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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1656
WASTE MANAGEMENT OVERFLOW SYSTEM USING IOT AND
CLASSIFICATION USING DATA MINING
Nanda Kumar Parameshwaran1, Bhagyashri Badgujar2, Pournima Bandgar3, Priya Parate4,
123Btech in Computer Engineering, Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India
4Assoc. Professor in Computer dept., Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Many times, in our city we see that the garbage
bins or dustbins placed at public places are overloaded. It
creates unhygienic conditions for people as well as ugliness to
that place leaving bad smell. To avoid all such situations, we
are going to implement a project called IoT Based Smart
Garbage and Waste Collection bins. Wehaveobservedthatthe
municipal officer or the government authorized person will
monitor the status of dustbin. Or generally we see that they
have a regular schedule of picking up these garbage bins or
dustbins. These dustbins are interfaced with microcontroller
based system having ultrasonic sensor along with Wi-Fi
module showing current status of garbage, on server. So, in
situations, with help of our project the government authority
person can get alert. So, they will get alert before their
periodic interval visit of picking up the dustbin. Then they can
go and pick up the dustbins.
Key Words: GSM, agriculture, soil moisture sensor,
temperature sensor, monitoring, Arduino
1. INTRODUCTION
The garbage based detection system using IOThasachieved
significant progress over the last decade resulting in a huge
system with many advances on its own.
The previous advancements include the attachments of IR
sensors in place of ultrasonic sensors due to the volume
capacity problems of the dustbin. However, the garbage
collection at a particular area and the number of trips to be
taken to a more crowded area has always been a problem to
the environments and the locals living in that area. So, to
avoid this problem we have introduced the concept of data
mining where we will be collecting the information of
different areas from various people working in this fieldand
thus instead of the garbage bin overflowing in a particular
day many times or a total opposite condition where the less
frequently used garbage bins will be left unseen for days
resulting in pungent smell.
2. SYSTEM ARCHITECTURE
Fig shows the block diagram of waste monitoring system.
WIFI module is used to keep information about the changes
in the garbage levels
fig.1
A. Hardware used
a. Ultrasonic Sensor
b. Micro controller (ATMEGA16)
c. WIFI ModuleESP8266
d. Relay
e. Switch
a) ULTRASONIC SENSOR:
Fig.2
HC-SR04ultrasonicranging sensoris economical
sensor provides 2cm to 400cm of non-contact
measurement functionality with a ranging
accuracy that can reach up to 3mm. Each HC-
SR04 module includes an ultrasonictransmitter,
a receiver and a control circuit.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1657
b) ATMEGA 16
fig.3
ATMEGA16 is an 8-bit high performance microcontroller of
Atmel’s Mega AVR familywithlowpowerconsumption.Most
of the instructions execute in one machine cycle. Atmega16
can work on a maximum frequency of 16MHz. [1].
c) Wifi Module-ESP8266:
d) RELAY:
fig.4
[2].
Wifi Module ESP8266 has a powerful enough on-board
processing and storage capability that allows it to be
integrated with the sensors and Microcontroller.ATMEGA16
through its GPIOs with minimal development up-front and
minimal loading during runtime.
B. Software Requirements
Basic Software Requirements are
a) RAM-4GB
b) MEMORY REQUIREMENR-1GB
c)OS-WINDOWS XP
3) Technology Used
3.1) .NET Framework
The .NET Framework is an environment for building,
deploying, and running XML Web services and other
applications. It is the infrastructure for the overall .NET
platform. The .NET Framework consists of three main parts:
the common language runtime, the class libraries, and
ASP.NET. The common language runtime and classlibraries,
including Windows Forms, ADO.NET,andASP.NET,combine
to provide services and solutions that can be easily
integrated within and across a variety of systems. [3]. The
.NET Framework provides a fully managed, protected, and
feature-rich application execution environment, simplified
developmentanddeployment,andseamlessintegration with
a wide variety of languages.
