SlideShare a Scribd company logo
1 of 11
Madan Mohan Malaviya University of Technology
Gorakhpur (U.P)
Shreya Tripathi (2021041173)
Bachelor of Technology – 3rd Year
Branch : Electronics and
Communication Engineering
Email: 2021041173@mmmut.ac.in
Fig.1 Broad IoT network
Image Source: https://w3c.social/@w3cdevs/111528162261542565
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
Contents
 Introduction
 Limitations of IoT devices
 RIS assisted localization
 Benefits of RIS
 System model
 Algorithms for RIS-assisted IoT
 Conclusion
 References
Image Source: https://inno.emsd.gov.hk/en/it-solutions/index_id_79.html
Fig.2 Indoor Localization
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
Introduction
• In various location-based Internet of Things
(IoT) services, it is required to localize a large
number of energy-limited devices
simultaneously and accurately.
• In order to achieve this goal, a
reconfigurable intelligent surface (RIS)-
assisted positioning method for multiple
IoT devices is proposed.
• Here the signals transmitted by the users
reach the base station (BS) along the direct
path and the reflection path via the RIS.
Image Source: https://image.slidesharecdn.com/securityinembeddedsystems-160307143556/75/security-in-embedded-systems-3-
Fig.3 Location-assisted communication in IoT
systems
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
o IoT devices are usually limited in energy yet are
expected to work for a long time after initialization,
which requires proper energy management
mechanisms.
o These devices are also limited in hardware
computation resources to reduce the size, weight,
and cost. Therefore, IoT devices rely on other
network nodes to obtain the location information.
o IoT systems are usually deployed with a massive
amount of low-power and lightweight devices. In
order to provide real-time and high-precision
localization service for the IoT devices, it is
important for the BS to be able to locate multiple
devices simultaneously.
Image Source: https://businessimpactinc.com/wp-content/uploads/2015/04/IoT_purple.jpg:
Limitations of IoT Devices
Fig.4 Applications of IoT
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
A RIS is a metasurface composed of integrated electronic circuits that can be
programmed to modify incoming signals.
RIS is able to redirect the signal propagation by adjusting the phase shifts of the signal-
reflecting elements without dedicated energy sources.
The concept of the reconfigurable intelligent surface (RIS) is of great interest due to its
high efficiency to deliver communication services.
RIS Assisted Localization
Fig.5 Reconfigurable intelligent surface
Image Source: https://w3c.social/@w3cdevs/111528565
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
o RISs can be used to create “smart” environments
capable of selectively blocking or allowing specific
frequencies of signals.
o These could enhance privacy and security by
preventing unauthorized access to wireless
networks.
o RIS could optimize energy consumption in IoT
devices.
o RIS can be configured to operate at any part of
radio spectrum, including frequencies below 6GHz.
o The use of RIS in IoT networks has the potential to
significantly improve energy efficiency.
Image Source: https://businessimpactinc.com/wp-content/uploads/2015/04/IoT_purple.jpg:
Benefits of RIS
Fig.6 Structure of RIS
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
System Model
BS together with its controlling RIS aims to
simultaneously determine the locations of
multiple UEs.
The BS is equipped with the uniform
rectangular array (URA) comprising N = NW
×NL antenna elements.
The RIS consists of M = MW ×ML passive
reflecting elements and is connected to the
BS via a controller.
In this system, the BS determines the
positions of UEs by the principle of
triangulation, where the triangles are formed
by the direct links between the BS and UEs as
well as the reflected links via the RIS.
Image Source: https://image.slidesharecdn.com/presentation-new-160727123330/75/introduction-to-embedded-system-security-11-
Fig.7 Multiuser localization with the aid of RISs
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
Delay Difference
Since the signal sent by each user reaches the BS via two paths with different temporal delays,
the user locations can be inferred by using the delay difference between the direct path and
the reflected path.
Received Signal Strength
Leveraging the signal strength measurements from IoT devices to estimate their positions.
Angle of Arrival
Using the direction of arrival of wireless signals to determine the location of IoT devices.
Time of Arrival
Calculating the time it takes for a signal to travel from the transmitter to the receiver to locate
IoT devices.
Algorithms for RIS-Assisted IoT
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
Conclusion
• Considering the limited power of massively deployed IoT devices, we proposed a RIS-assisted
multiuser positioning method, where a single BS simultaneously localizes the target IoT
devices.
• The variables is optimized including the phase shifts of the RIS elements and the combining
vectors of the BS.
• The total power required to achieve high-precision positioning can be significantly decreased
as the number of RIS elements increases.
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)
References
[1] R. D. Taranto, S. Muppirisetty, R. Raulefs, D. Slock, T. Svensson, and H. Wymeersch, “Location-aware
communications for 5G networks: How location information can improve scalability, latency, and robustness of
5G,” IEEE Signal Process. Mag., vol. 31, no. 6, pp. 102–112, Nov. 2014.
[2] M. Koivisto, A. Hakkarainen, M. Costa, P. Kela, K. Leppanen, and M. Valkama, “High-efficiency device
positioning and location-aware communications in dense 5G networks,” IEEE Commun. Mag., vol. 55, no. 8, pp.
188–195, Aug. 2017.
[3] G. Huang, B. K. Taylor, and D. Akopian, “A low-cost approach of magnetic field-based location validation for
global navigation satellite systems,” IEEE Trans. Instrum. Meas., vol. 68, no. 12, pp. 4937–4944, Dec. 2019.
[4] Y. Shen, C. Jiang, T. Q. S. Quek, and Y. Ren, “Location-aware device communication design: Exploration and
exploitation on energy,” IEEE Wireless Commun., vol. 23, no. 2, pp. 46–52, Apr. 2016.
[5] J. Talvitie, T. Levanen, M. Koivisto, T. Ihalainen, K. Pajukoski, and M. Valkama, “Positioning and location-aware
communications for modern railways with 5G new radio,” IEEE Commun. Mag., vol. 57, no. 9, pp. 24–30, Sep.
2019.
THANK YOU
Madan Mohan Malaviya University of Technology Gorakhpur (U.P)

