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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 01 | Jan 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 938
Home Automation Using IOT: Review
Arif Ali1, Dr. Parma Nand2
1M.Tech Scholar, Department of Computer Science and Engineering, Sharda University, Uttar Pradesh, India
2Dean, Department of Computer Science and Engineering, Sharda University, Uttar Pradesh, India
----------------------------------------------------------------------***---------------------------------------------------------------------
Abstract – Internet of Things plays a vital role in home
automation techniques and security system. In home
automation the user can control the home applianceswiththe
help of his/her smart phone. That help physically disabled
person to be independent and to be secure. Internet of Things
(IOT) is widely used all over the world nowadays; The IoT
offers huge potential for enhancement of various applications
such as: Smart homes, Healthcare Monitoring, Industrial
Internet, Security, and Energy Engagement etc. The
construction of ordinary homes into “smart homes” has seena
rise in last few years. Using IOT in homes helps to save energy
consumption and Automate home appliances using mobile
phones. In this paper a brief overview of different techniques
and experiments done on IoT based Smart Homesandsecurity
system is presented.
Key Words: Smart Home Security System, GSM, SMS,
multi sensor, theft alarm, Home automation, voice
activated system.
1. INTRODUCTION
In recent years, Internet has grown rapidly and changed
human's life by providing better connectivity and
communication. The Internet technology can be extended to
connect objects that are used in day to day life. This
expansion of internet services is called Internet of Things
(IoT)[1].
Unintentionally, a lot of power is wastedawayondailybasis.
Sometimes TV and/or lights are left on while sleeping. This
increases the amount of energy we are consuming and
generates a lot for the electricity bill. Besides, it gives no
warning while we are using the electricity, so that we just
overuse the electricity without noticing about it.
Home automation is the method of using devices and
programming through a network to access home appliances
for better life and for physical disabilities and the older
persons. It helps in reducing human efforts and interaction
as much as possible and use programs to perform those
tasks. Most of the smart home systems use wireless
technology like internet, radio frequency and Bluetooth to
communication betweenthe controllersandreceivers.Users
can send commands and control thesmarthomesystems via
computers, smartphones and pre-built programming codes.
Security in homes is also a major concern nowadays;
securing homes using IoT is widely implemented. A secured
smart home should keep the home safe from theft and
external dangers that includes house fire and LPG gas
leakage. Mostly, the home appliances and gadgets are
connected to specific sensors, which reduce human labor
and physical work, by sensing and proactivelyresponding to
their needs, automatically[2]. A Home Security System
provides security and safety for a home, by alarming the
home inmates from theft, burglary, natural adversity and
miss-happenings such as fire accident,gasleakageetc.Inthis
paper, we aim to discuss related technologies[3].
2. ARCHITECTURE OF INTERNET OF THINGS
Architecture of internetOfThingscontains basically4layers:
 Application Layer
 Gateway and the network layer
 Management Service layer
 Sensor layer
2.1 APPLICATION LAYER:
 Lowest Abstraction Layer
 With sensors we are creating digital nervous
system.
 Incorporated to measure physical quantities
 Interconnects the physical and digital world
 Collects and process the real time information
2.2 GATEWAY AND THE NETWORK LAYER:
 Robust and High performance network
infrastructure.
 Supports the communication requirements for
latency, bandwidth or security.
 Allows multiple organizations to share and use the
same network independently.
2.3 MANAGEMENT LAYER:
 Capturing of periodic sensory data.
 Data Analytics (Extracts relevant information from
massive amount of raw data).
 Streaming Analytics (Process real time data).
 Ensures security and privacy of data.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 01 | Jan 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 939
2.4 SENSOR LAYER:
 It provides a user interface for using IoT.
 Different applications for various sectors like
Transportation, Healthcare, Agriculture, Supply
chains, Government, Retail etc.
