Simultaneous Wireless Information and Power Transfer (SWIPT) in 5G Wireless Systems: Opportunities and Challenges

Size: px
Start display at page:

Download "Simultaneous Wireless Information and Power Transfer (SWIPT) in 5G Wireless Systems: Opportunities and Challenges"

Transcription

1 Simultaneous Wireless Information and Power Transfer (SWIPT) in 5G Wireless Systems: Opportunities and Challenges Shree Krishna Sharma 1, Nalin D. K. Jayakody 2, Symeon Chatzinotas 1 1 Interdisciplinary Center for Security, Reliability and Trust (SnT), University of Luxembourg 2 National Research Tomsk Polytechnic University, Russia and University of Tartu, Estonia 12 th September, 2016, Livorno, Italy

2 Outline Introduction RF Energy Harvesting Operating Modes SWIPT Receiver Architecture Trends in SWIPT SWIPT Techniques Example Scenarios Multi-antenna SWIPT Systems Multiuser MISO SWIPT Systems Cooperative SWIPT in CR networks Massive MIMO enabled SWIPT systems SWIPT with Symbol Level precoding Case study Research Challenges Conclusions 2

3 Introduction Wireless Energy Transfer Non-radiative (near field) Techniques Inductive Coupling Resonant Inductive Coupling Air Ionization (lightening) Capacitive coupling Applications Electric automobile charging Consumer Electronics charging cellular phones, laptops, and other portable electronic devices Industrial applications Radiative (Far-Field) Techniques RF Power Transmission LASER Power Transmission Applications Solar power satellites Wireless powered drone aircraft Cellular networks Wireless sensor networks Internet of Things (IoT) Very low power devices or sensor network High power space, military, or industrial applications 3

4 Introduction Comparison of the main wireless energy transfer techniques X. Lu, P. Wang, D. Niyato, D. I. Kim and Z. Han, Wireless Networks With RF Energy Harvesting: A Contemporary Survey, in IEEE Communications Surveys & Tutorials, vol. 17, no. 2, pp , Secondquarter

5 RF Energy Harvesting Main Characteristics Controllable and constant energy transfer over distance for RF energy harvesters In a fixed scenario, harvested energy is predictable and relatively stable over time due to fixed distance Rate-energy tradeoff Doubly near-far problem RF Sources for energy harvesting Dedicated RF Sources For the applications with QoS constraints High deployment cost Ambient RF Sources Static ambient RF sources Stable sources such as TV and radio towers Dynamic ambient RF sources Source Isotropic RF Tx Isotropic RF Tx TX91501 Powercast er Tx TX91501 Powercast er Tx KING-TV tower Source Power Time varying sources such as WiFi access point and licensed users in a cognitive radio networks Frequ ency 4 W MHz Dist anc e 15 m Energy harvested rate 5.5 µw 1.78 W m 2.3 µw 3 W m 189 µw MHz 3 W 915 MHz 960 kw MHz 11 m 4.1 km 1 µw 60 µw Experimental data of RF energy harvesting in various scenarios X. Lu, P. Wang, D. Niyato, D. I. Kim and Z. Han, Wireless Networks With RF Energy Harvesting: A Contemporary Survey, in IEEE Communications Surveys & Tutorials, vol. 17, no. 2, pp , Secondquarter

6 RF Energy Harvesting An architecture of RF energy harvesting device The efficiency of the RF energy harvester depends on efficiency of the antenna accuracy of the impedance matching between the antenna and the voltage multiplier power efficiency of the voltage multiplier that converts the received RF signals to DC voltage X. Lu, P. Wang, D. Niyato, D. I. Kim and Z. Han, Wireless Networks With RF Energy Harvesting: A Contemporary Survey, in IEEE Communications Surveys & Tutorials, vol. 17, no. 2, pp , Secondquarter

7 Operating Modes Wireless Power Transfer (WPT) Power transfer in one direction Continuous and controllable transfer Applications: charging mobile device and sensor Downlink Energy flow Information flow Techniques: Inductive coupling, Coupled magnetic resonance, EM radiation, RF energy beamforming SWIPT Base station Transceiver Uplink Wireless Powered Communication Network (WPCN) Wireless power transfer in the downlink Information transfer with wireless harvested energy Doubly near-far problem Applications: sensor network charging and info collection, RFID Simultaneous wireless information and power transfer (SWIPT) Info and energy transmit simultaneously in downlink Applications: heterogeneous sensor networks, IoT devices, cellular system Rate-and-energy tradeoff Energy and/or information receiver A receiver cannot simultaneously harvest energy and decode information Different receiver sensitivities Wireless information receiver: > - 60dBm Wireless energy receiver: > - 10dBm R. Zhang, Wireless Powered Communication: Opportunities and Challenges, ICC Turorial, Sydney, Australia,

8 SWIPT Receiver Architecture Types of SWIPT receivers (a) Separated receiver, (b) Time Switching, (c) Power splitting, (d) Integrated receiver X. Lu, P. Wang, D. Niyato, D. I. Kim and Z. Han, Wireless Networks With RF Energy Harvesting: A Contemporary Survey, in IEEE Communications Surveys & Tutorials, vol. 17, no. 2, pp , Secondquarter

9 Trends in SWIPT Harvest and then transmit protocol Rate-energy trade-off analysis for various networks Joint Energy & Information Scheduling and Resource Allocation Dynamic power splitting and antenna switching Location based transmission scheduling Harvest energy when user is close to BS Receive information when user is far from BS Joint information and energy beamforming Opportunistic energy harvesting in cognitive radio networks Crowed Harvesting 9

10 Trends in SWIPT Techniques to deal with doubly near-far problem User Cooperation Cooperative/collaborative SWIPT: Energy/information relaying Joint beamforming (downlink) and power control (uplink) Adaptive time allocation in the uplink Exploitation of interference Interference is harmful to wireless information transmission (treated as noise if not decodable at receiver but helpful to wireless energy transmission (additional source of energy harvesting at the receiver) SWIPT in massive MIMO and mmwave wireless systems SWIPT in wideband multicarrier systems 10

