives
importance to the process of maintaining neat and clean
hygiene even more. Tech Bins are designed to overcome
all the inconsistencies in the running system. Tech bins are
installed in every city at various places based on the
population of the area, at the necessary distance. Tech Bin
can bring up real-time growth in the process of making
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India a clean country. In recent years, there is a campaign
started by our honorable Prime Minister Shri Narendra
Modiji popularly known as "Swachh Bharat Abhiyan"
which is a huge success and a great step towards smart
India.
Study of this research paper is carried as follows,
Iintroduction of techbin is included in Section I, Section II
comprises of the literature review of rest of the author’s
research in this field, Section III contains the design of our
techbin and flowcharts explaining the workflow, Section
IV contains the technologies used to build this entire
framework and essential steps of integration, section V
explains about the applications and benefits of this
model, Section VI describes future scope and conclusion
of the research, Section VII contain the acknowledgement
for the guides and Section VIII includes the references.
II. LITERATURE REVIEW
Ahmad S et.al [1] proposed the model in which they are
using the dataset based on disposal waste in residential
areas. An optimization and prediction algorithm is further
used to produce an efficient waste management system for
the smart city. Xenya M. Al[2] they have suggested a solid
model, incorporating the new technologies for the city of
Ghana, their immersive design of applications and the
building of bins, use of solar energy for the
implementation of model would have been appreciable.
Pereira W et.al [3], Ziouzios D et.al [4], Jayson M et.al [5]
Models for waste segregation and collection have been
proposed, and the objective for all these models varies
from ours as they are working for a purpose of separating
waste. They inhibit the feature of real-time monitoring of
bins and indicating respective authorities via messaging
services. Speaking of extra functionality in our system is
the use of solar energy is one of the main highlights and
adding to its glory the safety sensors plus weighing
sensors. Mahmood I, Zubairi J [6] Aguila J et.al [7],
Alsbou N et.al [8], Savita K et.al [9], suggested an IoT
based smart city application to optimize waste
management processes in the metropolitan region. The
whole process was planned and then the prototype system
was physically applied using a case analysis of a particular
metro region. The new system provides many advantages
to cities including reduced street congestion, demand-
based waste vehicle delivery, and substantial reductions in
both time and fuel usage. We assume that the key insights
outlined in this essay will allow academics, smart cities
and industry to develop, replicate, and apply the model for
a better life. Jana B et.al [10] stated a movable smart bin
model which could be one of the revolutionizing ones,
taking into account the architecture and technologies used.
The idea of rollers, automatic lid opening, and sensors in
the bin is very interesting, but the software has not
demonstrated the power required to run it. Neetha et.al
[11], Joshi J et.al [12], Sathish A et.al [13], Wijaya A et.al
[14] proposed a cloud-based smart bin waste monitoring
system where they are using the bundle of IoT devices
consisting of Wifi module and Bluetooth for Data
Transmission, other sensors for various aspects such as an
ultrasonic fill-level sensor for garbage detection. Web-
based monitoring was enabled in this model for authorities
and an application is developed for users. They could have
worked for increasing the efficiency of the bin by
introducing the concept of compactor which compresses
the garbage and reduces its size which ultimately leading
to an increase in bin size up to 10 times. Poddar H et.al
[15], Srinivas M et.al [16], Murugaanandam S et.al [17],
Mustafa M et.al [18], they proposed the model of
intellectual trash management system using IoT devices.
Main features of their models are real time monitoring of
bins. Considering the amount of waste generation,
controlling that's an issue and you need an interactive
interface that's missing there to deal with such large
people. Whereas we have several enhancements to this in
the form of a game platform added to inspire younger
generations to keep clean.
Technology Standouts- Weighing Sensor, Solar Cell,
Crusher, use of latest technology sensors are preferred and
the game portal is an innovation for the overall
development of Tech Bin as a revolutionary model for the
smart city and smart systems.