3. LITERATURE SURVEY
M L Sharma1 et al. (2017) [4] has developed a home
automation system that interfaces with Android mobile
devices. That mobile device and system can communicate
with each other via Wi-Fi. The proposed Home Automation
System enhances mobility and supports monitoring and
control of devices from any remote location within Wi-Fi
range. Being a simple and user friendly application it serves
as an application of great help to the old aged or physically
disabled people.
User can select the option, which switch he/she wants to
switch ON/OFF or set timer from their Androidsmartphone
Application. This command goes to the Wi-Fi module. Wi-Fi
modules transmitter convert it into signals and send that
command to the receiver of the Arduino Uno
microcontroller, then controller activatesthatparticularI/O
pin on the board and send input to the Relay. After receiving
current, it generates electromagnetic field in coil and passes
the 12V current to switch ON the light.
Ravi Kishore Kodali et al. (2016) [5] has built a smart
wireless home security system which sends alerts to the
owner by using Internet in case of any trespassandraises an
alarm optionally. The difficulty faced by current home
security/surveillance systems in providing information
pertaining to the situation to users while being away from
home is tried to overcome in thisproject.PIR motionsensors
are installed at the entrances of a building. These sensors as
explained earlier detect the motion of human beings. This
signal which detects their presence becomes the input
trigger for the micro-controller. Theowner, whomayormay
not be present in that building, will be receiving a voice call
on his mobile phone.
Jared Maato et al. (2017) [6] has developed a prototype of a
computer based fingerprint door access control. The main
components include a low-cost SM630 fingerprint
verification module, a personal computer and a relay-
operated electromagnetic lock. The system performs
training and verification using a LabVIEW program in
conjunction with the SM630 fingerprint readermodule. The
verification result is passed onto the electromagneticlock to
grant physical access to a restricted area. The system has an
additional feature of capturing an imposter image. This isan
important tool in carrying out security analysis.
Supreeta et al. (2017) [7] has developed an IoT Based
security system for homes, banks, offices etc. This sendstext
message to user as well as his neighbor if fire or theft
detected. This system also uses a camera to capture the
picture of intruder, which makes it moreefficientthanCCTV.
Twilio platform is used to send text alert in case of fire and
theft detected. This platform is better than GSM module
because this platform costs less than SMS rates of various
networks, which makes it economical.
J. Esquiagola et al. (2018) [8] has implemented an IoT
platform for monitoring indoor airquality.Hehasdeveloped
a custom hardware, firmware and software regarding to
present a complete solution from specification until
visualization of results. This solution uses theCoAPprotocol
to perform the communication between devices and follow
the Web of things paradigm. Three main hardwaremodules:
Gateway, border router and sensor nodes. The Gateway
performs the requests to collect data from sensors. It also
stores all data in a local database and can execute some
preprocessing tasks. The second component is the border
router which establishes the communication between the
gateway and the sensor nodes. Advanced sensor
technologies were used to obtain accurate results of the
parameters which affect the indoor air quality.
Prajwala Srivatsa et al. (2017) [9] gives a proposal for
addressing the issue of indoor air quality using the internet
of things communication model. The effect of low moderate
levels of carbon dioxide on the occupants on the indoor
space is presented. The system when deployed will monitor
the carbon dioxide levels in the room in real time and
continue collecting data periodically in programmed
intervals. The system is designed to contain three major
areas of functionality: first, the wireless sensor network that
will provide the system with the part per million reading of
the room’s carbon dioxide. Second, this information is
passed through a wireless access point and gets dumped on
a server machine. Third, the serversidestoresandprocesses
this data. The server side contains user interface and
notification system functionalities. This system can visibly
reduce impaired cognition among employees of an office
building or increase the learning capacity of students in a
school classroom. Thus when productivity of people is
increased naturally the organization gets benefits.
F Nugroho et al. (2017) [10] has implemented a prototypeof
kitchen security system using Internetof Things.Thesystem
is designed using 4 types of sensors and Arduino UNO. DHT
11 sensor is used to monitor temperature and humidity, IR
Flames sensor is used to detect fire, MQ-135 sensors are
used to detect gas leakage, and PIR sensors are used to
detect human activities in the kitchen. The sensors output is
then connected to the Arduino which will control the relay.