11 SWIPT Techniques Time Division Mode Switching (TDMS) Scheme Transmission interval into two time slots and two receivers coherently switch between the EH and ID modes In one time slot, both receivers operate in the EH mode, whereas, In the other time slot, both receivers switch to the ID mode. TDMA Scheme In each time slot of TDMA scheme, one receiver operates in the ID mode and the other receiver operates in the EH mode. TDMA via Deterministic Signal for Energy Harvesting If one user operates in the EH mode, the transmitter may simply transmit some deterministic signals (e.g., training/pilot signals) known to both receivers Power Splitting Scheme The received signal is split into two parts for simultaneous EH and ID C. Shen, W. C. Li and T. H. Chang, "Wireless Information and Energy Transfer in Multi-Antenna Interference Channel," in IEEE Transactions on Signal Processing, vol. 62, no. 23, pp , Dec.1,

12 Multi-antenna SWIPT Systems Example: MISO broadcast system: exploit near-far channel conditions Schedule near users for energy harvesting (EH) Schedule far users for information decoding (ID) Multi-antenna Interference channel Cross-link signals can degrade the information sum rate At the same time boosts energy harvesting of the receivers Illustrations of multi-antenna base station with ID and EH receivers R. Zhang, Wireless Powered Communication: Opportunities and Challenges, ICC Turorial, Sydney, Australia,

13 Multiuser MISO SWIPT Systems Scenario: Multi-antenna AP transmitting simultaneously to multiple single-antenna receivers which implement either EH or ID, but not both at the same time Problem :joint information and energy transmit beamforming design to maximize the weighted sum-power transferred to all EH receivers subject to a given set of minimum SINR constraints at different ID receivers Two types of ID receivers Type I do not possess the capability of cancelling the interference from simultaneously transmitted energy signals Type 2 and possess the interference cancellation capability With Type I ID receivers, separate information and energy beamforming design approach performs severely worse than the optimal joint design In contrast, dedicated energy beamforming is beneficial when ID receivers possess the capability of cancelling the interference from energy signals, even with suboptimal designs J. Xu, L. Liu and R. Zhang, "Multiuser MISO Beamforming for Simultaneous Wireless Information and Power Transfer," in IEEE Transactions on Signal Processing, vol. 62, no. 18, pp , Sept.15,

14 Cooperative SWIPT in CR networks Two level Information and energy cooperation First phase: Information cooperation PT broadcasts the primary signal and after receiving it, the ST retransmits it to the PU Second phase: energy cooperation PT transmits power to the ST via either cable or wireless medium, such that the ST can obtain extra power to help the PU, as well as serve its own SU. Three cooperation schemes Ideal cooperation : primary information is noncausally known at the ST and the transmit power can be shared between the PT and the ST Power splitting scheme: ST uses part of received signal for ID and the rest for EH Time splitting scheme: a fraction of time is reserved for wireless energy transfer from the PT to the ST and the rest of time is used for information listening and forwarding. G. Zheng, Z. Ho, E. A. Jorswieck and B. Ottersten, "Information and Energy Cooperation in Cognitive Radio Networks," in IEEE Transactions on Signal Processing, vol. 62, no. 9, pp , May1,

15 Massive MIMO enabled SWIPT systems Benefits Massive MIMO system can provide a large number of degree of freedom, which benefits the performance for both ID and EH. Enhancement in energy and spectral efficiencies to address the following challenges of practical energy harvesting technique received low signal strength due to path loss inherent low RF to DC conversion efficiency Challenges Antenna selection with ID/EH Mode A part of antennas for ID and remaining for EH Tradeoff b/w achieved throughput and harvested energy Interference effect a balance of the tradeoff in the presence of interference Large number of antennas Need of a low-complexity antenna partition strategy H. Wang, W. Wang, X. Chen and Z. Zhang, "Wireless information and energy transfer in interference aware massive MIMO systems," 2014 IEEE Global Communications Conference, Austin, TX, 2014, pp

16 Symbol Level Precoding for SWIPT Systems Traditional concept Interference is always harmful New concept Taking advantage of constructive interference among the users as a source of both useful information signal energy and electrical wireless energy Data-aided precoding (symbol level precoding) With the knowledge of both the instantaneous CSI and the data symbols at the BS, the received interference can be constructive or destructive Destructive interference deteriorates performance while constructive one moves the received symbols away from the decision thresholds of the constellation, thus improving the detection. Symbol level precoding for SWIPT To exploit the constructive interference for both information decoding and energy harvesting S. Timotheou, G. Zheng, C. Masouros and I. Krikidis, "Symbol-level precoding in MISO broadcast channels for SWIPT systems," rd International Conference on Telecommunications (ICT), Thessaloniki, 2016, pp M. Alodeh, S. Chatzinotas and B. Ottersten, "Constructive Interference through Symbol Level Precoding for Multi-Level Modulation," 2015 IEEE Global Communications Conference (GLOBECOM), San Diego, CA, 2015, pp

17 Symbol Level Precoding for SWIPT Systems Problem: Symbol level precoding design which minimizes the transmit power while guaranteeing QoS and energy harvesting constraints for generic phase shift keying modulated signals. A QPSK constellation example for information decoding with constructive interference Constructive interference can be exploited to improve the signal power as well as act as a source of wireless power transfer S. Timotheou, G. Zheng, C. Masouros and I. Krikidis, "Symbol-level precoding in MISO broadcast channels for SWIPT systems," rd International Conference on Telecommunications (ICT), Thessaloniki, 2016, pp

18 Case study on Hardware Impairment in WPCN assisted Cognitive - DF Relaying Cognitive relay network: No direct link One primary receiver Three nodes relay Rayleigh fading channel Secondary users RF energy harvesting relay Two-way DF relaying protocol 2 data transmission protocols 2 energy transfer policies Transmission rule Harvest then transmit Relay transmit data in half-duplex mode D. K. Nguyen and D. N. K. Jayakody, "Self-Powered Two-Way Cognitive Relay Networks: Protocol Design and Performance Analysis," submitted to IEEE Access?? 18

19 Two-way relaying with RF energy transfer data frame structure TDBC: EH can be either DS or SFS T MABC: EH can be either DS or SFS D. K. Nguyen and D. N. K. Jayakody, "Self-Powered Two-Way Cognitive Relay Networks: T Protocol Design and Performance Analysis," submitted to IEEE Access 19

20 Energy Harvesting Phase Dual-source (DS) Single-fixed source (SFS) Both A and B transmit RF signal to R in the energy harvesting phase The harvested power at R is E H Only one B or A transmits RF signal to R in the energy harvesting phase The harvested power at R is E H

