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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 191
IOT APPLIED TO LOGISTICS USING INTELLIGENT CARGO
B. Sreelatha1, E. Alakananda2, B. Bhavya3 , S. Hari Prasad4
1Asso.Prof, Dept of ECE, GCET, Hyderabad, T.S, INDIA
2,3,4B.Tech, Dept of ECE, GCET, Hyderabad, T.S, INDIA
----------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - The transport logistics sector is no exception,the
main issue in this domain is for industrial applications that
allow to tag, monitor and transmit information about the
freight along the whole transport chain, thus guaranteeingan
efficient communication among the supply chain for a prompt
intervention and resolution in case of problems and ingeneral
to increase the transport efficiency.
In an interconnected world, the need to exchange information
across domain's boundaries is increasingly common, the
concern is rapidly moving towards defining the content that
needs to be consumed by numerous and different actors using
different platforms and/or software solutions, since the
internal processes have been consolidated and optimized.The
transport logistics sector is no exception, the main issueinthis
domain is for industrial applications thatallowto tag,monitor
and transmit information about the freight along the whole
transport chain, thus guaranteeing an efficient
communication among the supply chain for a prompt
intervention and resolution in case of problems and ingeneral
to increase the transport efficiency.
1. INTRODUCTION
Transport and logistics act in a worldwide
distributed business world as an aorta of the economic
system. The Logisticsarea has seen a huge growth in the last
few years. This growth is on the one hand a result of the
globalization which has led to international supply chains
requiring sophisticate logistics concepts. The exponential
growth of ecommerce has additionally boosted the need for
logisticsconcept. While the overall consignmentnumberhas
increased the consignment size has decreased, leading to
more and smaller consignmentsthat need to be transported
to different locations. The smaller consignmentsposeahuge
problem to the logistics services providers and their goal to
keep the bundling of the consignmentsaslong as possible in
order to enable the best usage of the transport vehicleswith
as much consignments as possible. This goal hasn’t been
reached so far and thus e.g. the utilization of trucks is in
some countries lower than 70%.This rather weak utilization
of the transport vehicles does not only pose an economic
problem to the logistics services providers as well as
forwarders, but also poses a substantial problem to our
environment. The emissions caused by transport are still
very high, as for example within the transport sector
accounted for 23% of total CO2 emissions, with road
transport generating 71% of total transport emissions in
2006, and are expected to increase until 2030. The ultimate
goal therefore has to be to increase the utilization of the
transport vehicles.
2. LITERATURE SURVEY
There are many contributions taking the “public
transportation” perspective (i.e. the viewpoint of public
stakeholders), papers focusing on the “private
transportation” perspective (i.e. the viewpoint of theprivate
companiesoffering logisticsand transportationservices)are
fewer and relatively more recent. Additionally, even though
in recent yearsresearchers have also started to examine the
decision‐making process of, many themes are
under‐represented in literature, such as the subject of
integration among different application types, empirical
research on the role of technology providersin the adoption
process. As far as the methodology is concerned, the review
revealed that many of the papers examined are either
conceptual papersor empirical studies (i.e. mostly based on
surveys, or else on case studies or interviews), while
simulation and modeling are rarely present.
While efforts were made to be all‐inclusive, significant
research efforts may have been inadvertently omitted.
However, the authors believe that this review is an accurate
representation of the body of research on logistics and
transportation companies published during the specified
timeframe, and feel that confidence may be placed on the
resulting assessments.
3. BLOCK DIAGRAM
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 192
4. FLOWCHART
5. WORKING PRINCIPLE
An initiation of our project we will check and tearweightofa
weighing panel using load cell & HX711 module. Identify
exact weight of cargo or package which is placed above
weighing panel using load cell &hx711 module. The
identified weight of cargo is stored in database which is
present remotely through internet. Speed of cargo
movement is detected using gps module. As and when the
cargo is in movement with a minimum speed limit, the
weight of cargo will be recursively checked withexact value
stored in database through programming logic.Asthe speed
exceeds minimum limit we consider weight values as noisy
data since g-forces and other forces will act on cargo.
