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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2166
IOT BASED MULTISENSORY SYSTEM TO ENHANCE RAILWAY SAFETY
Mr.P. Joshva Premkumar., Mrs. Ruby Priyadharshini
1Asst Professor, Department of Computer Science, Voorhees College, Vellore, TamilNadu.
2Asst Professor, Department of Computer Science, Voorhees College, Vellore, TamilNadu.
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Due to the continuous development of the high
speed railway lines and the growth of automatic systems, it is
becoming more and more necessary to install safety elements
to prevent accidents. For that purpose, this project proposes
the design of a multisensory system, which consist of infrared
(IR) and ultrasonic (US) sensors, which are placedatopposing
sides of the railway tracks, respectively, in order to establish
optical and acoustic links between them. When the train
arrives at the particular location then the details about that
train will be given from the database. Now, check the train
details, if match then and only then, the parameters will be
measured and the speed of train regardingtothatparameters
will be sent to the loco pilots display. In the parameters, this
project measures the rainfall in mm, temperature, fog,
humidity and route vibrations. Also, the time required that
present train to pass that location will be measured. On the
basis of these all parameters, the allowable speed of the train
at that particular location will be sent to the loco pilot. In
addition, all these information will be sent to the database.
Now, information about train will be sent to another train
which will be next arrived at that location. If there is any
change in parameters, then according to that parameters
allowable speed of train will send to that trains loco pilot.
Overall, it can be stated that the aim of this article is to
provide a detailed examination of the state-of-the-art of
different technologies and services that will revolutionize the
railway industry and will allow for confronting today
challenges.
I. INTRODUCTION
The future of the railway industry is expected to rely upon
smart transportation systems that leverage technologies
over a large rail network infrastructure to reduce its life-
cycle cost. New services,such as integrated security, asset
management, and predictive maintenance, are expected to
improve timely decision-making for issues like safety,
scheduling, and system capacity. Smart railways representa
combination of interconnected technological solutions and
components, as well as modern transportation
infrastructure like automatic ticketing systems, digital
displays, and smart meters.Likewise, these systems require
seamless high data rate wireless connectivityandintegrated
software solutions to optimize the usage of assets, from
tracks to trains, to meet the ever-growing demand for
energy-efficient and safer services. The drivingfactorsofthe
smart railways are expected to enforce the growth of the
industry. These factors include the increasing importance of
sustainability, government regulations, demographics (i.e.,
growing traffic of passengers and freight, aging population,
and rapid urbanization),macroeconomics(i.e.,limitedpublic
funding and government deficit, government initiatives and
partnership models), microeconomics (i.e., price sensitivity,
demands for an improved passenger experience,
stakeholders interests), the growing importance of smart
cities, the incredible pace of telecommunications and
technological change, and the need for mobility.Many
approaches can be pursued in order to improve information
delivered by a sensor system. A signal processing based on
the modeling of the sensor characteristic can be used in
order to reduce undesired effects influencing the sensor
signal. In this case we deal with an inverse reconstruction
problem in which the measured quantity is calculated using
a priori knowledge, e. g. collected during calibration
processes. A further approachistomodel thedependence on
a steering quantity and to solve the corresponding inverse
identification problem. In this case a set of sensor operating
points are available at the same value of the measured
quantity permitting new possibilities for improving sensory
information. This kind of sensorsystemscanbecalledvaried
input sensor (VIS) and closes the gapbetweensinglesensors
and multi sensor systems. Multi-sensor systems reachmany
advantages through integration of redundant and diverse
sensor signals in order to achieve advantages, such as a
better accuracy, a higher reliability or a better dynamic
response.
2 LITERATURE REVIEW:
An automatic train protection is one that helps to anticipate
collisions with speed restrictions and applying brakes. To
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2167
boost the system availableness inside the on the market the
web of Things may be a system that permits varied physical
devices, sensible devices, vehicles additionallyreferredtoas
connected devices that are interconnected with each other
via internet. IoT consists of varied softwares, sensors that
enables to collect and exchange data. It enables the
connected devices to collect data and exchange them. IoT
creates direct communication of the existing physical world
into the computer systems. IoT provides the aptitude that
allows the objects to be remotely monitored, controlled and
sensed across the network due to which there is improved
efficiency, accuracy, less human intervention and a lot of
dependability as a result there are economic advantages
likewise The factor word employed in IoT can be Associate
in Nursing object that have the power to gather and transfer
data over a network while not manual intervention or help.