21 Effect of Hardware Impairment in Throughput Throughput vs. γ = I P N o (κ 2 A = κ 2 B = κ 2 R = 0. 08, ) 1. Energy transfer policy left a small effect while hardware impairment caused a big loss 2. Rate R A = R B = 2 [bits/s/hz], the ceiling throughput are 1.6, 1.07, 1 and 0.67 [bits/s/hz]. 3. α (time ratio) gave a big different on ceiling throughput D. K. Nguyen and D. N. K. Jayakody, "Self-Powered Two-Way Cognitive Relay Networks: Protocol Design and Performance Analysis," submitted to IEEE Access

22 Bistatic Scatter Radio for RF Energy Harvesting Conventional monostatic method: carrier emitter and the reader are in a single reader box as in widely used RFID systems Emerging Bistatic scatter radio concept the carrier emitter is displaced from SDR reader where backscattered signals are received long range scatter radio communication for sensor networks Easier setup with multiple carrier emitters and one centralized reader Novel research area Carrier emitters in Bistatic scatter radio as a Potential RF harvesting source Exploiting scatter radio emitter s transmissions to capture much more unused ambient energy N. Fasarakis-Hilliard, P. N. Alevizos and A. Bletsas, "Coherent Detection and Channel Coding for Bistatic Scatter Radio Sensor Networking," in IEEE Transactions on Communications, vol. 63, no. 5, pp , May

23 Challenges in SWIPT Rate-energy tradeoff: two competitive objectives Doubly near-far problem CSI acquisition for information/energy beamforming Feedback overhead the effect of antenna correlation the effect of imperfect channel reciprocity Devising low-complexity antenna partition algorithms Investigating optimal design for joint energy and information beamforming and scheduling Adaptive bandwidth/carrier allocation, time allocation Low-complexity transceivers for symbol level precoding Need of high efficiency microwave power source (transmitter) Need of high efficiency microwave rectifier (receiver) All have to be lightweight to reduce deployment cost 23

24 Conclusions An emerging concept for 5G and beyond wireless Emerging trend in exploiting SWIPT in massive MIMO systems Cooperative techniques Data-aided precoding design Multicarrier systems SWIPT with NOMA and other 5G technologies Several challenges from practical perspectives Need of low-complexity solutions Need of extensive research to implement Besides technical, environmental, cost and health issues Hardware impairment in SWIPT assisted wireless networks 24

25 Thank you for your attention! Contact:

Wireless Powered Communication Networks: An Overview

Wireless Powered Communication Networks: An Overview Wireless Powered Communication Networks: An Overview Rui Zhang (e-mail: elezhang@nus.edu.sg) ECE Department, National University of Singapore (NUS) WCNC Doha, April 3 2016 Introduction Wireless Communication

More information

MATLAB COMMUNICATION TITLES

MATLAB COMMUNICATION TITLES MATLAB COMMUNICATION TITLES -2018 ORTHOGONAL FREQUENCY-DIVISION MULTIPLEXING(OFDM) 1 ITCM01 New PTS Schemes For PAPR Reduction Of OFDM Signals Without Side Information 2 ITCM02 Design Space-Time Trellis

More information

FULL-DUPLEX COGNITIVE RADIO: ENHANCING SPECTRUM USAGE MODEL

FULL-DUPLEX COGNITIVE RADIO: ENHANCING SPECTRUM USAGE MODEL FULL-DUPLEX COGNITIVE RADIO: ENHANCING SPECTRUM USAGE MODEL Abhinav Lall 1, O. P. Singh 2, Ashish Dixit 3 1,2,3 Department of Electronics and Communication Engineering, ASET. Amity University Lucknow Campus.(India)

More information

Enhancing Wireless Information and Power Transfer by Exploiting Multi-Antenna Techniques

Enhancing Wireless Information and Power Transfer by Exploiting Multi-Antenna Techniques IEEE COMMUNICATIONS MAGAZINE, FEATURE TOPIC ON ENERGY HARVESTING COMMUNICATIONS, APRIL 2015. 1 Enhancing Wireless Information and Power Transfer by Exploiting Multi-Antenna Techniques arxiv:1501.02429v1

More information

5G: Opportunities and Challenges Kate C.-J. Lin Academia Sinica

5G: Opportunities and Challenges Kate C.-J. Lin Academia Sinica 5G: Opportunities and Challenges Kate C.-J. Lin Academia Sinica! 2015.05.29 Key Trend (2013-2025) Exponential traffic growth! Wireless traffic dominated by video multimedia! Expectation of ubiquitous broadband

More information

A Survey on Non-Orthogonal Multiple Access for 5G Networks: Research Challenges and Future Trends

A Survey on Non-Orthogonal Multiple Access for 5G Networks: Research Challenges and Future Trends 1 A Survey on Non-Orthogonal Multiple Access for 5G Networks: Research Challenges and Future Trends Zhiguo Ding, Senior Member, IEEE, Xianfu Lei, Senior Member, IEEE, George K. Karagiannidis, Fellow, IEEE,

More information

Massive MIMO Full-duplex: Theory and Experiments

Massive MIMO Full-duplex: Theory and Experiments Massive MIMO Full-duplex: Theory and Experiments Ashu Sabharwal Joint work with Evan Everett, Clay Shepard and Prof. Lin Zhong Data Rate Through Generations Gains from Spectrum, Densification & Spectral

More information

Wireless & Cellular Communications

Wireless & Cellular Communications Wireless & Cellular Communications Slides are adopted from Lecture notes by Professor A. Goldsmith, Stanford University. Instructor presentation materials for the book: Wireless Communications, 2nd Edition,

More information

Communications and Signals Design for Wireless Power Transmission

Communications and Signals Design for Wireless Power Transmission Communications and Signals Design for Wireless Power Transmission Rui Zhang ECE Department, National University of Singapore Globecom Workshop on Wireless Energy Harvesting Washington, DC USA, 2016 Globecom

More information

Analysis and Improvements of Linear Multi-user user MIMO Precoding Techniques

Analysis and Improvements of Linear Multi-user user MIMO Precoding Techniques 1 Analysis and Improvements of Linear Multi-user user MIMO Precoding Techniques Bin Song and Martin Haardt Outline 2 Multi-user user MIMO System (main topic in phase I and phase II) critical problem Downlink

More information

Survey on Non Orthogonal Multiple Access for 5G Networks Research Challenges and Future Trend

Survey on Non Orthogonal Multiple Access for 5G Networks Research Challenges and Future Trend Survey on Non Orthogonal Multiple Access for 5G Networks Research Challenges and Future Trend Natraj C. Wadhai 1, Prof. Nilesh P. Bodne 2 Member, IEEE 1,2Department of Electronics & Communication Engineering,