III. PROPOSED DESIGN OF TECHBIN
Innovative Tech Bin has been designed from the user
perspective and to overcome certain inconsistencies from
the running waste Disposal process. It has two-layered
stainless steel architecture which is designed according to
environmental conditions and provides solidity to the
structure. Bin is Mounted with a solar panel on top, as
shown in Fig-1 which receives sunlight and returns
electrical energy which is stored in a battery, that increases
its efficiency at all times. On being completely charged, its
battery life can last up to 28 to 30 days. The solar panel is
shielded with a polycarbonate sheet that has unbreakable
nature and protects our system from external damage. With
a clear motive of cleanliness in surroundings, it has self-
activating lid opening technology which is managed by an
ultrasonic and a safety transducer. The power to constant
opening and closing of lid operation is provided by a DC
motor. The efficiency of the Bin is outstood by the smart
compressor module, as shown in Fig-2.Tech Bin's capacity
increases by 10 times than the normal trash bin, due to
compressor that works on Ultrasonic fill level transducer as
it alerts the authorities that our bin is 60% filled with trash
after being compressed. The sensor gives authority to the
compressor to start and scrunch the waist against the
bottom. The compressor has the X-Frame structure and can
exert up to 700kgs of force.
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Fig-1 Design of Techbin
Fig-2 Working of Compaction Module
Fig-3 Real Time Monitoring Of Bins
The weight of waste displayed at the bin screen is managed
by weighing transducers and Load cells that are installed
with the compressor in the main body of the Tech bin. The
weighing subsystem is supported by the Game portal
feature in Bin. The amount of Garbage thrown by the user
is weighed by the load cells, the evaluated weight is stored
at the cloud and also displayed on the screen of the bin. If
that garbage is more than a kg, then the user gets a unique
validation Code for the Game. Otherwise, the weight is
stored in the account of the user and can be redeemed when
it reaches the target value. The validation code displayed on
the screen is the unique key to the user participating in the
game at Tech Bin application. The Code enhances the User
experience to unlock further levels in Game. This process
encourages our users to dump waste into Tech Bin that
leads to a cleaner environment. The Game portal is a
feature that is developed using Python Programming
Language which has a variety of inbuilt libraries for UI and
Graphics support. Also, the information of the user are
included in the database that helps to maintain a user
account with accuracy. Apart from this, a fire alert sensor is
incorporated within Tech Bin for emergencies, that warns
municipalities about the fire or mishap. By the time
Authorities are being warned compressor handles the fire
by compressing it against the steel base that can stop the
fire. A fire indicator alarm also enabled at the LED screen
for Human Safety. Cloud services play an integral role in
this system as the capacity of bin filled is evaluated and
transferred with a cloud environment, which helps in
generating smart routes in the city. All the bins are
monitored on a real-time basis as shown in Fig-3, which
enables authorities to have real-time monitoring of the bin
Status. This results in a 90% reduction in waste collection
and 10 times less transportation requires to collect the
garbage. Therefore, it will be a beneficial approach and all
in all an efficient technology for the ecosystem. By
implementing this Innovative Device over the city we can
have an efficient garbage collection system.
In the process of deploying each Innovative Tech Bin, a
geostationary location is assigned on that ID as shown in
Fig-3 of the device. This helps maintain the network of
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Bins with the use of web services and also uploads the data
on the cloud. The data on the cloud is then applied to
machine learning algorithms & models to make sensor data
and garbage level predictions. The predictive analysis of
data is carried out to determine the current status of Bin.
After processing the predicted data, one can manage
pickups displayed on the client's progressive web
application. The schedule for Garbage collection is formed
based on the following guidelines:
a) SAFE: Safe is a state in which the bin is either empty
or volume of bin filled with waste ranges from 0% to 20
%.
b) MODERATE: Moderate is a state in which the bin is
getting filled to a certain mark where it should be is
state volume of bin filled with waste must lie in 21% to
60%.
c) CRITICAL: Critical is a state in which the mark
where bin signals warning and require proper attention
as our bin is about to fill, at this point volume of
garbage in bin ranges from 61% to 80%.
d) HIGH ALERT: HIGH ALERT is a state of the
highest priority as the garbage collected in the bin has
reached beyond 81% of the quantity. Here high alert
alarm is set on LED Screen and Lid opening is set to off
until the bin gets emptied by Authorities.
e) The minimum requirement for rounding up a
schedule is considered to be 6 Bins.
The distribution of states are defined as 0-20% for the Safe
state, 21- 60% for the Moderate state, for Critical stage it is
61-80% and for High Alert state is from 81% and so on.
Considering the shortest path, pickups are made according
to the schedule, automatically generated by our
application.
Tech Bin can be used to generate revenue as it is costing
much to our pockets by advertising the commercials as
shown in Fig-4 on its sidewalls.