Internet of things will connect completely different devices
that are embedded in numerous systems to the net. These
devices are appointed IP addresses to unambiguously
establish them. Eg. Automobiles with inbuiltsensorstotrace
their location. The property then helps North American
nation capture additional information from additional
places, guaranteeing additional ways in which of
skyrocketing potency and up safety and IoT security. The
organizations can be benefitted a lot by IoT as they can help
them in improved process efficiency,utilizationofassetsand
productivity. With the ability to connect various devices or
objects using sensors and connectivity, they can prove to be
beneficial from real timeinsightsandanalytics.,whichwould
help them make smarter decisions.
Three wireless access modes can be enabled to provide
good coverage inside the cars:
•Direct transmission from the Base Station (BS). The
problem in this mode is that the signal from the BS has to
penetrate into the car, what derives in a loss of up to 24 dB
that needs to be compensated by incrementing the
transmission power and the receiver sensitivity.
•Use of in-car repeaters. The signalsfromtheBSarereceived
by an on-vehicle transceiver, which forwards them to a
micro-base or to a Wi-Fi signal repeater. Note that this
scheme increases the signal power through repeaters, but
these additional devices increase the communications delay
significantly. For this reason, a topic under research is the
design and implementation of transmission schemes that
offer good coverage for repeaters at high speeds.
•Two-hop access mode. In this mode the transmission
requires first to travel from the BS to the antennas located
on top of the train, and then to the receiver placed inside the
train. This approach usually avoids the penetration losses
related to a direct transmission from the BS. Nevertheless,it
is worth noting that, since high frequency bands have large
attenuations and path losses, its use may derive in a limited
coverage.
3. IOT
The edifice wherever I even have a reservation is aware of I
am returning and also the approximate time of my arrival as
a result of I even have allowed Apple and Google to trace my
location. It also knows that I am hot and sweaty frommytrip
because of the temperature and moisture sensors that are
part of my smart watch. The bedroom i'll keepinispresently
dormant (no lights, drapes closed, the temperature is at
optimized dormant levels). Upon my arrival, the valet is
aware of it's Pine Tree State. He opens my door and also the
automobile adjusts the seat as a result of it detects the valet.
My preference is to hold my very own bag, thus I am not
accosted by the supervisor. Once in proximity of the edifice
lobby, a secure key app is on the market on my smart phone.
By the time I reach the elevator, thespacetemporaryworker
has adjusted to coincide with my smart watch sensors. The
light level, music and privacy settings are to my necessities.
Because I am hot and perspiring the space conjointly
prepares quandary for a shower I’ll most likely take when
getting in the space. As I approach, the secure key app
unlocks the space door. Once settled for the night, {the room
the space the are} detects the lights are clothed, it changes
the temperature setting to my sleep preferences.
Communication Systems in Railway ScenariosRailway lines
can be categorized mainly into one of four classes: urban,
urban/inter-city, inter-cityand/orhigh-speed.Itisnecessary
to analyze lines or networks separately, given that their
differencesmay have impact on their requirements .
Furthermore, railwaycommunicationsystemscanbedivided
into three main application groups: safety and control,
operator, and customeroriented networks. In this Section,
the communications in the most representative railway
scenarios(Figure 2) are described: train-to-infrastructure
communications, inter-car communications, intra-
carcommunications, communications inside the station,
infrastructure-to-infrastructure communications, and
wireless sensor networks. In the following subsections,
future directions of wireless systems inrailways are
addressed.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2168
In this situation, each space during this explicit edifice chain
has multiple sensors and actuators. Every rental car has
multiple sensors and actuators. I am sporting multiple
sensors and actuators, like a watch vibration for alerts.
When a train begins its operation, it needs to perform self-
diagnosis to ensure initial safety control. When it is in
operation (in driving), various types of IoT sensors for
monitoring collectdata toproactivelyperformsafetycontrol.