More information

Beamforming and Binary Power Based Resource Allocation Strategies for Cognitive Radio Networks

Beamforming and Binary Power Based Resource Allocation Strategies for Cognitive Radio Networks 1 Beamforming and Binary Power Based Resource Allocation Strategies for Cognitive Radio Networks UWB Walter project Workshop, ETSI October 6th 2009, Sophia Antipolis A. Hayar EURÉCOM Institute, Mobile

More information

School of Electrical Engineering and Telecommunications

School of Electrical Engineering and Telecommunications School of Electrical Engineering and Telecommunications SECURED COMMUNICATION IN SWIPT NETWORKS Surabattuni Ramakrishna Supervisor: Dr Derrick Wing Kwan Ng A Thesis Submitted to University of New South

More information

Non-Orthogonal Multiple Access (NOMA) in 5G Cellular Downlink and Uplink: Achievements and Challenges

Non-Orthogonal Multiple Access (NOMA) in 5G Cellular Downlink and Uplink: Achievements and Challenges Non-Orthogonal Multiple Access (NOMA) in 5G Cellular Downlink and Uplink: Achievements and Challenges Presented at: Huazhong University of Science and Technology (HUST), Wuhan, China S.M. Riazul Islam,

More information

MIMO-aware Cooperative Cognitive Radio Networks. Hang Liu

MIMO-aware Cooperative Cognitive Radio Networks. Hang Liu MIMO-aware Cooperative Cognitive Radio Networks Hang Liu Outline Motivation and Industrial Relevance Project Objectives Approach and Previous Results Future Work Outcome and Impact [2] Motivation & Relevance

More information

TECHNOLOGY : MATLAB DOMAIN : COMMUNICATION

TECHNOLOGY : MATLAB DOMAIN : COMMUNICATION TECHNOLOGY : MATLAB DOMAIN : COMMUNICATION S.NO CODE PROJECT TITLES APPLICATION YEAR 1. 2. 3. 4. 5. 6. ITCM01 ITCM02 ITCM03 ITCM04 ITCM05 ITCM06 ON THE SUM-RATE OF THE GAUSSIAN MIMO Z CHANNEL AND THE GAUSSIAN

More information

Lecture 8 Multi- User MIMO

Lecture 8 Multi- User MIMO Lecture 8 Multi- User MIMO I-Hsiang Wang ihwang@ntu.edu.tw 5/7, 014 Multi- User MIMO System So far we discussed how multiple antennas increase the capacity and reliability in point-to-point channels Question:

More information

MIMO Z CHANNEL INTERFERENCE MANAGEMENT

MIMO Z CHANNEL INTERFERENCE MANAGEMENT MIMO Z CHANNEL INTERFERENCE MANAGEMENT Ian Lim 1, Chedd Marley 2, and Jorge Kitazuru 3 1 National University of Singapore, Singapore ianlimsg@gmail.com 2 University of Sydney, Sydney, Australia 3 University

More information

Spatial Modulation Testbed

Spatial Modulation Testbed Modulation Testbed Professor Harald Haas Institute for Digital Communications (IDCOM) Joint Research Institute for Signal and Image Processing School of Engineering Classical Multiplexing MIMO Transmitter

More information

Energy Efficient Multiple Access Scheme for Multi-User System with Improved Gain

Energy Efficient Multiple Access Scheme for Multi-User System with Improved Gain Volume 2, Issue 11, November-2015, pp. 739-743 ISSN (O): 2349-7084 International Journal of Computer Engineering In Research Trends Available online at: www.ijcert.org Energy Efficient Multiple Access

More information

Optimal Energy Harvesting Scheme for Power Beacon-Assisted Wireless-Powered Networks

Optimal Energy Harvesting Scheme for Power Beacon-Assisted Wireless-Powered Networks Indonesian Journal of Electrical Engineering and Computer Science Vol. 7, No. 3, September 2017, pp. 802 808 DOI: 10.11591/ijeecs.v7.i3.pp802-808 802 Optimal Energy Harvesting Scheme for Power Beacon-Assisted

More information

Mobile Broadband Multimedia Networks

Mobile Broadband Multimedia Networks Mobile Broadband Multimedia Networks Techniques, Models and Tools for 4G Edited by Luis M. Correia v c» -''Vi JP^^fte«jfc-iaSfllto ELSEVIER AMSTERDAM BOSTON HEIDELBERG LONDON NEW YORK OXFORD PARIS SAN

More information

Scaling Laws for Cognitive Radio Network with Heterogeneous Mobile Secondary Users

Scaling Laws for Cognitive Radio Network with Heterogeneous Mobile Secondary Users Scaling Laws for Cognitive Radio Network with Heterogeneous Mobile Secondary Users Y.Li, X.Wang, X.Tian and X.Liu Shanghai Jiaotong University Scaling Laws for Cognitive Radio Network with Heterogeneous

More information

On the Value of Coherent and Coordinated Multi-point Transmission

On the Value of Coherent and Coordinated Multi-point Transmission On the Value of Coherent and Coordinated Multi-point Transmission Antti Tölli, Harri Pennanen and Petri Komulainen atolli@ee.oulu.fi Centre for Wireless Communications University of Oulu December 4, 2008

More information

Chapter 10. User Cooperative Communications

Chapter 10. User Cooperative Communications Chapter 10 User Cooperative Communications 1 Outline Introduction Relay Channels User-Cooperation in Wireless Networks Multi-Hop Relay Channel Summary 2 Introduction User cooperative communication is a

More information

Opportunities, Constraints, and Benefits of Relaying in the Presence of Interference

Opportunities, Constraints, and Benefits of Relaying in the Presence of Interference Opportunities, Constraints, and Benefits of Relaying in the Presence of Interference Peter Rost, Gerhard Fettweis Technische Universität Dresden, Vodafone Chair Mobile Communications Systems, 01069 Dresden,

More information

Reconfigurable antennas for WiFi networks. Daniele Piazza Founder and CTO Adant Technologies Inc

Reconfigurable antennas for WiFi networks. Daniele Piazza Founder and CTO Adant Technologies Inc Reconfigurable antennas for WiFi networks Daniele Piazza Founder and CTO Adant Technologies Inc Company Overview Adant Padova, Italy Adant SF Bay Area Adant Taiwan Adant designs, licenses, and manufactures