More Related Content

Similar to shreyaqwertyuiopajajqbsuwuggjsjwjsi.pptx

Comparative Study on Mobile Switching Center of Mobile Generations
Comparative Study on Mobile Switching Center of Mobile GenerationsComparative Study on Mobile Switching Center of Mobile Generations
Comparative Study on Mobile Switching Center of Mobile Generations
ijtsrd
 
3 Elsevier Venu Mar 2022.pdf
3 Elsevier Venu Mar 2022.pdf3 Elsevier Venu Mar 2022.pdf
3 Elsevier Venu Mar 2022.pdf
Venu Madhav
 
Data security tolerance and portable based energy-efficient framework in sens...
Data security tolerance and portable based energy-efficient framework in sens...Data security tolerance and portable based energy-efficient framework in sens...
Data security tolerance and portable based energy-efficient framework in sens...
Venu Madhav
 
International Journal of Engineering (IJE) Volume (2) Issue (1)
International Journal of Engineering (IJE) Volume (2)  Issue (1)International Journal of Engineering (IJE) Volume (2)  Issue (1)
International Journal of Engineering (IJE) Volume (2) Issue (1)
CSCJournals
 
Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...
Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...
Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...
ijtsrd
 
A Research on Cluster Based Routing Methodologies for Wireless Sensor Networks
A Research on Cluster Based Routing Methodologies for Wireless Sensor NetworksA Research on Cluster Based Routing Methodologies for Wireless Sensor Networks
A Research on Cluster Based Routing Methodologies for Wireless Sensor Networks
ijtsrd
 

Similar to shreyaqwertyuiopajajqbsuwuggjsjwjsi.pptx (20)

Collaborative Re-Localization Method in Mobile Wireless Sensor Network Based ...
Collaborative Re-Localization Method in Mobile Wireless Sensor Network Based ...Collaborative Re-Localization Method in Mobile Wireless Sensor Network Based ...
Collaborative Re-Localization Method in Mobile Wireless Sensor Network Based ...
 