The relay acts as a fan switch in the event of a gas leak,
uncontrolled fire and excessivetemperatureincrease.Under
these conditions, Arduino will also turn on thealarmandthe
led, and send information to the server.
J.DAMODHAR et al. (2016) [11]haspresenteda Raspberrypi
based kitchen monitoring systemthroughwebpage with WI-
FI based technology. He has designed and implemented a
compact wireless sensor network with internet capability.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 01 | Jan 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 940
The system can monitor the status of kitchen andsendemail
and/or an alert SMS via GSM network automaticallytousers.
The system has the capability to control through internet,
where the subject of received email is read by the developed
algorithm fed into Raspberry pi and then the system
responds to the corresponding instruction with high
security. The user can directly log in and interact with the
embedded device in real time without the need to maintain
an additional server. In the proposed system, kitchen
parameters such as gas leakage, fire, light intensity and LPG
gas weight age can be monitored and also controlled by the
modules. When gas will be detected exhaust fan ON
automatically to send gas outside and also when fire will be
detected AC motor will be ON to sprinkle the water to
remove the fire. This all information will be sent to the
concerned authority via GSM and also Email.
4. CONCLUSION
Different approaches of home automation are presented in
this paper for smart kitchen andhomesecurity.Eachmethod
has its own advantages and disadvantages. We cannot say
that which method is best for home automation and which
gives best security. New technology can still improve the
efficiency of smart homes.
REFERENCES
[1] S. Li, L. Da Xu, and S. Zhao, “The internet of things: a
survey,” Inf. Syst. Front., 2015,doi:10.1007/s10796-
014-9492-7.
[2] M. Alaa, A. A. Zaidan, B. B. Zaidan, M. Talal, and M. L.
M. Kiah, “A review of smart home applications based
on Internet of Things,” Journal of Network and
Computer Applications. 2017, doi:
10.1016/j.jnca.2017.08.017.
[3] M. M. Hossain, M. Fotouhi, andR.Hasan,“Towardsan
Analysis of Security Issues, Challenges, and Open
Problems in the Internet of Things,” in Proceedings -
2015 IEEE World Congress on Services, SERVICES
2015, 2015, doi: 10.1109/SERVICES.2015.12.
[4] M. L. Sharma, S. Kumar, and N.Mehta,“SMARTHOME
SYSTEM USING IOT,” Int. Res. J. Eng. Technol., 2017.
[5] R. K. Kodali, V. Jain, S. Bose, and L. Boppana, “IoT
based smart security and home automation system,”
in Proceeding - IEEE International Conference on
Computing, Communication and Automation, ICCCA
2016, 2017, doi: 10.1109/CCAA.2016.7813916.
[6] J. Maato, E. Mwangi, and P. M., “A Low Cost Computer
based Fingerprint Security System for Restricted
Access Control Automation using LabVIEW,” Int. J.
Comput. Appl., 2017, doi: 10.5120/ijca2017913670.
[7] S. Venkatesan, A. Jawahar, S. Varsha, and N. Roshne,
“Design and implementation of an automated
security system using Twilio messaging service,” in
Proceeding of 2017 International Conference on
Smart Cities, Automation and Intelligent Computing
Systems, ICON-SONICS 2017, 2017, doi:
10.1109/ICON-SONICS.2017.8267822.
[8] J. Esquiagola, M. Manini, A. Aikawa, L. Yoshioka, and
M. Zuffo, “Monitoring Indoor Air QualitybyusingIoT
Technology,” in Proceedings of the 2018 IEEE 25th
International Conference on Electronics, Electrical
Engineering and Computing, INTERCON 2018,2018,
doi: 10.1109/INTERCON.2018.8526380.
[9] P. Srivatsa and A. Pandhare, “Indoor Air Quality: IoT
Solution,” Int. J. Res. Advent Technol., 2016.
[10] F. Nugroho and A. B. Pantjawati, “Automation and
Monitoring Smart Kitchen Based on Internet of
Things (IoT),” in IOP Conference Series: Materials
Science and Engineering, 2018, doi: 10.1088/1757-
899X/384/1/012007.