Fig-4 Advertising Commercials
A. Flowcharts
Mechanism of Tech Bin is described through the flowchart
as shown in Fig-5. If someone comes in front of the bin
sensor detects the person and, then automatic lid feature
starts working on observing yes, it will open the lid if the
user is present else not. As lid opens, we set the weighing
sensor to zero to calculate the weight of garbage thrown by
the user. So if the weight is more than one kg then the code
is generated for the user to go on further levels in our game
portal.
Fig-5 Flowchart of Weighing Mechanism
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Fig-6 Flowchart of App Interface
If not then the amount is automatically saved onto the
database and can be viewed in the mobile application.
The processing of our Graphical User Interface (GUI)
application is shown in the Fig-6. It comprises of a
gamified portal build using the python programming
language. When a user starts the application by entering
user credentials, a welcome window appears with options
like (a) Start the new Game, (b) Resume Previous Game.
Where the first choice, opens up the new game for the user
and second choice "Resume Previous Game" opens up with
the game where the user left in the last login, here if a user
has completed a target of levels to unlock further levels
then the user is prompted to enter the validation code.
Further, Code verification happens if accepted he gets to
play further levels else not.
IV. TECHNOLOGIES USED
Innovative Tech Bin is an Internet of things (IoT) based
smart waste collection and management model. Tech bin is
the modern solution for the traditional problem being
carried over for decades. It is procured with the integration
of plenty of sensors some of them are ultrasonic sensor, fill
level sensor, weighing sensors, safety sensor, etc.
A. Hardware
Tech Bin is a heavy-built, hardware loaded platform
packed with loads of sensors and smart devices. Precisely,
they all have certain functionalities that are linked together
to form this model with a total team effort. Several
hardware devices used are:
1) IoT Devices:
IoT refers to millions of electronic devices that are now
being connected to the internet, generating data, sharing
data, and even collection of data. An IoT device is the
hardware containing sensors that transmit information over
the internet from one place to another. They can
communicate with the network independently without
human altercation. The arrival of the latest supercomputers
led to the era of IoT. Nowadays we can convert any device
into an IoT device. Initially, the IoT came valuable for
industry and engineering branches, where its use is often
referred to as machine-to-machine (M2M), but now the
focus has shifted to overwhelming our homes and
workplaces with smart machines, turning them into
something applicable to almost everything. Examples of
such devices are wireless sensors, smart watches, fitness
bands, etc.
a) Arduino
Arduino is an open-source, hardware, and software-based
electronics platform. Developed in mid-2000 in Italy, it is
the world's first completely accessible microcontroller to
the masses. The main idea behind the creation is to provide
a simple way for software developers to get into
microprogramming.
Arduino boards can understand inputs from a sensor, a
finger on a button. You can operate it by sending a set of
microcontroller instructions. Arduino comprises of both a
physical programmable circuit board (also known as a
microcontroller) and a bit of programming, or IDE
(Integrated Development Environment) that is in demand
for your PC, used to compose and transfer PC code to the
physical board [19]. The design of the Arduino board is
shown in Fig-7.
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Fig-7 Arduino Chipset
Fig-8 Ultrasonic Sensor
a) Ultrasonic sensor
Ultrasonic sensors are also used in automation activities
for measuring altitude, change of location, level
measurement, sensing object, etc. For example, consider a
transparent material and we have to calculate its purity.
These are based on the concept of measuring the duration
of ultrasonic waves being propagated through the object.
This theory states that accurate identification is
independent of the object's colour representation, or the
layout and surface nature. Even such items as oils, bulk
products, translucent objects, glass, etc., can be accurately
identified. It principle of implements is same as that of a
radar system. It converts electrical signals into acoustic
signals and, vice versa. Design of ultrasonic sensor is as
shown above in Fig-8.
b) Photoelectric safety sensor
A photoelectric sensor emits a light ray (infrared or visible)
from its light-radiating element. It is utilized to recognize
the light rays reflected from the target. A thru beam-type
sensor is utilized to quantify the difference in the amount
of light coming from the objective intersection of the
optical axis. A light beam is emitted from the light-
transmitting component and is received by the light getting
component. The range of photoelectric beam is quite large,
therefore can be used for high detection performances.
c) Fire Detection sensor
A fire detection sensor is used to detect and respond to a
fire which helps the detection of flames. A fire detector
responds faster and more precisely than any heat or smoke
detector, thanks to the system designs it uses to experience
the flames.
d) Weighing sensor and Load Cell
A load cell is a transducer that converts energy into
observable power output. Its main objective is measure the
amount of weight falling onto it. Load cell design is shown
in fig-9. Though there are many types of force sensors, the
most widely used type is the strain gage load cells. Except
for specific research facilities where accuracy matters the
strain gauge load cells rule the weighing business. Often
pneumatic load cells are used where inherent protection
and hygiene are required, and hydraulic load cells are
preferred in remote areas because they do not need a power
supply. Strain gage load cells deliver maximum scale
accuracies from within 0.02 per cent to 0.20 per cent and
are ideal for almost all industrial applications.