Recursively we keep on detecting speed using gps module.
As on when the speed gets into minimum limit, we keep
tracking the weight of cargo. From the above scenario if we
found any manipulation of cargo weight, we will obtain
longitude, latitude, altitude & time using gps module. The
monitored values are sent in 2 forms:-
 Sms using gsm module.
 Database which is present remotely using internet

6. ADVANTAGES
Manipulation of cargo can be easily tracked.
Cargo will be in surveillance during the transition between
source and destination.
7. DISADVANTAGE
Internet connectivity is mandatory.
8. RESULTS
Fig.1 When cargo is empty
Fig.2 Checking initial weight
Fig.3 When loaded button is pressed
Fig.4 When cargo is loaded
Fig.5 When cargo is loaded checking the weight
Fig.6 Start record
Fig.7 Cargo is manipulated
Fig.8 GPS is invoked when cargo is manipulated
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 193
Fig.9 Message invoked through gsm latitude & longitude is
displayed
Fig.10 Manipulated Record
Fig.11 When unloaded button is pressed
Fig.12 Printing when cargo is unloaded
Fig.13 End record
9. CONCLUSION
In this project we have implemented an intelligent cargo
system for efficient transportation of goods from a given
source to destination. The sensors are simulated using the
route map. The most preferential route is taken in order to
effectively maintain the state of the product in the desirable
state. Simulation is used to generate the trajectories of a
route. As future work real time situations like traffic, truck
breakdown and catastrophic effects can be considered in
order to improve the results. In this paper we have
implemented an intelligent cargo system for efficient
transportation of goods from a given source to destination.
The most preferential route is taken in order to effectively
maintain the state of the product in the desirable state. The
machine learning algorithms like decision tree, K-Nearest
Neighbors are used to learn from the past experiences and
decide on the best possible route to maintain the freshness
of the products. We use a training set to learn and the results
obtained from them are used to decide future predictions.
These predictions are applied to a test set. In addition to
finding the optimized route, the vehicles are tracked based
on the GPS trajectories. Simulation is used to generate the
trajectories of a route. As future work real time situations
like traffic, truck breakdown and catastrophic effects can be
considered in order to improve the results. Real time sensor
data could be obtained using various routing protocolsover
the wireless medium.
10. REFERENCES
[1].Daniele Miorandi, Sabrina Sicari, FrancescoDePellegrini,
ImrichChlamtac, (2012) Internet of things: Vision,
applications and research challenges,Ad Hoc Networks
10.1497–1516.
[2] José Santa, Miguel A. Zamora-Izquierdo, Antonio J.Jara,
Antonio F. Gómez-Skarmeta (2012), “Telematic platformfor
integral management of agricultural/perishable goods in
terrestrial logistics”. ELSEVIER, Computers and Electronics
in Agriculture 80, 31–40.
[3] Myo Min Aung, Yoon Seok Chang, (2014) Traceabilityina
food supply chain: Safety and quality perspectives, Food
Control 39 .172-184. [
[4] M.C. Tirado a, R. Clarke b, L.A. Jaykus
c,McQuattersGollopd,J.MFranke(2012) ”Climate changeand
food safety: A review”. ELSEVIER, Food Research
International 43, 1745–1765.
BIOGRAPHIES
B. Sreelatha
Associate Professor, Electronics and
Communication Geethanjali College of
Engineering and Technology, Hyderabad,
Telangana,INDIA.