3.2) ASP.NET
ASP.NET is more than the next version of Active Server
Pages (ASP); it is a unified Web development platform that
provides the services necessary for developers to build
enterprise-class Web applications. While ASP.NET is largely
syntax-compatible with ASP, it also provides a new
programming model and infrastructure that enables a
powerful new class of applications. You can migrate your
existing ASP applications by incrementally adding ASP.NET
functionality to them. ASP.NET is a compiled .NET
Framework -based environment. You can author
applications in any .NET Framework compatible language,
including Visual Basic and Visual C#. Additionally,theentire
.NET Framework platform is available to any ASP.NET
application. Developers can easily access the benefits of the
.NET Framework, which include a fully managed, protected,
and feature-rich application execution environment,
simplified development and deployment, and seamless
integration with a wide variety of languages.
3.3) Microsoft SQL Server
Business today demands a different kind of data
management solution. Performance scalability, and
reliability are essential, but businesses now expect more
from their key IT investment. SQL Server 2005 exceeds
dependability requirements and provides innovative
capabilities that increase employee effectiveness, integrate
heterogeneous IT ecosystems, and maximize capital and
operating budgets. SQL Server 2005 provides the enterprise
data management platformyourorganization needstoadapt
quickly in a fast-changing environment.
Relays are simple switches which can be operated both
mechanically and electrically in which electromagnet is
present. Relay works when there is a low-power signal and
this information is used to control the circuit. It is used,
where a number of circuits are controlled by a single signal.
They are used for switching incoming signals from one
source to different destinations. Relays are also used to
perform Boolean and other logical operationsina computer.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1658
4) WORKING
The GSM ultrasonic sensor measuresthelengthsofthe waste
bin and sends the data to the real-time server, which is
processed by the ATMEGA16, and the server on the
backhand uses the aql database, to add new users for the
current data. The levels of garbage are processed using the
naïve bayes algorithm and asked for an option of the
disposal. [4]
5) NAÏVE BAYES ALGORITHM
fig.5
6) RESULTS
fig6
fig7
Alert has been found and the garbage can be collected and
disposed now.
7) FUTURE SCOPE
Multiple users can access this system through theserverand
every area’s garbage collector officer can access the data of
the respective area and hence collect the garbage
accordingly. An android application of this system can also
be made allowing the officers to just access the data in a
pocket friendly way and thus getting notificationsanywhere
possible. This system if circulated and accepted by the
government can be then used by the whole country.
Additional, weight or fluid sensors can also beaddedinstead
of ultrasonic sensors thus allowing for more precise record
and classifying the data according to the weight or volume
respectively.
8) CONCLUSIONS
Waste Management Overflow System Using IOT and
Classification Using Data Mining is a successful and accurate
system which helps the user to collect and manage data of
various places and thus serving a major hand in the cleaning
drive of the earth. The current system is too simple and not
efficient making it really difficultforthegarbagecollectorsto
track the garbage and collect it on time. Also, void of the
sensors in the system has not yet successfully helped the
collectors to detect the level 20 of the garbage. Theproposed
system is more efficient, can easily be available at any place
and at any time around the globe, this system is secure and
can be accessed only by the authenticated users with
authentic usernameandpassword. Theproposedsystem can
be used by any Municipal Corporation Officer sitting at a
place and getting access to the data of the bins around an
area. As this system is saved on the server manyuserscan be
added by saving their records and registering themselves as
an authenticated user allowing the system to work on a
larger scale and by multiple people at a single time.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1659
REFERENCES
1) P. Suresh1J. Vijay Daniel2, Dr.V. Parthasarathy4” A
state of the art review on the Internet of Things (IoT)”
International Conference on Science, Engineering and
Management Research (ICSEMR 2014)
2) Tarnell, D.J. DE Fatima, Q.V., Tarnell, M., Deep, G.S.,
Freire, R.C.S., ―Farm Web-an integrated, Modular farm
automation system‖, Proceedings of IEEE International
Conference on Systems, Man, and Cybernetics, Vol.2,
Oct., pp. 1184 - 1189, 1998.
3) Wei Lin, "Real timemonitoringofelectrocardiogram
throughIEEE802.15.4network," EmergingTechnologies
for a Smarter World (CEWIT), 2011 8th International
Conference & Expo on , vol., no.,pp.1,6, 2-3 Nov. 2011
4) Arcady Zaslavsky, Dimitris Georgakopoulos”
Internet of Things: Challenges and State-of-the-art
solutions in Internet-scale Sensor Information
Management and Mobile Analytics” 2015 16th IEEE
International Conference on Mobile Data Management
5) Theodoros.Anagnostopoulos1,Arkady.Zaslavsky2,1,
Alexey Medvedev1,SergeiKhoruzhnicov1”Top–k Query
based Dynamic Scheduling for IoT-enabled Smart City
Waste Collection” 2015 16th IEEE International
Conference on Mobile Data Management.