Comparative Study on Mobile Switching Center of Mobile Generations
Comparative Study on Mobile Switching Center of Mobile GenerationsComparative Study on Mobile Switching Center of Mobile Generations
Comparative Study on Mobile Switching Center of Mobile Generations
 
A Survey of Privacy-Preserving Algorithms for Finding meeting point in Mobile...
A Survey of Privacy-Preserving Algorithms for Finding meeting point in Mobile...A Survey of Privacy-Preserving Algorithms for Finding meeting point in Mobile...
A Survey of Privacy-Preserving Algorithms for Finding meeting point in Mobile...
 
Wi-Fi fingerprinting-based floor detection using adaptive scaling and weighte...
Wi-Fi fingerprinting-based floor detection using adaptive scaling and weighte...Wi-Fi fingerprinting-based floor detection using adaptive scaling and weighte...
Wi-Fi fingerprinting-based floor detection using adaptive scaling and weighte...
 
New research articles 2019 - July issue : International Journal of Computer ...
New research articles 2019 - July issue :  International Journal of Computer ...New research articles 2019 - July issue :  International Journal of Computer ...
New research articles 2019 - July issue : International Journal of Computer ...
 
Comparative Performance Analysis of Wireless Communication Protocols for Inte...
Comparative Performance Analysis of Wireless Communication Protocols for Inte...Comparative Performance Analysis of Wireless Communication Protocols for Inte...
Comparative Performance Analysis of Wireless Communication Protocols for Inte...
 
Mobile Relay in Data-Intensive using Routing Tree WSN
Mobile Relay in Data-Intensive using Routing Tree WSNMobile Relay in Data-Intensive using Routing Tree WSN
Mobile Relay in Data-Intensive using Routing Tree WSN
 
3 Elsevier Venu Mar 2022.pdf
3 Elsevier Venu Mar 2022.pdf3 Elsevier Venu Mar 2022.pdf
3 Elsevier Venu Mar 2022.pdf
 
Data security tolerance and portable based energy-efficient framework in sens...
Data security tolerance and portable based energy-efficient framework in sens...Data security tolerance and portable based energy-efficient framework in sens...
Data security tolerance and portable based energy-efficient framework in sens...
 
International Journal of Engineering (IJE) Volume (2) Issue (1)
International Journal of Engineering (IJE) Volume (2)  Issue (1)International Journal of Engineering (IJE) Volume (2)  Issue (1)
International Journal of Engineering (IJE) Volume (2) Issue (1)
 
Intelligent GIS-Based Road Accident Analysis and Real-Time Monitoring Automat...
Intelligent GIS-Based Road Accident Analysis and Real-Time Monitoring Automat...Intelligent GIS-Based Road Accident Analysis and Real-Time Monitoring Automat...
Intelligent GIS-Based Road Accident Analysis and Real-Time Monitoring Automat...
 
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORKLIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
LIFETIME IMPROVEMENT USING MOBILE AGENT IN WIRELESS SENSOR NETWORK
 
Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...
Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...
Wireless Sensor Network Based Clustering Architecture for Cooperative Communi...
 
first_ppt[1] (1).pptx
first_ppt[1] (1).pptxfirst_ppt[1] (1).pptx
first_ppt[1] (1).pptx
 
A Novel Three-Dimensional Adaptive Localization (T-Dial) Algorithm for Wirele...
A Novel Three-Dimensional Adaptive Localization (T-Dial) Algorithm for Wirele...A Novel Three-Dimensional Adaptive Localization (T-Dial) Algorithm for Wirele...
A Novel Three-Dimensional Adaptive Localization (T-Dial) Algorithm for Wirele...
 
J017345864
J017345864J017345864
J017345864
 
An Approach of Mobile Wireless Sensor Network for Target Coverage and Network...
An Approach of Mobile Wireless Sensor Network for Target Coverage and Network...An Approach of Mobile Wireless Sensor Network for Target Coverage and Network...
An Approach of Mobile Wireless Sensor Network for Target Coverage and Network...
 