E. Alakananda
B. Tech, Electronics and communication
Engineering Geethanjali College of
Engineering and Technology, Hyderabad,
Telangana, INDIA
B. Bhavya
B. Tech Electronics and Communication
Engineering Geethanjali College of
Engineering and Technology Hyderabad,
Telangana, INDIA
S. Hari Prasad
B. Tech Computer Science and
Engineering Geethanjali College of
Engineering and Technology Hyderabad,
Telangana, INDIA

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IRJET- Iot Applied to Logistics using Intelligent Cargo

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 191 IOT APPLIED TO LOGISTICS USING INTELLIGENT CARGO B. Sreelatha1, E. Alakananda2, B. Bhavya3 , S. Hari Prasad4 1Asso.Prof, Dept of ECE, GCET, Hyderabad, T.S, INDIA 2,3,4B.Tech, Dept of ECE, GCET, Hyderabad, T.S, INDIA ----------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - The transport logistics sector is no exception,the main issue in this domain is for industrial applications that allow to tag, monitor and transmit information about the freight along the whole transport chain, thus guaranteeingan efficient communication among the supply chain for a prompt intervention and resolution in case of problems and ingeneral to increase the transport efficiency. In an interconnected world, the need to exchange information across domain's boundaries is increasingly common, the concern is rapidly moving towards defining the content that needs to be consumed by numerous and different actors using different platforms and/or software solutions, since the internal processes have been consolidated and optimized.The transport logistics sector is no exception, the main issueinthis domain is for industrial applications thatallowto tag,monitor and transmit information about the freight along the whole transport chain, thus guaranteeing an efficient communication among the supply chain for a prompt intervention and resolution in case of problems and ingeneral to increase the transport efficiency. 1. INTRODUCTION Transport and logistics act in a worldwide distributed business world as an aorta of the economic system. The Logisticsarea has seen a huge growth in the last few years. This growth is on the one hand a result of the globalization which has led to international supply chains requiring sophisticate logistics concepts. The exponential growth of ecommerce has additionally boosted the need for logisticsconcept. While the overall consignmentnumberhas increased the consignment size has decreased, leading to more and smaller consignmentsthat need to be transported to different locations. The smaller consignmentsposeahuge problem to the logistics services providers and their goal to keep the bundling of the consignmentsaslong as possible in order to enable the best usage of the transport vehicleswith as much consignments as possible. This goal hasn’t been reached so far and thus e.g. the utilization of trucks is in some countries lower than 70%.This rather weak utilization of the transport vehicles does not only pose an economic problem to the logistics services providers as well as forwarders, but also poses a substantial problem to our environment. The emissions caused by transport are still very high, as for example within the transport sector accounted for 23% of total CO2 emissions, with road transport generating 71% of total transport emissions in 2006, and are expected to increase until 2030. The ultimate goal therefore has to be to increase the utilization of the transport vehicles. 2. LITERATURE SURVEY There are many contributions taking the “public transportation” perspective (i.e. the viewpoint of public stakeholders), papers focusing on the “private transportation” perspective (i.e. the viewpoint of theprivate companiesoffering logisticsand transportationservices)are fewer and relatively more recent. Additionally, even though in recent yearsresearchers have also started to examine the decision‐making process of, many themes are under‐represented in literature, such as the subject of integration among different application types, empirical research on the role of technology providersin the adoption process. As far as the methodology is concerned, the review revealed that many of the papers examined are either conceptual papersor empirical studies (i.e. mostly based on surveys, or else on case studies or interviews), while simulation and modeling are rarely present. While efforts were made to be all‐inclusive, significant research efforts may have been inadvertently omitted. However, the authors believe that this review is an accurate representation of the body of research on logistics and transportation companies published during the specified timeframe, and feel that confidence may be placed on the resulting assessments. 3. BLOCK DIAGRAM