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Waste Management Overflow System using IoT and Classification using Data Mining

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1656 WASTE MANAGEMENT OVERFLOW SYSTEM USING IOT AND CLASSIFICATION USING DATA MINING Nanda Kumar Parameshwaran1, Bhagyashri Badgujar2, Pournima Bandgar3, Priya Parate4, 123Btech in Computer Engineering, Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India 4Assoc. Professor in Computer dept., Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Many times, in our city we see that the garbage bins or dustbins placed at public places are overloaded. It creates unhygienic conditions for people as well as ugliness to that place leaving bad smell. To avoid all such situations, we are going to implement a project called IoT Based Smart Garbage and Waste Collection bins. Wehaveobservedthatthe municipal officer or the government authorized person will monitor the status of dustbin. Or generally we see that they have a regular schedule of picking up these garbage bins or dustbins. These dustbins are interfaced with microcontroller based system having ultrasonic sensor along with Wi-Fi module showing current status of garbage, on server. So, in situations, with help of our project the government authority person can get alert. So, they will get alert before their periodic interval visit of picking up the dustbin. Then they can go and pick up the dustbins. Key Words: GSM, agriculture, soil moisture sensor, temperature sensor, monitoring, Arduino 1. INTRODUCTION The garbage based detection system using IOThasachieved significant progress over the last decade resulting in a huge system with many advances on its own. The previous advancements include the attachments of IR sensors in place of ultrasonic sensors due to the volume capacity problems of the dustbin. However, the garbage collection at a particular area and the number of trips to be taken to a more crowded area has always been a problem to the environments and the locals living in that area. So, to avoid this problem we have introduced the concept of data mining where we will be collecting the information of different areas from various people working in this fieldand thus instead of the garbage bin overflowing in a particular day many times or a total opposite condition where the less frequently used garbage bins will be left unseen for days resulting in pungent smell. 2. SYSTEM ARCHITECTURE Fig shows the block diagram of waste monitoring system. WIFI module is used to keep information about the changes in the garbage levels fig.1 A. Hardware used a. Ultrasonic Sensor b. Micro controller (ATMEGA16) c. WIFI ModuleESP8266 d. Relay e. Switch a) ULTRASONIC SENSOR: Fig.2 HC-SR04ultrasonicranging sensoris economical sensor provides 2cm to 400cm of non-contact measurement functionality with a ranging accuracy that can reach up to 3mm. Each HC- SR04 module includes an ultrasonictransmitter, a receiver and a control circuit.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1657 b) ATMEGA 16 fig.3 ATMEGA16 is an 8-bit high performance microcontroller of Atmel’s Mega AVR familywithlowpowerconsumption.Most of the instructions execute in one machine cycle. Atmega16 can work on a maximum frequency of 16MHz. [1]. c) Wifi Module-ESP8266: d) RELAY: fig.4 [2]. Wifi Module ESP8266 has a powerful enough on-board processing and storage capability that allows it to be integrated with the sensors and Microcontroller.ATMEGA16 through its GPIOs with minimal development up-front and minimal loading during runtime. B. Software Requirements Basic Software Requirements are a) RAM-4GB b) MEMORY REQUIREMENR-1GB c)OS-WINDOWS XP 3) Technology Used 3.1) .NET Framework The .NET Framework is an environment for building, deploying, and running XML Web services and other applications. It is the infrastructure for the overall .NET platform. The .NET Framework consists of three main parts: the common language runtime, the class libraries, and ASP.NET. The common language runtime and classlibraries, including Windows Forms, ADO.NET,andASP.NET,combine to provide services and solutions that can be easily integrated within and across a variety of systems. [3]. The .NET Framework provides a fully managed, protected, and feature-rich application execution environment, simplified developmentanddeployment,andseamlessintegration with a wide variety of languages. 3.2) ASP.NET ASP.NET is more than the next version of Active Server Pages (ASP); it is a unified Web development platform that provides the services necessary for developers to build enterprise-class Web applications. While ASP.NET is largely syntax-compatible with ASP, it also provides a new programming model and infrastructure that enables a powerful new class of applications. You can migrate your existing ASP applications by incrementally adding ASP.NET functionality to them. ASP.NET is a compiled .NET Framework -based environment. You can author applications in any .NET Framework compatible language, including Visual Basic and Visual C#. Additionally,theentire .NET Framework platform is available to any ASP.NET application. Developers can easily access the benefits of the .NET Framework, which include a fully managed, protected, and feature-rich application execution environment, simplified development and deployment, and seamless integration with a wide variety of languages. 