More information

PERFORMANCE OF TWO-PATH SUCCESSIVE RELAYING IN THE PRESENCE OF INTER-RELAY INTERFERENCE

PERFORMANCE OF TWO-PATH SUCCESSIVE RELAYING IN THE PRESENCE OF INTER-RELAY INTERFERENCE PERFORMANCE OF TWO-PATH SUCCESSIVE RELAYING IN THE PRESENCE OF INTER-RELAY INTERFERENCE 1 QIAN YU LIAU, 2 CHEE YEN LEOW Wireless Communication Centre, Faculty of Electrical Engineering, Universiti Teknologi

More information

Distributed Game Theoretic Optimization Of Frequency Selective Interference Channels: A Cross Layer Approach

Distributed Game Theoretic Optimization Of Frequency Selective Interference Channels: A Cross Layer Approach 2010 IEEE 26-th Convention of Electrical and Electronics Engineers in Israel Distributed Game Theoretic Optimization Of Frequency Selective Interference Channels: A Cross Layer Approach Amir Leshem and

More information

Optimal time sharing in underlay cognitive radio systems with RF energy harvesting

Optimal time sharing in underlay cognitive radio systems with RF energy harvesting Optimal time sharing in underlay cognitive radio systems with RF energy harvesting Valentin Rakovic, Daniel Denkovski, Zoran Hadzi-Velkov and Liljana Gavrilovska Ss. Cyril and Methodius University in Skopje

More information

Cooperative Spectrum Sensing in Cognitive Radio

Cooperative Spectrum Sensing in Cognitive Radio Cooperative Spectrum Sensing in Cognitive Radio Project of the Course : Software Defined Radio Isfahan University of Technology Spring 2010 Paria Rezaeinia Zahra Ashouri 1/54 OUTLINE Introduction Cognitive

More information

Ambient Backscatter Networking: A Novel Paradigm to Assist Wireless Powered Communications

Ambient Backscatter Networking: A Novel Paradigm to Assist Wireless Powered Communications Ambient Backscatter Networking: A Novel Paradigm to Assist Wireless Powered Communications Xiao Lu, Dusit Niyato, Hai Jiang, Dong In Kim, Yong Xiao and Zhu Han arxiv:709.0965v [cs.ni] 27 Sep 207 Abstract

More information

Various Applications of Full Duplex Techniques in Wireless Communication Networks

Various Applications of Full Duplex Techniques in Wireless Communication Networks Various Applications of Full Duplex Techniques in Wireless Communication Networks Hyungsik Ju Department of Electrical and Computer Engineering National University of Singapore 2014. 04. 04 Introduction

More information

Why Time-Reversal for Future 5G Wireless?

Why Time-Reversal for Future 5G Wireless? Why Time-Reversal for Future 5G Wireless? K. J. Ray Liu Department of Electrical and Computer Engineering University of Maryland, College Park Acknowledgement: the Origin Wireless Team What is Time-Reversal?

More information

Coordinated and Distributed MIMO turning wireless networks on their heads? Gerard Borg

Coordinated and Distributed MIMO turning wireless networks on their heads? Gerard Borg Coordinated and Distributed MIMO turning wireless networks on their heads? Gerard Borg 1 Coordinated and Distributed MIMO Outline Orientation: Coordinated and distributed MIMO vs SISO Theory: Capacity

More information

Technical Aspects of LTE Part I: OFDM

Technical Aspects of LTE Part I: OFDM Technical Aspects of LTE Part I: OFDM By Mohammad Movahhedian, Ph.D., MIET, MIEEE m.movahhedian@mci.ir ITU regional workshop on Long-Term Evolution 9-11 Dec. 2013 Outline Motivation for LTE LTE Network

More information

On the Complementary Benefits of Massive MIMO, Small Cells, and TDD

On the Complementary Benefits of Massive MIMO, Small Cells, and TDD On the Complementary Benefits of Massive MIMO, Small Cells, and TDD Jakob Hoydis (joint work with K. Hosseini, S. ten Brink, M. Debbah) Bell Laboratories, Alcatel-Lucent, Germany Alcatel-Lucent Chair on

More information

Energy Efficiency Optimization in Multi-Antenna Wireless Powered Communication Network with No Channel State Information

Energy Efficiency Optimization in Multi-Antenna Wireless Powered Communication Network with No Channel State Information Vol.141 (GST 016), pp.158-163 http://dx.doi.org/10.1457/astl.016.141.33 Energy Efficiency Optimization in Multi-Antenna Wireless Powered Communication Networ with No Channel State Information Byungjo im

More information

A Brief Review of Opportunistic Beamforming

A Brief Review of Opportunistic Beamforming A Brief Review of Opportunistic Beamforming Hani Mehrpouyan Department of Electrical and Computer Engineering Queen's University, Kingston, Ontario, K7L3N6, Canada Emails: 5hm@qlink.queensu.ca 1 Abstract

More information

EE360: Lecture 6 Outline MUD/MIMO in Cellular Systems

EE360: Lecture 6 Outline MUD/MIMO in Cellular Systems EE360: Lecture 6 Outline MUD/MIMO in Cellular Systems Announcements Project proposals due today Makeup lecture tomorrow Feb 2, 5-6:15, Gates 100 Multiuser Detection in cellular MIMO in Cellular Multiuser

More information

Long Term Evolution (LTE) and 5th Generation Mobile Networks (5G) CS-539 Mobile Networks and Computing

Long Term Evolution (LTE) and 5th Generation Mobile Networks (5G) CS-539 Mobile Networks and Computing Long Term Evolution (LTE) and 5th Generation Mobile Networks (5G) Long Term Evolution (LTE) What is LTE? LTE is the next generation of Mobile broadband technology Data Rates up to 100Mbps Next level of

More information

MIMO Systems and Applications

MIMO Systems and Applications MIMO Systems and Applications Mário Marques da Silva marques.silva@ieee.org 1 Outline Introduction System Characterization for MIMO types Space-Time Block Coding (open loop) Selective Transmit Diversity

More information

LTE-Advanced and Release 10

LTE-Advanced and Release 10 LTE-Advanced and Release 10 1. Carrier Aggregation 2. Enhanced Downlink MIMO 3. Enhanced Uplink MIMO 4. Relays 5. Release 11 and Beyond Release 10 enhances the capabilities of LTE, to make the technology

More information

Spectrum Management and Cognitive Radio

Spectrum Management and Cognitive Radio Spectrum Management and Cognitive Radio Alessandro Guidotti Tutor: Prof. Giovanni Emanuele Corazza, University of Bologna, DEIS Co-Tutor: Ing. Guido Riva, Fondazione Ugo Bordoni The spectrum scarcity problem