Fig-9 Load Cell
a) Solar Panel
A solar cell directly converts sunlight into electrical
energy. A solar cell or photovoltaic cell is a large-scale
electronic device that converts photovoltaic effects of solar
energy into electricity. Converted electricity is in the form
of Direct Current also termed as DC. Photovoltaic is the
area of science and research relating to the use of solar
cells as solar energy, Silicon solar cells are the most
common forms of solar cells, Silicon crystals are packed,
laminated into n-type and p-type layers, on top of each
other. Silicon is one of the most commonly used elements
but manufacturing is energy-intensive and costly.
b) DC motor & battery:
DC-motor is one of the kinds of rotary electrical motors
that convert direct current electrical energy into
mechanical energy. The working principle of DC-motor is
that it experiences a mechanical force when a current-
carrying conductor comes in the range of the magnetic
field. DC Motor is used in this project to open and close
the lid of dustbin whenever any person come reaches to it
which won’t create any mess and anyone can throw
garbage into dustbin without touching that dirty dustbin.
c) Wi-Fi Module
Wi-Fi Module is a lightweight tool that allows you to
connect sensors easily and cheaply to the internet. It comes
with software that allows you to feel temperature and
humidity as well as control relay so that you can switch
things on / off from your device or computer by pressing a
button. It is a type of sensor device used for monitoring or
controlling temperature, humidity, particular place
vibration, and much more from far away locations. Now
with the aid of Wi-Fi sensors, we can track or power home
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appliances, agriculture, industries and businesses. Design
of module is shown in fig-10.
Fig-10 Wireless Module
B. Software Software is an essential part of any system but in our
model, it is the key to innovation. This is the field where
we are transforming the model to the next level of
creativity, by introducing the interactive GUI for the great
user experience to developing the best-crafted games for
the younger generations which not only helps in their
social as well as mental growth. Talking about the
technology heading towards the new heights we have tried
our best to utilize it to the fullest.
1) Game Portal Game development is quite rewarding in every
programming language, which also allows it to be a perfect
teaching tool. With the development of games, you often
need to have a bit of logic, maths, physics, artificial
intelligence, and other things that come together to create
games. Consider game development as a subject, then
you'll be able to succeed very quickly. Many times people
like to view the programs they are creating, as it can help
people quickly learn programming logic. Games are good
for that because you program everything you see directly.
One major library for game development is Pygame. We
have also considered this in our model as shown in fig-11
(a) and (b) are the screenshots of the Python game.
Fig-11(a) and 11(b) Screenshots Of Python Game
2) Cloud Services
Cloud services refer to all IT services which a cloud
storage company offers and accesses. This is a broad
concept that encompasses both cloud infrastructure
deployment and application models and associated
solutions. Cloud applications are provided over the internet
and are available from the internet worldwide. Web servers
are not just your client but your main server too. When the
page you have asked is found, it will also serve you on the
web page. So the webserver is essentially the program that
accepts your request to view a webpage [20]. It conducts a
few security tests on your HTTP request and will direct
you to your home page. Depending on the page you have
requested, the page may request that the server execute a
few additional commands while creating the document that
will benefit you. It then generates the report that you
awaited. Apache is the most commonly used web-server
program operating on 61 per cent of the world's web
servers. It is free and open-source software developed by
Apache Software Foundation, and maintained. It is quick,
secure and reliable. This can be highly personalized using
plugins and modules to meet the needs of various different
environments.
3) Google API : Google Maps API Google APIs are a series of Google-developed application
programming interfaces (APIs) that enable Google
Services to connect and integrate with other systems.
Types of these include email, Gmail, Translate, or Google
Maps. Third-party developers may use such APIs to take
advantage or expand established resources. The APIs have
functionality such as analytics, machine learning as a
service (the Prediction API), or access to user data (when
permission to read the data is given). Another important
example is an embedded Google map on a website that can
be accessed using the API, Locations API, or Google Earth
API Static maps.