A Research on Cluster Based Routing Methodologies for Wireless Sensor Networks
A Research on Cluster Based Routing Methodologies for Wireless Sensor NetworksA Research on Cluster Based Routing Methodologies for Wireless Sensor Networks
A Research on Cluster Based Routing Methodologies for Wireless Sensor Networks
 
A SURVEY OF ENERGY-EFFICIENT COMMUNICATION PROTOCOLS IN WSN
A SURVEY OF ENERGY-EFFICIENT COMMUNICATION PROTOCOLS IN WSNA SURVEY OF ENERGY-EFFICIENT COMMUNICATION PROTOCOLS IN WSN
A SURVEY OF ENERGY-EFFICIENT COMMUNICATION PROTOCOLS IN WSN
 
DATA AGGREGATION AND PRIVACY FOR POLICE PATROLS
DATA AGGREGATION AND PRIVACY FOR POLICE PATROLSDATA AGGREGATION AND PRIVACY FOR POLICE PATROLS
DATA AGGREGATION AND PRIVACY FOR POLICE PATROLS
 

Recently uploaded

Final DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manualFinal DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manual
BalamuruganV28
 
Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..
MaherOthman7
 
Complex plane, Modulus, Argument, Graphical representation of a complex numbe...
Complex plane, Modulus, Argument, Graphical representation of a complex numbe...Complex plane, Modulus, Argument, Graphical representation of a complex numbe...
Complex plane, Modulus, Argument, Graphical representation of a complex numbe...
MohammadAliNayeem
 

Recently uploaded (20)

Seismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas SachpazisSeismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
Seismic Hazard Assessment Software in Python by Prof. Dr. Costas Sachpazis
 
Fabrication Of Automatic Star Delta Starter Using Relay And GSM Module By Utk...
Fabrication Of Automatic Star Delta Starter Using Relay And GSM Module By Utk...Fabrication Of Automatic Star Delta Starter Using Relay And GSM Module By Utk...
Fabrication Of Automatic Star Delta Starter Using Relay And GSM Module By Utk...
 
ChatGPT Prompt Engineering for project managers.pdf
ChatGPT Prompt Engineering for project managers.pdfChatGPT Prompt Engineering for project managers.pdf
ChatGPT Prompt Engineering for project managers.pdf
 
Final DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manualFinal DBMS Manual (2).pdf final lab manual
Final DBMS Manual (2).pdf final lab manual
 
BURGER ORDERING SYSYTEM PROJECT REPORT..pdf
BURGER ORDERING SYSYTEM PROJECT REPORT..pdfBURGER ORDERING SYSYTEM PROJECT REPORT..pdf
BURGER ORDERING SYSYTEM PROJECT REPORT..pdf
 
Interfacing Analog to Digital Data Converters ee3404.pdf
Interfacing Analog to Digital Data Converters ee3404.pdfInterfacing Analog to Digital Data Converters ee3404.pdf
Interfacing Analog to Digital Data Converters ee3404.pdf
 
EMPLOYEE MANAGEMENT SYSTEM FINAL presentation
EMPLOYEE MANAGEMENT SYSTEM FINAL presentationEMPLOYEE MANAGEMENT SYSTEM FINAL presentation
EMPLOYEE MANAGEMENT SYSTEM FINAL presentation
 
Filters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility ApplicationsFilters for Electromagnetic Compatibility Applications
Filters for Electromagnetic Compatibility Applications
 
Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..Maher Othman Interior Design Portfolio..
Maher Othman Interior Design Portfolio..
 