[11] H. A.-S. Abdullah Alghadeir, “Smart Airport
Architecture Using Internet of Things,” Int. J. Innov.
Res. Comput. Sci. Technol., 2016.

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IRJET- Home Automation using IoT: Review

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 01 | Jan 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 938 Home Automation Using IOT: Review Arif Ali1, Dr. Parma Nand2 1M.Tech Scholar, Department of Computer Science and Engineering, Sharda University, Uttar Pradesh, India 2Dean, Department of Computer Science and Engineering, Sharda University, Uttar Pradesh, India ----------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – Internet of Things plays a vital role in home automation techniques and security system. In home automation the user can control the home applianceswiththe help of his/her smart phone. That help physically disabled person to be independent and to be secure. Internet of Things (IOT) is widely used all over the world nowadays; The IoT offers huge potential for enhancement of various applications such as: Smart homes, Healthcare Monitoring, Industrial Internet, Security, and Energy Engagement etc. The construction of ordinary homes into “smart homes” has seena rise in last few years. Using IOT in homes helps to save energy consumption and Automate home appliances using mobile phones. In this paper a brief overview of different techniques and experiments done on IoT based Smart Homesandsecurity system is presented. Key Words: Smart Home Security System, GSM, SMS, multi sensor, theft alarm, Home automation, voice activated system. 1. INTRODUCTION In recent years, Internet has grown rapidly and changed human's life by providing better connectivity and communication. The Internet technology can be extended to connect objects that are used in day to day life. This expansion of internet services is called Internet of Things (IoT)[1]. Unintentionally, a lot of power is wastedawayondailybasis. Sometimes TV and/or lights are left on while sleeping. This increases the amount of energy we are consuming and generates a lot for the electricity bill. Besides, it gives no warning while we are using the electricity, so that we just overuse the electricity without noticing about it. Home automation is the method of using devices and programming through a network to access home appliances for better life and for physical disabilities and the older persons. It helps in reducing human efforts and interaction as much as possible and use programs to perform those tasks. Most of the smart home systems use wireless technology like internet, radio frequency and Bluetooth to communication betweenthe controllersandreceivers.Users can send commands and control thesmarthomesystems via computers, smartphones and pre-built programming codes. Security in homes is also a major concern nowadays; securing homes using IoT is widely implemented. A secured smart home should keep the home safe from theft and external dangers that includes house fire and LPG gas leakage. Mostly, the home appliances and gadgets are connected to specific sensors, which reduce human labor and physical work, by sensing and proactivelyresponding to their needs, automatically[2]. A Home Security System provides security and safety for a home, by alarming the home inmates from theft, burglary, natural adversity and miss-happenings such as fire accident,gasleakageetc.Inthis paper, we aim to discuss related technologies[3]. 2. ARCHITECTURE OF INTERNET OF THINGS Architecture of internetOfThingscontains basically4layers:  Application Layer  Gateway and the network layer  Management Service layer  Sensor layer 2.1 APPLICATION LAYER:  Lowest Abstraction Layer  With sensors we are creating digital nervous system.  Incorporated to measure physical quantities  Interconnects the physical and digital world  Collects and process the real time information 2.2 GATEWAY AND THE NETWORK LAYER:  Robust and High performance network infrastructure.  Supports the communication requirements for latency, bandwidth or security.  Allows multiple organizations to share and use the same network independently. 2.3 MANAGEMENT LAYER:  Capturing of periodic sensory data.  Data Analytics (Extracts relevant information from massive amount of raw data).  Streaming Analytics (Process real time data).  Ensures security and privacy of data.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 01 | Jan 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 939 2.4 SENSOR LAYER:  It provides a user interface for using IoT.  