More information

Dynamic Spectrum Sharing in 5G Wireless Networks with Full-Duplex Technology: Recent Advances and Research Challenges

Dynamic Spectrum Sharing in 5G Wireless Networks with Full-Duplex Technology: Recent Advances and Research Challenges IEEE COMMUNICATIONS SURVEYS & TUTORIALS (DRAFT) 1 Dynamic Spectrum Sharing in 5G Wireless Networks with Full-Duplex Technology: Recent Advances and Research Challenges Shree Krishna Sharma, Member, IEEE,

More information

Cognitive Ultra Wideband Radio

Cognitive Ultra Wideband Radio Cognitive Ultra Wideband Radio Soodeh Amiri M.S student of the communication engineering The Electrical & Computer Department of Isfahan University of Technology, IUT E-Mail : s.amiridoomari@ec.iut.ac.ir

More information

Power Allocation based Hybrid Multihop Relaying Protocol for Sensor Networks

Power Allocation based Hybrid Multihop Relaying Protocol for Sensor Networks , pp.70-74 http://dx.doi.org/10.14257/astl.2014.46.16 Power Allocation based Hybrid Multihop Relaying Protocol for Sensor Networks Saransh Malik 1,Sangmi Moon 1, Bora Kim 1, Hun Choi 1, Jinsul Kim 1, Cheolhong

More information

Channel Estimation and Multiple Access in Massive MIMO Systems. Junjie Ma, Chongbin Xu and Li Ping City University of Hong Kong, Hong Kong

Channel Estimation and Multiple Access in Massive MIMO Systems. Junjie Ma, Chongbin Xu and Li Ping City University of Hong Kong, Hong Kong Channel Estimation and Multiple Access in Massive MIMO Systems Junjie Ma, Chongbin Xu and Li Ping City University of Hong Kong, Hong Kong 1 Main references Li Ping, Lihai Liu, Keying Wu, and W. K. Leung,

More information

Cooperative versus Full-Duplex Communication in Cellular Networks: A Comparison of the Total Degrees of Freedom. Amr El-Keyi and Halim Yanikomeroglu

Cooperative versus Full-Duplex Communication in Cellular Networks: A Comparison of the Total Degrees of Freedom. Amr El-Keyi and Halim Yanikomeroglu Cooperative versus Full-Duplex Communication in Cellular Networks: A Comparison of the Total Degrees of Freedom Amr El-Keyi and Halim Yanikomeroglu Outline Introduction Full-duplex system Cooperative system

More information

Dynamic Resource Allocation for Multi Source-Destination Relay Networks

Dynamic Resource Allocation for Multi Source-Destination Relay Networks Dynamic Resource Allocation for Multi Source-Destination Relay Networks Onur Sahin, Elza Erkip Electrical and Computer Engineering, Polytechnic University, Brooklyn, New York, USA Email: osahin0@utopia.poly.edu,

More information

Lecture 12: Summary Advanced Digital Communications (EQ2410) 1

Lecture 12: Summary Advanced Digital Communications (EQ2410) 1 : Advanced Digital Communications (EQ2410) 1 Monday, Mar. 7, 2016 15:00-17:00, B23 1 Textbook: U. Madhow, Fundamentals of Digital Communications, 2008 1 / 15 Overview 1 2 3 4 2 / 15 Equalization Maximum

More information

Optimizing future wireless communication systems

Optimizing future wireless communication systems Optimizing future wireless communication systems "Optimization and Engineering" symposium Louvain-la-Neuve, May 24 th 2006 Jonathan Duplicy (www.tele.ucl.ac.be/digicom/duplicy) 1 Outline History Challenges

More information

Full-Duplex Non-Orthogonal Multiple Access for Modern Wireless Networks

Full-Duplex Non-Orthogonal Multiple Access for Modern Wireless Networks 1 Full-Duplex Non-Orthogonal Multiple Access for Modern Wireless Networks Mohammadali Mohammadi, Member, IEEE, Xiaoyan Shi, Student Member, IEEE, Batu K. Chalise, Senior Member, IEEE, Himal A. Suraweera,

More information

Wireless Energy Transfer and Harvesting. Introduction and Future Perspectives. Marco Maso. 03. November 2016

Wireless Energy Transfer and Harvesting. Introduction and Future Perspectives. Marco Maso. 03. November 2016 03. November 2016 Wireless Energy Transfer and Harvesting Introduction and Future Perspectives Marco Maso Mathematical and Algorithmic Sciences Lab, Huawei France Research Center Why is energy efficiency

More information

Beamforming on mobile devices: A first study

Beamforming on mobile devices: A first study Beamforming on mobile devices: A first study Hang Yu, Lin Zhong, Ashutosh Sabharwal, David Kao http://www.recg.org Two invariants for wireless Spectrum is scarce Hardware is cheap and getting cheaper 2

More information

Multiuser MIMO Channel Measurements and Performance in a Large Office Environment

Multiuser MIMO Channel Measurements and Performance in a Large Office Environment Multiuser MIMO Channel Measurements and Performance in a Large Office Environment Gerhard Bauch 1, Jorgen Bach Andersen 3, Christian Guthy 2, Markus Herdin 1, Jesper Nielsen 3, Josef A. Nossek 2, Pedro

More information

Cooperative Spectrum Sharing in Cognitive Radio Networks: A Game-Theoretic Approach

Cooperative Spectrum Sharing in Cognitive Radio Networks: A Game-Theoretic Approach Cooperative Spectrum Sharing in Cognitive Radio Networks: A Game-Theoretic Approach Haobing Wang, Lin Gao, Xiaoying Gan, Xinbing Wang, Ekram Hossain 2. Department of Electronic Engineering, Shanghai Jiao

More information

OPTIMIZATION OF A TWO-HOP NETWORK WITH ENERGY CONFERENCING RELAYS

OPTIMIZATION OF A TWO-HOP NETWORK WITH ENERGY CONFERENCING RELAYS OPTIMIZATION OF A TWO-HOP NETWORK WITH ENERGY CONFERENCING RELAYS Sharief Abdel-Razeq 1, Ming Zhao 2, Shengli Zhou 1, Zhengdao Wang 3 1 Dept. of Electrical and Computer Engineering, University of Connecticut,

More information

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 10, OCTOBER

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 10, OCTOBER IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, VOL. 35, NO. 10, OCTOBER 2017 2181 A Survey on Non-Orthogonal Multiple Access for 5G Networks: Research Challenges and Future Trends Zhiguo Ding, Senior