Interior IoT sensors, suchashumiditysensorandfiresensor,
for regular monitoring can take constant orclosetoconstant
data collection rates. Communication network within a
vehicle can be formed in a combination of wired and
wireless connections of IoT sensors. Some of the IoT sensor
data are utilized for actuators without data transmission to
external network and other data collected from sensors are
transmitted to external network. To deliver the IoT sensor
data in an orderly manner, a single or multiple gatewaysofa
train to outside communication networks. The all collected
data in sensors are transmitted tocloudserverthrough node
MCU. This architecture is beneficial when the number of
sensors is large and coverage of whole sensor network is
also large to some extent. Channel access for IoT sensor
network can be prioritized according to data type and the
priority of sensor data depends on situation even when they
are obtained from the same sensor.Safety-critical IoTsensor
data can be immediatelytransmittedtothe external network
by assigning a higher priority in contention or special time
slots or even a separate gateway. In transmitter side all the
data istransmitted to receiver thing speak server and it
shows the data in LCD to the railway pilot.
1. Proposed System Architecture for transmitter
4. TRAIN-TO-INFRASTRUCTURE CONNECTION
This scenario requires two types of links among the Access
Point (AP) transceivers located in the train and the fixed
network infrastructure. These links must be bidirectional,
with high data rates and latencies lower than 100 ms while
travelling at speeds up to 350 km/h or even higher. Jointly
with an availability of 98–99% mandatory to comply with
Reliability, Availability, Maintainability and Safety (RAMS)
requirements. Several works exist in theliteraturerelated to
the characterization of train-to-ground wireless links .
Generally,train-to-infrastructuresystemscommunicate with
wayside units using GSM-R or can cause in GSM-R has been
analyzed exhaustively in the literature. Furthermore, in the
case of high-speed scenarios, Wang et al. presenta survey on
channel measurements and models. Infrastructures are
connected in real-time and require bidirectional links with
high data rates and low latencies. The information is
transferred between the cameras or the IoT infrastructure
and the APs deployed on the trains, stations, platforms, and
the wayside along rail tracks.
6. CONCLUSION
In this paper, a configuration is planned that may avoid the
accidents that may be caused thanks to the broken tracks.
Since with the enlargement of railways and large increase in
variety of trains the main drawback rising is that the
maintenance of the tracks. With the upper frequency of
trains running on tracks the possibilities of developing
damages within the tracks are terriblyhigh.Solelybetting on
manual work is time taken and typically may also be life
risky. Also with the restricted variety of workers it's terribly
tough to spot the matter and solve it in restricted time. Since
the railway networks are terribly wide swollen with
restricted manpower so the possibilities are terribly high
that tracks fractures might get forgotten. If these harm gets
unheeded then a serious mishap might occur. IoT and cloud
computing are 2 major advancements within thetechnology
that may facilitate solve this drawback. This technologyisn't
solely reliable however conjointly value effective as
compared to manual expenses. Since this technology would
cost a good amount therefore it can be implemented in the
regions where the train frequency is very high as they are
very prone to develop fractures. For example in Cities. In
rural areas where trains frequency is very less and thus
chances of rail fracture is very low, manual work may
success.
REFERENCES
[1] Gautam S, Nemade S, Sakla T. Simulation of an
anticollisionsystem for railwaysonsametrack.International
Journal of Engineering and Technology(IJST). 2010;
2(9):483237.
[2] Senthil Kumar P, Nadira Banu AR Kamal. Optimal
Integrity PolicyforEncryptedData usingCloudComputingin
Secure Storage. Indian Journal of Science and Technology
(IJST). 2016 March; 9(11):110
[3] John Livingston J, Umakeshwari A. Internet of Things
(IoT) Application using IP address enabled Sensor Nodeand
Web Server. Indian Journal of ScienceandTechnology(IJST).
2015 May; 8(S9):20712.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2169
[4] A Noureldin, et al., “PerformanceEnhancementofMEMS-
Based INS/GPS Integration for Low-Cost Navigation
Applications”, IEEE Trans. V.T., vol. 58, no. 3,pp.1077-1096,
Mar. 2009.