Different applications for various sectors like Transportation, Healthcare, Agriculture, Supply chains, Government, Retail etc. 3. LITERATURE SURVEY M L Sharma1 et al. (2017) [4] has developed a home automation system that interfaces with Android mobile devices. That mobile device and system can communicate with each other via Wi-Fi. The proposed Home Automation System enhances mobility and supports monitoring and control of devices from any remote location within Wi-Fi range. Being a simple and user friendly application it serves as an application of great help to the old aged or physically disabled people. User can select the option, which switch he/she wants to switch ON/OFF or set timer from their Androidsmartphone Application. This command goes to the Wi-Fi module. Wi-Fi modules transmitter convert it into signals and send that command to the receiver of the Arduino Uno microcontroller, then controller activatesthatparticularI/O pin on the board and send input to the Relay. After receiving current, it generates electromagnetic field in coil and passes the 12V current to switch ON the light. Ravi Kishore Kodali et al. (2016) [5] has built a smart wireless home security system which sends alerts to the owner by using Internet in case of any trespassandraises an alarm optionally. The difficulty faced by current home security/surveillance systems in providing information pertaining to the situation to users while being away from home is tried to overcome in thisproject.PIR motionsensors are installed at the entrances of a building. These sensors as explained earlier detect the motion of human beings. This signal which detects their presence becomes the input trigger for the micro-controller. Theowner, whomayormay not be present in that building, will be receiving a voice call on his mobile phone. Jared Maato et al. (2017) [6] has developed a prototype of a computer based fingerprint door access control. The main components include a low-cost SM630 fingerprint verification module, a personal computer and a relay- operated electromagnetic lock. The system performs training and verification using a LabVIEW program in conjunction with the SM630 fingerprint readermodule. The verification result is passed onto the electromagneticlock to grant physical access to a restricted area. The system has an additional feature of capturing an imposter image. This isan important tool in carrying out security analysis. Supreeta et al. (2017) [7] has developed an IoT Based security system for homes, banks, offices etc. This sendstext message to user as well as his neighbor if fire or theft detected. This system also uses a camera to capture the picture of intruder, which makes it moreefficientthanCCTV. Twilio platform is used to send text alert in case of fire and theft detected. This platform is better than GSM module because this platform costs less than SMS rates of various networks, which makes it economical. J. Esquiagola et al. (2018) [8] has implemented an IoT platform for monitoring indoor airquality.Hehasdeveloped a custom hardware, firmware and software regarding to present a complete solution from specification until visualization of results. This solution uses theCoAPprotocol to perform the communication between devices and follow the Web of things paradigm. Three main hardwaremodules: Gateway, border router and sensor nodes. The Gateway performs the requests to collect data from sensors. It also stores all data in a local database and can execute some preprocessing tasks. The second component is the border router which establishes the communication between the gateway and the sensor nodes. Advanced sensor technologies were used to obtain accurate results of the parameters which affect the indoor air quality. Prajwala Srivatsa et al. (2017) [9] gives a proposal for addressing the issue of indoor air quality using the internet of things communication model. The effect of low moderate levels of carbon dioxide on the occupants on the indoor space is presented. The system when deployed will monitor the carbon dioxide levels in the room in real time and continue collecting data periodically in programmed intervals. The system is designed to contain three major areas of functionality: first, the wireless sensor network that will provide the system with the part per million reading of the room’s carbon dioxide. Second, this information is passed through a wireless access point and gets dumped on a server machine. Third, the serversidestoresandprocesses this data. The server side contains user interface and notification system functionalities. This system can visibly reduce impaired cognition among employees of an office building or increase