We are using this for real-time bin monitoring and
predicting the shortest routes for garbage collection. We
use Google Maps API that helps quickly find bins with
garbage on a critical stage and optimize routes through
artificial intelligence and machine learning algorithms.
4) Python IDLE
IDLE (Integrated Development and Learning
Environment) is an integrated Python development
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environment, loaded with the language's default
implementation. It is used as an optional component of
several Linux distributions in Python packaging. It is
completely written in Python and the toolkit for the Tkinter
GUI. IDLE is intended to be a basic IDE and suitable for
beginners, particularly in research and educational
environments. To that end it's cross-platform and avoids
the bundle of features. So we created several games for our
portal and it reveals the glimpses of the code for them in are shown in fig-12.
Fig-12 (a) and 12 (b) Python Code for Games
V. APPLICATIONS AND BENEFITS
Tech Bin has a ton of focal points, adding informative
insights to our dustbin make it a ground-breaking
resource for us from various perspectives:
1) The overflow of garbage from bins is no more a
thing to worry about.
2) The collection of garbage is now available in the
least amount of time with smart routes available.
3) Human labour and work force is reduced.
4) The efficiency of the bins is now 10 times more than
usual.
5) Fossil fuel consumption is minimal as fewer vehicles
are required for the collection of waste.
6) Resource optimization and cost reduction.
7) Improved air quality because of less CO2 emissions.
8) Clean localities and green localities as no more foul
smell in open areas.
9) Clean City, Green City is the Smart City
10) Intellectual waste collection and management
system in the city.
VI. FUTURE SCOPE AND CONCLUSIONS
Innovative Tech Bin is an advanced waste collection and
management system that can be used in real-time scenarios
for providing a hygienic urban environment. The garbage
collection vehicle visits the site two or three times a day in
most cities depending on the actual population of each city
and particularly where the trash bins may not be full. This
system can monitor the situation or status to provide
instant information to the concerned authority only if the
trash bin is full on the shortest prepared route to send the
garbage assortment vehicle. The long-term focus of
research is to implement this program for the use of solar
energy for energy efficiency and to support the green city
concept. It is a concept that can be accepted with open
hands by the large scale companies who believe in
promoting the employee's hygiene. That these bins are
compact enough in size, that they can be installed in
cafeterias and reception areas to determine its full usage.
The game portal can also be integrated with the company's
app itself so that any employee taking a break from work
can relax and do productive things by maintaining hygiene.
Recently, many kinds of research and study are going on to
reduce the amount of waste generation and the waste
disposal treatment that is in the landfill. Therefore, if Tech
Bins are implemented all over the world, the bins will be
user friendly and the surroundings will be hygienic.
ACKNOWLEDGMENT
We would like to thank God for good health and strength
to accomplish this study and help us found an innovative
way to save the earth. Also, we would like to express our
gratitude to the staff and members of the Department of
Computer Science, PIET for their help and support to carry
out this research. Also, this research could not have been
possible without Dr. Anju Gandhi, we would like to thank
her for the experience she shared with us that helped a lot
in reaching out to conclusions for this project.
REFERENCES
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AUTHORS PROFILE
Mr. Dhruv Vohra is currently pursuing
Bachelor of Technology from Panipat
Institute of Engineering and Technology.
He is a student in Department of Computer
Science and Engineering, Haryana, India
since 2017. He is a member of IEEE & and
Chair at PIET IEEE, Student Branch. He has interest in
fields of IoT ,Data science, Data Analytics, Data Mining,
Machine learning and Deep Learning.
Miss.Gunjan is currently pursuing Bachelor
of Technology from Panipat Institute of
Engineering and Technology. She is a
student in Department of Computer Science
and Engineering, Haryana, India since 2017.
She is a member of IEEE & and Board
Member in PIET IEEE, Student Branch. She has interest in
fields of IoT ,Data science, Data Analytics, Data Mining,
Machine learning and Deep Learning.
Dr. Anju Gandhi is working as Professor in
Computer Science and Engineering
Department, PIET. She has done Ph.D from
Thapar University, Patiala and M.Tech
(CSE) from Department of Computer
Science and Applications, KUK. She has
more than 14 years of academic experience. She is a
lifetime member of Indian Society for Technical Education
(ISTE). She has a contribution in presenting and
publication of research papers in more than 30
International/ National Journals and Conferences. She is an
active member (Advisory/Review/Editorial) board of
various National/ International Journals. Her area of
interest is Artificial Intelligence, Software Defined
Networks and Traffic Engineering.