[5] M Malvezzi, et al., “A localization algorithm for railway
vehicles based on sensor fusion between tachometers and
inertial measurement units”, Proc. of Inst. Mecha. Engine.
Part F: Journal of Rail and Rapid Transit, vol.228, no.4,
pp.431-448, Apr. 2013. Val, I.; Arriola, A.;
6. Lehner, A.; Rico García, C.; Strang, T. On the performance
of TETRA DMO short data service in railway VANETs. Wirel.
Pers. Commun. 2013, 69, 1647–1669.
7. Van Den Abeele, D.; Berbineau, M.;Wahl, M. Procede de
Transfert de Donnees D’alerte Entre un VehiculeFerroviaire
en Panne et un Centre de Controle, Dispositif Associe.
International Patents WO2010125321 A1, 4 November
2010.
8. Aguirre, E.; López-Iturri, P.; Azpilicueta, L.; Falcone, F.
Characterization of wireless channel response in in-vehicle
environments. In Proceedings of the 2014 14th
MediterraneanMicrowaveSymposium,Marrakech,Morocco,
12–14 December 2014; pp. 1–4.
9. Elhillali, Y.; Tatkeu, C.; Deloof, P.; Sakkila, L.; Rivenq, A.;
Rouvaen, J.M. Enhanced high data rate communication
system using embedded cooperative radar for intelligent
transports systems. Transp. Res. Part C Emerg. Technol.
2010, 18, 429–439.
10. Ms.Arunkumari.G 3 Ms. A. Sivasankari 1 , Ms. P.Bhuvana
2, Cloud ComputingAmbianceUsingSecludedAccessControl
Method, International Research Journal of Engineering and
Technology (IRJET),1054 to 1058.
11. Mrs.G Sangeetha Lakshmi 2 and Ms. A. Siva Sankari3Ms.
G. Arun kumari 1Task Oriented & Arrangement On Low
Power Consumption In Mobile Cloud Computing Using
Supply Detection Algorithm, International Research Journal
of Engineering and Technology (IRJET), 156-163.
12. Mrs.G Sangeetha Lakshmi 2 and Ms. A. Siva Sankari3Ms.
G. Arun kumari 1, Recent Advancements and Future
Challenges in Submarine Acoustic System Using Sensor and
Resource Innovation Algorithm, International Journal For
Research In Emerging Science And Technology, 77 to 84.

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  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2166 IOT BASED MULTISENSORY SYSTEM TO ENHANCE RAILWAY SAFETY Mr.P. Joshva Premkumar., Mrs. Ruby Priyadharshini 1Asst Professor, Department of Computer Science, Voorhees College, Vellore, TamilNadu. 2Asst Professor, Department of Computer Science, Voorhees College, Vellore, TamilNadu. ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Due to the continuous development of the high speed railway lines and the growth of automatic systems, it is becoming more and more necessary to install safety elements to prevent accidents. For that purpose, this project proposes the design of a multisensory system, which consist of infrared (IR) and ultrasonic (US) sensors, which are placedatopposing sides of the railway tracks, respectively, in order to establish optical and acoustic links between them. When the train arrives at the particular location then the details about that train will be given from the database. Now, check the train details, if match then and only then, the parameters will be measured and the speed of train regardingtothatparameters will be sent to the loco pilots display. In the parameters, this project measures the rainfall in mm, temperature, fog, humidity and route vibrations. Also, the time required that present train to pass that location will be measured. On the basis of these all parameters, the allowable speed of the train at that particular location will be sent to the loco pilot. In addition, all these information will be sent to the database. Now, information about train will be sent to another train which will be next arrived at that location. If there is any change in parameters, then according to that parameters allowable speed of train will send to that trains loco pilot. Overall, it can be stated that the aim of this article is to provide a detailed examination of the state-of-the-art of different technologies and services that will revolutionize the railway industry and will allow for confronting today challenges. I. INTRODUCTION The future of the railway industry is expected to rely upon smart transportation systems that leverage technologies over a large rail network infrastructure to reduce its life- cycle cost. New services,such as integrated security, asset management, and predictive maintenance, are expected to improve timely decision-making for issues like safety, scheduling, and system capacity. Smart railways representa combination of interconnected technological solutions and components, as well as modern transportation infrastructure like automatic ticketing systems, digital displays, and smart meters.Likewise, these systems require seamless high data rate wireless connectivityandintegrated software solutions to optimize the usage of