More information

Application of non-orthogonal multiple access in LTE and 5G networks

Application of non-orthogonal multiple access in LTE and 5G networks Application of non-orthogonal multiple access in LTE and 5G networks ELKASHLAN, M 16 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current

More information

Combined Opportunistic Beamforming and Receive Antenna Selection

Combined Opportunistic Beamforming and Receive Antenna Selection Combined Opportunistic Beamforming and Receive Antenna Selection Lei Zan, Syed Ali Jafar University of California Irvine Irvine, CA 92697-262 Email: lzan@uci.edu, syed@ece.uci.edu Abstract Opportunistic

More information

OFDMA Networks. By Mohamad Awad

OFDMA Networks. By Mohamad Awad OFDMA Networks By Mohamad Awad Outline Wireless channel impairments i and their effect on wireless communication Channel modeling Sounding technique OFDM as a solution OFDMA as an improved solution MIMO-OFDMA

More information

Exploiting Interference through Cooperation and Cognition

Exploiting Interference through Cooperation and Cognition Exploiting Interference through Cooperation and Cognition Stanford June 14, 2009 Joint work with A. Goldsmith, R. Dabora, G. Kramer and S. Shamai (Shitz) The Role of Wireless in the Future The Role of

More information

The Wireless Data Crunch: Motivating Research in Wireless Communications

The Wireless Data Crunch: Motivating Research in Wireless Communications The Wireless Data Crunch: Motivating Research in Wireless Communications Stephen Hanly CSIRO-Macquarie University Chair in Wireless Communications stephen.hanly@mq.edu.au Wireless Growth Rate Cooper s

More information

SPECTRUM SHARING IN CRN USING ARP PROTOCOL- ANALYSIS OF HIGH DATA RATE

SPECTRUM SHARING IN CRN USING ARP PROTOCOL- ANALYSIS OF HIGH DATA RATE Int. J. Chem. Sci.: 14(S3), 2016, 794-800 ISSN 0972-768X www.sadgurupublications.com SPECTRUM SHARING IN CRN USING ARP PROTOCOL- ANALYSIS OF HIGH DATA RATE ADITYA SAI *, ARSHEYA AFRAN and PRIYANKA Information

More information

Multiple Antenna Processing for WiMAX

Multiple Antenna Processing for WiMAX Multiple Antenna Processing for WiMAX Overview Wireless operators face a myriad of obstacles, but fundamental to the performance of any system are the propagation characteristics that restrict delivery

More information

Further Vision on TD-SCDMA Evolution

Further Vision on TD-SCDMA Evolution Further Vision on TD-SCDMA Evolution LIU Guangyi, ZHANG Jianhua, ZHANG Ping WTI Institute, Beijing University of Posts&Telecommunications, P.O. Box 92, No. 10, XiTuCheng Road, HaiDian District, Beijing,

More information

A Secure Transmission of Cognitive Radio Networks through Markov Chain Model

A Secure Transmission of Cognitive Radio Networks through Markov Chain Model A Secure Transmission of Cognitive Radio Networks through Markov Chain Model Mrs. R. Dayana, J.S. Arjun regional area network (WRAN), which will operate on unused television channels. Assistant Professor,

More information

Interference management Within 3GPP LTE advanced

Interference management Within 3GPP LTE advanced Interference management Within 3GPP LTE advanced Konstantinos Dimou, PhD Senior Research Engineer, Wireless Access Networks, Ericsson research konstantinos.dimou@ericsson.com 2013-02-20 Outline Introduction

More information

On the feasibility of wireless energy transfer using massive antenna arrays in Rician channels

On the feasibility of wireless energy transfer using massive antenna arrays in Rician channels On the feasibility of wireless energy transfer using massive antenna arrays in Rician channels Salil Kashyap, Emil Björnson and Erik G Larsson The self-archived postprint version of this conference article

More information

6 Multiuser capacity and

6 Multiuser capacity and CHAPTER 6 Multiuser capacity and opportunistic communication In Chapter 4, we studied several specific multiple access techniques (TDMA/FDMA, CDMA, OFDM) designed to share the channel among several users.

More information

Lecture LTE (4G) -Technologies used in 4G and 5G. Spread Spectrum Communications

Lecture LTE (4G) -Technologies used in 4G and 5G. Spread Spectrum Communications COMM 907: Spread Spectrum Communications Lecture 10 - LTE (4G) -Technologies used in 4G and 5G The Need for LTE Long Term Evolution (LTE) With the growth of mobile data and mobile users, it becomes essential

More information

2. LITERATURE REVIEW

2. LITERATURE REVIEW 2. LITERATURE REVIEW In this section, a brief review of literature on Performance of Antenna Diversity Techniques, Alamouti Coding Scheme, WiMAX Broadband Wireless Access Technology, Mobile WiMAX Technology,

More information

A key parameters based vision

A key parameters based vision A key parameters based vision of trends in Wireless systems Alain Sibille Telecom ParisTech Outline What do we speak about? Tradeoff between key parameters Technology progress From low-end to high-end

More information

Massive MIMO a overview. Chandrasekaran CEWiT

Massive MIMO a overview. Chandrasekaran CEWiT Massive MIMO a overview Chandrasekaran CEWiT Outline Introduction Ways to Achieve higher spectral efficiency Massive MIMO basics Challenges and expectations from Massive MIMO Network MIMO features Summary

More information

Distributed receive beamforming: a scalable architecture and its proof of concept

Distributed receive beamforming: a scalable architecture and its proof of concept Distributed receive beamforming: a scalable architecture and its proof of concept François Quitin, Andrew Irish and Upamanyu Madhow Electrical and Computer Engineering, University of California, Santa

More information

Background: Cellular network technology

Background: Cellular network technology Background: Cellular network technology Overview 1G: Analog voice (no global standard ) 2G: Digital voice (again GSM vs. CDMA) 3G: Digital voice and data Again... UMTS (WCDMA) vs. CDMA2000 (both CDMA-based)

More information

Full-Duplex Cognitive Radio: A New Design Paradigm for Enhancing Spectrum Usage

Full-Duplex Cognitive Radio: A New Design Paradigm for Enhancing Spectrum Usage Full-Duplex Cognitive Radio: A New Design Paradigm for Enhancing Spectrum Usage Yun Liao, Lingyang Song, Zhu Han, and Yonghui Li State Key Laboratory of Advanced Optical Communication Systems and Networks,