Introduction to Arduino Programming: Features of Arduino
Introduction to Arduino Programming: Features of ArduinoIntroduction to Arduino Programming: Features of Arduino
Introduction to Arduino Programming: Features of Arduino
 
E-Commerce Shopping using MERN Stack where different modules are present
E-Commerce Shopping using MERN Stack where different modules are presentE-Commerce Shopping using MERN Stack where different modules are present
E-Commerce Shopping using MERN Stack where different modules are present
 
How to Design and spec harmonic filter.pdf
How to Design and spec harmonic filter.pdfHow to Design and spec harmonic filter.pdf
How to Design and spec harmonic filter.pdf
 
Software Engineering - Modelling Concepts + Class Modelling + Building the An...
Software Engineering - Modelling Concepts + Class Modelling + Building the An...Software Engineering - Modelling Concepts + Class Modelling + Building the An...
Software Engineering - Modelling Concepts + Class Modelling + Building the An...
 
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdfInvolute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
Involute of a circle,Square, pentagon,HexagonInvolute_Engineering Drawing.pdf
 
Diploma Engineering Drawing Qp-2024 Ece .pdf
Diploma Engineering Drawing Qp-2024 Ece .pdfDiploma Engineering Drawing Qp-2024 Ece .pdf
Diploma Engineering Drawing Qp-2024 Ece .pdf
 
Lesson no16 application of Induction Generator in Wind.ppsx
Lesson no16 application of Induction Generator in Wind.ppsxLesson no16 application of Induction Generator in Wind.ppsx
Lesson no16 application of Induction Generator in Wind.ppsx
 
Research Methodolgy & Intellectual Property Rights Series 2
Research Methodolgy & Intellectual Property Rights Series 2Research Methodolgy & Intellectual Property Rights Series 2
Research Methodolgy & Intellectual Property Rights Series 2
 
Theory for How to calculation capacitor bank
Theory for How to calculation capacitor bankTheory for How to calculation capacitor bank
Theory for How to calculation capacitor bank
 
Complex plane, Modulus, Argument, Graphical representation of a complex numbe...
Complex plane, Modulus, Argument, Graphical representation of a complex numbe...Complex plane, Modulus, Argument, Graphical representation of a complex numbe...
Complex plane, Modulus, Argument, Graphical representation of a complex numbe...
 
Online book store management system project.pdf
Online book store management system project.pdfOnline book store management system project.pdf
Online book store management system project.pdf
 