assets, from tracks to trains, to meet the ever-growing demand for energy-efficient and safer services. The drivingfactorsofthe smart railways are expected to enforce the growth of the industry. These factors include the increasing importance of sustainability, government regulations, demographics (i.e., growing traffic of passengers and freight, aging population, and rapid urbanization),macroeconomics(i.e.,limitedpublic funding and government deficit, government initiatives and partnership models), microeconomics (i.e., price sensitivity, demands for an improved passenger experience, stakeholders interests), the growing importance of smart cities, the incredible pace of telecommunications and technological change, and the need for mobility.Many approaches can be pursued in order to improve information delivered by a sensor system. A signal processing based on the modeling of the sensor characteristic can be used in order to reduce undesired effects influencing the sensor signal. In this case we deal with an inverse reconstruction problem in which the measured quantity is calculated using a priori knowledge, e. g. collected during calibration processes. A further approachistomodel thedependence on a steering quantity and to solve the corresponding inverse identification problem. In this case a set of sensor operating points are available at the same value of the measured quantity permitting new possibilities for improving sensory information. This kind of sensorsystemscanbecalledvaried input sensor (VIS) and closes the gapbetweensinglesensors and multi sensor systems. Multi-sensor systems reachmany advantages through integration of redundant and diverse sensor signals in order to achieve advantages, such as a better accuracy, a higher reliability or a better dynamic response. 2 LITERATURE REVIEW: An automatic train protection is one that helps to anticipate collisions with speed restrictions and applying brakes. To
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2167 boost the system availableness inside the on the market the web of Things may be a system that permits varied physical devices, sensible devices, vehicles additionallyreferredtoas connected devices that are interconnected with each other via internet. IoT consists of varied softwares, sensors that enables to collect and exchange data. It enables the connected devices to collect data and exchange them. IoT creates direct communication of the existing physical world into the computer systems. IoT provides the aptitude that allows the objects to be remotely monitored, controlled and sensed across the network due to which there is improved efficiency, accuracy, less human intervention and a lot of dependability as a result there are economic advantages likewise The factor word employed in IoT can be Associate in Nursing object that have the power to gather and transfer data over a network while not manual intervention or help. Internet of things will connect completely different devices that are embedded in numerous systems to the net. These devices are appointed IP addresses to unambiguously establish them. Eg. Automobiles with inbuiltsensorstotrace their location. The property then helps North American nation capture additional information from additional places, guaranteeing additional ways in which of skyrocketing potency and up safety and IoT security. The organizations can be benefitted a lot by IoT as they can help them in improved process efficiency,utilizationofassetsand productivity. With the ability to connect various devices or objects using sensors and connectivity, they can prove to be beneficial from real timeinsightsandanalytics.,whichwould help them make smarter decisions. Three wireless access modes can be enabled to provide good coverage inside the cars: •Direct transmission from the Base Station (BS). The problem in this mode is that the signal from the BS has to penetrate into the car, what derives in a loss of up to 24 dB that needs to be compensated by incrementing the transmission power and the receiver sensitivity. •Use of in-car repeaters. The signalsfromtheBSarereceived by an on-vehicle transceiver, which forwards them to a micro-base or to a Wi-Fi signal repeater. Note that this scheme increases the signal power through repeaters, but these additional devices increase the communications delay significantly. For this reason, a topic under research is the design and implementation of transmission schemes that offer good coverage for repeaters at high speeds. •Two-hop access mode. In this mode the transmission requires first to travel from the BS to the antennas located on top of the train, and then to the receiver placed inside the train. This approach usually avoids the penetration losses related to a direct transmission from the BS. Nevertheless,it is worth noting that, since high frequency bands have large attenuations and path losses, its use may derive in a limited coverage. 