3.3) Microsoft SQL Server Business today demands a different kind of data management solution. Performance scalability, and reliability are essential, but businesses now expect more from their key IT investment. SQL Server 2005 exceeds dependability requirements and provides innovative capabilities that increase employee effectiveness, integrate heterogeneous IT ecosystems, and maximize capital and operating budgets. SQL Server 2005 provides the enterprise data management platformyourorganization needstoadapt quickly in a fast-changing environment. Relays are simple switches which can be operated both mechanically and electrically in which electromagnet is present. Relay works when there is a low-power signal and this information is used to control the circuit. It is used, where a number of circuits are controlled by a single signal. They are used for switching incoming signals from one source to different destinations. Relays are also used to perform Boolean and other logical operationsina computer.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1658 4) WORKING The GSM ultrasonic sensor measuresthelengthsofthe waste bin and sends the data to the real-time server, which is processed by the ATMEGA16, and the server on the backhand uses the aql database, to add new users for the current data. The levels of garbage are processed using the naïve bayes algorithm and asked for an option of the disposal. [4] 5) NAÏVE BAYES ALGORITHM fig.5 6) RESULTS fig6 fig7 Alert has been found and the garbage can be collected and disposed now. 7) FUTURE SCOPE Multiple users can access this system through theserverand every area’s garbage collector officer can access the data of the respective area and hence collect the garbage accordingly. An android application of this system can also be made allowing the officers to just access the data in a pocket friendly way and thus getting notificationsanywhere possible. This system if circulated and accepted by the government can be then used by the whole country. Additional, weight or fluid sensors can also beaddedinstead of ultrasonic sensors thus allowing for more precise record and classifying the data according to the weight or volume respectively. 8) CONCLUSIONS Waste Management Overflow System Using IOT and Classification Using Data Mining is a successful and accurate system which helps the user to collect and manage data of various places and thus serving a major hand in the cleaning drive of the earth. The current system is too simple and not efficient making it really difficultforthegarbagecollectorsto track the garbage and collect it on time. Also, void of the sensors in the system has not yet successfully helped the collectors to detect the level 20 of the garbage. Theproposed system is more efficient, can easily be available at any place and at any time around the globe, this system is secure and can be accessed only by the authenticated users with authentic usernameandpassword. Theproposedsystem can be used by any Municipal Corporation Officer sitting at a place and getting access to the data of the bins around an area. As this system is saved on the server manyuserscan be added by saving their records and registering themselves as an authenticated user allowing the system to work on a larger scale and by multiple people at a single time.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 11 | Nov -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1659 REFERENCES 1) P. Suresh1J. Vijay Daniel2, Dr.V. Parthasarathy4” A state of the art review on the Internet of Things (IoT)” International Conference on Science, Engineering and Management Research (ICSEMR 2014) 2) Tarnell, D.J. DE Fatima, Q.V., Tarnell, M., Deep, G.S., Freire, R.C.S., ―Farm Web-an integrated, Modular farm automation system‖, Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, Vol.2, Oct., pp. 1184 - 1189, 1998. 3) Wei Lin, "Real timemonitoringofelectrocardiogram throughIEEE802.15.4network," EmergingTechnologies for a Smarter World (CEWIT), 2011 8th International Conference & Expo on , vol., no.,pp.1,6, 2-3 Nov. 2011 4) Arcady Zaslavsky, Dimitris Georgakopoulos” Internet of Things: Challenges and State-of-the-art solutions in Internet-scale Sensor Information Management and Mobile Analytics” 2015 16th IEEE International Conference on Mobile Data Management 5) Theodoros.Anagnostopoulos1,Arkady.Zaslavsky2,1, Alexey Medvedev1,SergeiKhoruzhnicov1”Top–k Query based Dynamic Scheduling for IoT-enabled Smart City Waste Collection” 2015 16th IEEE International Conference on Mobile Data Management.