shreyaqwertyuiopajajqbsuwuggjsjwjsi.pptx

  • 1. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) Shreya Tripathi (2021041173) Bachelor of Technology – 3rd Year Branch : Electronics and Communication Engineering Email: 2021041173@mmmut.ac.in Fig.1 Broad IoT network Image Source: https://w3c.social/@w3cdevs/111528162261542565
  • 2. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) Contents  Introduction  Limitations of IoT devices  RIS assisted localization  Benefits of RIS  System model  Algorithms for RIS-assisted IoT  Conclusion  References Image Source: https://inno.emsd.gov.hk/en/it-solutions/index_id_79.html Fig.2 Indoor Localization
  • 3. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) Introduction • In various location-based Internet of Things (IoT) services, it is required to localize a large number of energy-limited devices simultaneously and accurately. • In order to achieve this goal, a reconfigurable intelligent surface (RIS)- assisted positioning method for multiple IoT devices is proposed. • Here the signals transmitted by the users reach the base station (BS) along the direct path and the reflection path via the RIS. Image Source: https://image.slidesharecdn.com/securityinembeddedsystems-160307143556/75/security-in-embedded-systems-3- Fig.3 Location-assisted communication in IoT systems
  • 4. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) o IoT devices are usually limited in energy yet are expected to work for a long time after initialization, which requires proper energy management mechanisms. o These devices are also limited in hardware computation resources to reduce the size, weight, and cost. Therefore, IoT devices rely on other network nodes to obtain the location information. o IoT systems are usually deployed with a massive amount of low-power and lightweight devices. In order to provide real-time and high-precision localization service for the IoT devices, it is important for the BS to be able to locate multiple devices simultaneously. Image Source: https://businessimpactinc.com/wp-content/uploads/2015/04/IoT_purple.jpg: Limitations of IoT Devices Fig.4 Applications of IoT
  • 5. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) A RIS is a metasurface composed of integrated electronic circuits that can be programmed to modify incoming signals. RIS is able to redirect the signal propagation by adjusting the phase shifts of the signal- reflecting elements without dedicated energy sources. The concept of the reconfigurable intelligent surface (RIS) is of great interest due to its high efficiency to deliver communication services. RIS Assisted Localization Fig.5 Reconfigurable intelligent surface Image Source: https://w3c.social/@w3cdevs/111528565
  • 6. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) o RISs can be used to create “smart” environments capable of selectively blocking or allowing specific frequencies of signals. o These could enhance privacy and security by preventing unauthorized access to wireless networks. o RIS could optimize energy consumption in IoT devices. o RIS can be configured to operate at any part of radio spectrum, including frequencies below 6GHz. o The use of RIS in IoT networks has the potential to significantly improve energy efficiency. Image Source: https://businessimpactinc.com/wp-content/uploads/2015/04/IoT_purple.jpg: Benefits of RIS Fig.6 Structure of RIS
  • 7. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) System Model BS together with its controlling RIS aims to simultaneously determine the locations of multiple UEs. The BS is equipped with the uniform rectangular array (URA) comprising N = NW ×NL antenna elements. The RIS consists of M = MW ×ML passive reflecting elements and is connected to the BS via a controller. In this system, the BS determines the positions of UEs by the principle of triangulation, where the triangles are formed by the direct links between the BS and UEs as well as the reflected links via the RIS. Image Source: https://image.slidesharecdn.com/presentation-new-160727123330/75/introduction-to-embedded-system-security-11- Fig.7 Multiuser localization with the aid of RISs
  • 8. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) Delay Difference Since the signal sent by each user reaches the BS via two paths with different temporal delays, the user locations can be inferred by using the delay difference between the direct path and the reflected path. Received Signal Strength Leveraging the signal strength measurements from IoT devices to estimate their positions. Angle of Arrival Using the direction of arrival of wireless signals to determine the location of IoT devices. Time of Arrival Calculating the time it takes for a signal to travel from the transmitter to the receiver to locate IoT devices. Algorithms for RIS-Assisted IoT
  • 9. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) Conclusion • Considering the limited power of massively deployed IoT devices, we proposed a RIS-assisted multiuser positioning method, where a single BS simultaneously localizes the target IoT devices. • The variables is optimized including the phase shifts of the RIS elements and the combining vectors of the BS. • The total power required to achieve high-precision positioning can be significantly decreased as the number of RIS elements increases.
  • 10. Madan Mohan Malaviya University of Technology Gorakhpur (U.P) References [1] R. D. Taranto, S. Muppirisetty, R. Raulefs, D. Slock, T. Svensson, and H. Wymeersch, “Location-aware communications for 5G networks: How location information can improve scalability, latency, and robustness of 5G,” IEEE Signal Process. Mag., vol. 31, no. 6, pp. 102–112, Nov. 2014. [2] M. Koivisto, A. Hakkarainen, M. Costa, P. Kela, K. Leppanen, and M. Valkama, “High-efficiency device positioning and location-aware communications in dense 5G networks,” IEEE Commun. Mag., vol. 55, no. 8, pp. 188–195, Aug. 2017. [3] G. Huang, B. K. Taylor, and D. Akopian, “A low-cost approach of magnetic field-based location validation for global navigation satellite systems,” IEEE Trans. Instrum. Meas., vol. 68, no. 12, pp. 4937–4944, Dec. 2019. [4] Y. Shen, C. Jiang, T. Q. S. Quek, and Y. Ren, “Location-aware device communication design: Exploration and exploitation on energy,” IEEE Wireless Commun., vol. 23, no. 2, pp. 46–52, Apr. 2016. [5] J. Talvitie, T. Levanen, M. Koivisto, T. Ihalainen, K. Pajukoski, and M. Valkama, “Positioning and location-aware communications for modern railways with 5G new radio,” IEEE Commun. Mag., vol. 57, no. 9, pp. 24–30, Sep. 2019.
  • 11. THANK YOU Madan Mohan Malaviya University of Technology Gorakhpur (U.P)