3. IOT The edifice wherever I even have a reservation is aware of I am returning and also the approximate time of my arrival as a result of I even have allowed Apple and Google to trace my location. It also knows that I am hot and sweaty frommytrip because of the temperature and moisture sensors that are part of my smart watch. The bedroom i'll keepinispresently dormant (no lights, drapes closed, the temperature is at optimized dormant levels). Upon my arrival, the valet is aware of it's Pine Tree State. He opens my door and also the automobile adjusts the seat as a result of it detects the valet. My preference is to hold my very own bag, thus I am not accosted by the supervisor. Once in proximity of the edifice lobby, a secure key app is on the market on my smart phone. By the time I reach the elevator, thespacetemporaryworker has adjusted to coincide with my smart watch sensors. The light level, music and privacy settings are to my necessities. Because I am hot and perspiring the space conjointly prepares quandary for a shower I’ll most likely take when getting in the space. As I approach, the secure key app unlocks the space door. Once settled for the night, {the room the space the are} detects the lights are clothed, it changes the temperature setting to my sleep preferences. Communication Systems in Railway ScenariosRailway lines can be categorized mainly into one of four classes: urban, urban/inter-city, inter-cityand/orhigh-speed.Itisnecessary to analyze lines or networks separately, given that their differencesmay have impact on their requirements . Furthermore, railwaycommunicationsystemscanbedivided into three main application groups: safety and control, operator, and customeroriented networks. In this Section, the communications in the most representative railway scenarios(Figure 2) are described: train-to-infrastructure communications, inter-car communications, intra- carcommunications, communications inside the station, infrastructure-to-infrastructure communications, and wireless sensor networks. In the following subsections, future directions of wireless systems inrailways are addressed.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2168 In this situation, each space during this explicit edifice chain has multiple sensors and actuators. Every rental car has multiple sensors and actuators. I am sporting multiple sensors and actuators, like a watch vibration for alerts. When a train begins its operation, it needs to perform self- diagnosis to ensure initial safety control. When it is in operation (in driving), various types of IoT sensors for monitoring collectdata toproactivelyperformsafetycontrol. Interior IoT sensors, suchashumiditysensorandfiresensor, for regular monitoring can take constant orclosetoconstant data collection rates. Communication network within a vehicle can be formed in a combination of wired and wireless connections of IoT sensors. Some of the IoT sensor data are utilized for actuators without data transmission to external network and other data collected from sensors are transmitted to external network. To deliver the IoT sensor data in an orderly manner, a single or multiple gatewaysofa train to outside communication networks. The all collected data in sensors are transmitted tocloudserverthrough node MCU. This architecture is beneficial when the number of sensors is large and coverage of whole sensor network is also large to some extent. Channel access for IoT sensor network can be prioritized according to data type and the priority of sensor data depends on situation even when they are obtained from the same sensor.Safety-critical IoTsensor data can be immediatelytransmittedtothe external network by assigning a higher priority in contention or special time slots or even a separate gateway. In transmitter side all the data istransmitted to receiver thing speak server and it shows the data in LCD to the railway pilot. 