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 192 4. FLOWCHART 5. WORKING PRINCIPLE An initiation of our project we will check and tearweightofa weighing panel using load cell & HX711 module. Identify exact weight of cargo or package which is placed above weighing panel using load cell &hx711 module. The identified weight of cargo is stored in database which is present remotely through internet. Speed of cargo movement is detected using gps module. As and when the cargo is in movement with a minimum speed limit, the weight of cargo will be recursively checked withexact value stored in database through programming logic.Asthe speed exceeds minimum limit we consider weight values as noisy data since g-forces and other forces will act on cargo. Recursively we keep on detecting speed using gps module. As on when the speed gets into minimum limit, we keep tracking the weight of cargo. From the above scenario if we found any manipulation of cargo weight, we will obtain longitude, latitude, altitude & time using gps module. The monitored values are sent in 2 forms:-  Sms using gsm module.  Database which is present remotely using internet  6. ADVANTAGES Manipulation of cargo can be easily tracked. Cargo will be in surveillance during the transition between source and destination. 7. DISADVANTAGE Internet connectivity is mandatory. 8. RESULTS Fig.1 When cargo is empty Fig.2 Checking initial weight Fig.3 When loaded button is pressed Fig.4 When cargo is loaded Fig.5 When cargo is loaded checking the weight Fig.6 Start record Fig.7 Cargo is manipulated Fig.8 GPS is invoked when cargo is manipulated
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 193 Fig.9 Message invoked through gsm latitude & longitude is displayed Fig.10 Manipulated Record Fig.11 When unloaded button is pressed Fig.12 Printing when cargo is unloaded Fig.13 End record 9. CONCLUSION In this project we have implemented an intelligent cargo system for efficient transportation of goods from a given source to destination. The sensors are simulated using the route map. The most preferential route is taken in order to effectively maintain the state of the product in the desirable state. Simulation is used to generate the trajectories of a route. As future work real time situations like traffic, truck breakdown and catastrophic effects can be considered in order to improve the results. In this paper we have implemented an intelligent cargo system for efficient transportation of goods from a given source to destination. The most preferential route is taken in order to effectively maintain the state of the product in the desirable state. The machine learning algorithms like decision tree, K-Nearest Neighbors are used to learn from the past experiences and decide on the best possible route to maintain the freshness of the products. We use a training set to learn and the results obtained from them are used to decide future predictions. These predictions are applied to a test set. In addition to finding the optimized route, the vehicles are tracked based on the GPS trajectories. Simulation is used to generate the trajectories of a route. As future work real time situations like traffic, truck breakdown and catastrophic effects can be considered in order to improve the results. Real time sensor data could be obtained using various routing protocolsover the wireless medium. 10. REFERENCES [1].Daniele Miorandi, Sabrina Sicari, FrancescoDePellegrini, ImrichChlamtac, (2012) Internet of things: Vision, applications and research challenges,Ad Hoc Networks 10.1497–1516. [2] José Santa, Miguel A. Zamora-Izquierdo, Antonio J.Jara, Antonio F. Gómez-Skarmeta (2012), “Telematic platformfor integral management of agricultural/perishable goods in terrestrial logistics”. ELSEVIER, Computers and Electronics in Agriculture 80, 31–40. [3] Myo Min Aung, Yoon Seok Chang, (2014) Traceabilityina food supply chain: Safety and quality perspectives, Food Control 39 .172-184. [ [4] M.C. Tirado a, R. Clarke b, L.A. Jaykus c,McQuattersGollopd,J.MFranke(2012) ”Climate changeand food safety: A review”. ELSEVIER, Food Research International 43, 1745–1765. BIOGRAPHIES B. Sreelatha Associate Professor, Electronics and Communication Geethanjali College of Engineering and Technology, Hyderabad, Telangana,INDIA. E. Alakananda B. Tech, Electronics and communication Engineering Geethanjali College of Engineering and Technology, Hyderabad, Telangana, INDIA B. Bhavya B. Tech Electronics and Communication Engineering Geethanjali College of Engineering and Technology Hyderabad, Telangana, INDIA S. Hari Prasad B. Tech Computer Science and Engineering Geethanjali College of Engineering and Technology Hyderabad, Telangana, INDIA