the learning capacity of students in a school classroom. Thus when productivity of people is increased naturally the organization gets benefits. F Nugroho et al. (2017) [10] has implemented a prototypeof kitchen security system using Internetof Things.Thesystem is designed using 4 types of sensors and Arduino UNO. DHT 11 sensor is used to monitor temperature and humidity, IR Flames sensor is used to detect fire, MQ-135 sensors are used to detect gas leakage, and PIR sensors are used to detect human activities in the kitchen. The sensors output is then connected to the Arduino which will control the relay. The relay acts as a fan switch in the event of a gas leak, uncontrolled fire and excessivetemperatureincrease.Under these conditions, Arduino will also turn on thealarmandthe led, and send information to the server. J.DAMODHAR et al. (2016) [11]haspresenteda Raspberrypi based kitchen monitoring systemthroughwebpage with WI- FI based technology. He has designed and implemented a compact wireless sensor network with internet capability.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 01 | Jan 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 940 The system can monitor the status of kitchen andsendemail and/or an alert SMS via GSM network automaticallytousers. The system has the capability to control through internet, where the subject of received email is read by the developed algorithm fed into Raspberry pi and then the system responds to the corresponding instruction with high security. The user can directly log in and interact with the embedded device in real time without the need to maintain an additional server. In the proposed system, kitchen parameters such as gas leakage, fire, light intensity and LPG gas weight age can be monitored and also controlled by the modules. When gas will be detected exhaust fan ON automatically to send gas outside and also when fire will be detected AC motor will be ON to sprinkle the water to remove the fire. This all information will be sent to the concerned authority via GSM and also Email. 4. CONCLUSION Different approaches of home automation are presented in this paper for smart kitchen andhomesecurity.Eachmethod has its own advantages and disadvantages. We cannot say that which method is best for home automation and which gives best security. New technology can still improve the efficiency of smart homes. REFERENCES [1] S. Li, L. Da Xu, and S. Zhao, “The internet of things: a survey,” Inf. Syst. Front., 2015,doi:10.1007/s10796- 014-9492-7. [2] M. Alaa, A. A. Zaidan, B. B. Zaidan, M. Talal, and M. L. M. Kiah, “A review of smart home applications based on Internet of Things,” Journal of Network and Computer Applications. 2017, doi: 10.1016/j.jnca.2017.08.017. [3] M. M. Hossain, M. Fotouhi, andR.Hasan,“Towardsan Analysis of Security Issues, Challenges, and Open Problems in the Internet of Things,” in Proceedings - 2015 IEEE World Congress on Services, SERVICES 2015, 2015, doi: 10.1109/SERVICES.2015.12. [4] M. L. Sharma, S. Kumar, and N.Mehta,“SMARTHOME SYSTEM USING IOT,” Int. Res. J. Eng. Technol., 2017. [5] R. K. Kodali, V. Jain, S. Bose, and L. Boppana, “IoT based smart security and home automation system,” in Proceeding - IEEE International Conference on Computing, Communication and Automation, ICCCA 2016, 2017, doi: 10.1109/CCAA.2016.7813916. [6] J. Maato, E. Mwangi, and P. M., “A Low Cost Computer based Fingerprint Security System for Restricted Access Control Automation using LabVIEW,” Int. J. Comput. Appl., 2017, doi: 10.5120/ijca2017913670. [7] S. Venkatesan, A. Jawahar, S. Varsha, and N. Roshne, “Design and implementation of an automated security system using Twilio messaging service,” in Proceeding of 2017 International Conference on Smart Cities, Automation and Intelligent Computing Systems, ICON-SONICS 2017, 2017, doi: 10.1109/ICON-SONICS.2017.8267822. [8] J. Esquiagola, M. Manini, A. Aikawa, L. Yoshioka, and M. Zuffo, “Monitoring Indoor Air QualitybyusingIoT Technology,” in Proceedings of the 2018 IEEE 25th International Conference on Electronics, Electrical Engineering and Computing, INTERCON 2018,2018, doi: 10.1109/INTERCON.2018.8526380. [9] P. Srivatsa and A. Pandhare, “Indoor Air Quality: IoT Solution,” Int. J. Res. Advent Technol., 2016. [10] F. Nugroho and A. B. Pantjawati, “Automation and Monitoring Smart Kitchen Based on Internet of Things (IoT),” in IOP Conference Series: Materials Science and Engineering, 2018, doi: 10.1088/1757- 899X/384/1/012007. [11] H. A.-S. Abdullah Alghadeir, “Smart Airport Architecture Using Internet of Things,” Int. J. Innov. Res. Comput. Sci. Technol., 2016.