1. Proposed System Architecture for transmitter 4. TRAIN-TO-INFRASTRUCTURE CONNECTION This scenario requires two types of links among the Access Point (AP) transceivers located in the train and the fixed network infrastructure. These links must be bidirectional, with high data rates and latencies lower than 100 ms while travelling at speeds up to 350 km/h or even higher. Jointly with an availability of 98–99% mandatory to comply with Reliability, Availability, Maintainability and Safety (RAMS) requirements. Several works exist in theliteraturerelated to the characterization of train-to-ground wireless links . Generally,train-to-infrastructuresystemscommunicate with wayside units using GSM-R or can cause in GSM-R has been analyzed exhaustively in the literature. Furthermore, in the case of high-speed scenarios, Wang et al. presenta survey on channel measurements and models. Infrastructures are connected in real-time and require bidirectional links with high data rates and low latencies. The information is transferred between the cameras or the IoT infrastructure and the APs deployed on the trains, stations, platforms, and the wayside along rail tracks. 6. CONCLUSION In this paper, a configuration is planned that may avoid the accidents that may be caused thanks to the broken tracks. Since with the enlargement of railways and large increase in variety of trains the main drawback rising is that the maintenance of the tracks. With the upper frequency of trains running on tracks the possibilities of developing damages within the tracks are terriblyhigh.Solelybetting on manual work is time taken and typically may also be life risky. Also with the restricted variety of workers it's terribly tough to spot the matter and solve it in restricted time. Since the railway networks are terribly wide swollen with restricted manpower so the possibilities are terribly high that tracks fractures might get forgotten. If these harm gets unheeded then a serious mishap might occur. IoT and cloud computing are 2 major advancements within thetechnology that may facilitate solve this drawback. This technologyisn't solely reliable however conjointly value effective as compared to manual expenses. Since this technology would cost a good amount therefore it can be implemented in the regions where the train frequency is very high as they are very prone to develop fractures. For example in Cities. In rural areas where trains frequency is very less and thus chances of rail fracture is very low, manual work may success. REFERENCES [1] Gautam S, Nemade S, Sakla T. Simulation of an anticollisionsystem for railwaysonsametrack.International Journal of Engineering and Technology(IJST). 2010; 2(9):483237. [2] Senthil Kumar P, Nadira Banu AR Kamal. Optimal Integrity PolicyforEncryptedData usingCloudComputingin Secure Storage. Indian Journal of Science and Technology (IJST). 2016 March; 9(11):110 [3] John Livingston J, Umakeshwari A. Internet of Things (IoT) Application using IP address enabled Sensor Nodeand Web Server. Indian Journal of ScienceandTechnology(IJST). 2015 May; 8(S9):20712.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 02 | Feb 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2169 [4] A Noureldin, et al., “PerformanceEnhancementofMEMS- Based INS/GPS Integration for Low-Cost Navigation Applications”, IEEE Trans. V.T., vol. 58, no. 3,pp.1077-1096, Mar. 2009. [5] M Malvezzi, et al., “A localization algorithm for railway vehicles based on sensor fusion between tachometers and inertial measurement units”, Proc. of Inst. Mecha. Engine. Part F: Journal of Rail and Rapid Transit, vol.228, no.4, pp.431-448, Apr. 2013. Val, I.; Arriola, A.; 6. Lehner, A.; Rico García, C.; Strang, T. On the performance of TETRA DMO short data service in railway VANETs. Wirel. Pers. Commun. 2013, 69, 1647–1669. 7. Van Den Abeele, D.; Berbineau, M.;Wahl, M. Procede de Transfert de Donnees D’alerte Entre un VehiculeFerroviaire en Panne et un Centre de Controle, Dispositif Associe. International Patents WO2010125321 A1, 4 November 2010. 8. Aguirre, E.; López-Iturri, P.; Azpilicueta, L.; Falcone, F. Characterization of wireless channel response in in-vehicle environments. In Proceedings of the 2014 14th MediterraneanMicrowaveSymposium,Marrakech,Morocco, 12–14 December 2014; pp. 1–4. 9. Elhillali, Y.; Tatkeu, C.; Deloof, P.; Sakkila, L.; Rivenq, A.; Rouvaen, J.M. Enhanced high data rate communication system using embedded cooperative radar for intelligent transports systems. Transp. Res. Part C Emerg. Technol. 2010, 18, 429–439. 10. Ms.Arunkumari.G 3 Ms. A. Sivasankari 1 , Ms. P.Bhuvana 2, Cloud ComputingAmbianceUsingSecludedAccessControl Method, International Research Journal of Engineering and Technology (IRJET),1054 to 1058. 11. Mrs.G Sangeetha Lakshmi 2 and Ms. A. Siva Sankari3Ms. G. Arun kumari 1Task Oriented & Arrangement On Low Power Consumption In Mobile Cloud Computing Using Supply Detection Algorithm, International Research Journal of Engineering and Technology (IRJET), 156-163. 12. Mrs.G Sangeetha Lakshmi 2 and Ms. A. Siva Sankari3Ms. G. Arun kumari 1, Recent Advancements and Future Challenges in Submarine Acoustic System Using Sensor and Resource Innovation Algorithm, International Journal For Research In Emerging Science And Technology, 77 to 84.