More information

Massive MIMO: Signal Structure, Efficient Processing, and Open Problems I

Massive MIMO: Signal Structure, Efficient Processing, and Open Problems I Massive MIMO: Signal Structure, Efficient Processing, and Open Problems I Saeid Haghighatshoar Communications and Information Theory Group (CommIT) Technische Universität Berlin CoSIP Winter Retreat Berlin,

More information

Embracing Non-Orthogonal Multiple Access in Future Wireless Networks

Embracing Non-Orthogonal Multiple Access in Future Wireless Networks 1 Embracing Non-Orthogonal Multiple Access in Future Wireless Networks Zhiguo Ding, Senior Member, IEEE, Mai Xu, Senior Member, IEEE, Yan Chen, Senior Member, IEEE, Mugen Peng, Senior Member, IEEE, and

More information

Multiuser Scheduling and Power Sharing for CDMA Packet Data Systems

Multiuser Scheduling and Power Sharing for CDMA Packet Data Systems Multiuser Scheduling and Power Sharing for CDMA Packet Data Systems Sandeep Vangipuram NVIDIA Graphics Pvt. Ltd. No. 10, M.G. Road, Bangalore 560001. sandeep84@gmail.com Srikrishna Bhashyam Department

More information

System Performance of Cooperative Massive MIMO Downlink 5G Cellular Systems

System Performance of Cooperative Massive MIMO Downlink 5G Cellular Systems IEEE WAMICON 2016 April 11-13, 2016 Clearwater Beach, FL System Performance of Massive MIMO Downlink 5G Cellular Systems Chao He and Richard D. Gitlin Department of Electrical Engineering University of

More information

Resource Allocation in Full-Duplex Communications for Future Wireless Networks

Resource Allocation in Full-Duplex Communications for Future Wireless Networks Resource Allocation in Full-Duplex Communications for Future Wireless Networks Lingyang Song, Yonghui Li, and Zhu Han School of Electrical Engineering and Computer Science, Peking University, Beijing,

More information

Opportunistic Communication in Wireless Networks

Opportunistic Communication in Wireless Networks Opportunistic Communication in Wireless Networks David Tse Department of EECS, U.C. Berkeley October 10, 2001 Networking, Communications and DSP Seminar Communication over Wireless Channels Fundamental

More information

SPECTRAL PRECODING TECHNIQUES FOR COGNITIVE RADIO SYSTEMS TO IMPROVE SPECTRUM UTILIZATION

SPECTRAL PRECODING TECHNIQUES FOR COGNITIVE RADIO SYSTEMS TO IMPROVE SPECTRUM UTILIZATION SPECTRAL PRECODING TECHNIQUES FOR COGNITIVE RADIO SYSTEMS TO IMPROVE SPECTRUM UTILIZATION 1 V.P.Charulatha, 2 J.GeethaRamani, 3 Dr.K.Geetha 1 PG Scholar, Department of ECE, SNS College of Technology, Coimbatore

More information

Resource Allocation Challenges in Future Wireless Networks

Resource Allocation Challenges in Future Wireless Networks Resource Allocation Challenges in Future Wireless Networks Mohamad Assaad Dept of Telecommunications, Supelec - France Mar. 2014 Outline 1 General Introduction 2 Fully Decentralized Allocation 3 Future

More information

Efficient Relay Selection Scheme based on Fuzzy Logic for Cooperative Communication

Efficient Relay Selection Scheme based on Fuzzy Logic for Cooperative Communication Efficient Relay Selection Scheme based on Fuzzy Logic for Cooperative Communication Shakeel Ahmad Waqas Military College of Signals National University of Sciences and Technology (NUST) Rawalpindi/Islamabad,

More information

Downlink Throughput Enhancement of a Cellular Network Using Two-Hopuser Deployable Indoor Relays

Downlink Throughput Enhancement of a Cellular Network Using Two-Hopuser Deployable Indoor Relays Downlink Throughput Enhancement of a Cellular Network Using Two-Hopuser Deployable Indoor Relays Shaik Kahaj Begam M.Tech, Layola Institute of Technology and Management, Guntur, AP. Ganesh Babu Pantangi,

More information

NOISE, INTERFERENCE, & DATA RATES

NOISE, INTERFERENCE, & DATA RATES COMP 635: WIRELESS NETWORKS NOISE, INTERFERENCE, & DATA RATES Jasleen Kaur Fall 2015 1 Power Terminology db Power expressed relative to reference level (P 0 ) = 10 log 10 (P signal / P 0 ) J : Can conveniently

More information

Journal Watch: IEEE Transactions on Signal Processing, Issues 13 and 14, July 2013

Journal Watch: IEEE Transactions on Signal Processing, Issues 13 and 14, July 2013 Journal Watch: IEEE Transactions on Signal Processing, Issues 13 and 14, July 2013 Venugopalakrishna Y. R. SPC Lab, IISc 6 th July 2013 Asymptotically Optimal Parameter Estimation With Scheduled Measurements

More information

Introduction to WiMAX Dr. Piraporn Limpaphayom

Introduction to WiMAX Dr. Piraporn Limpaphayom Introduction to WiMAX Dr. Piraporn Limpaphayom 1 WiMAX : Broadband Wireless 2 1 Agenda Introduction to Broadband Wireless Overview of WiMAX and Application WiMAX: PHY layer Broadband Wireless Channel OFDM

More information

UNIVERSITY OF CALGARY. Harvested Energy and Data Rate Optimization in Wireless Power Transfer Systems. Jonathan Kwan A THESIS

UNIVERSITY OF CALGARY. Harvested Energy and Data Rate Optimization in Wireless Power Transfer Systems. Jonathan Kwan A THESIS UNIVERSITY OF CALGARY Harvested Energy and Data Rate Optimization in Wireless Power Transfer Systems by Jonathan Kwan A THESIS SUBMITTED TO THE FACULTY OF GRADUATE STUDIES IN PARTIAL FULFILMENT OF THE

More information

Resource Allocation Design for Efficient SWIPT Systems

Resource Allocation Design for Efficient SWIPT Systems SCHOOL OF ELECTRICAL ENGINEERING AND TELECOMMUNICATIONS Resource Allocation Design for Efficient SWIPT Systems By Shuang Li Thesis submitted as a requirement for the degree Bachelor of Engineering (Telecommunications)

More information

Simultaneous wireless information and power transfer in modern communication systems

Simultaneous wireless information and power transfer in modern communication systems Loughborough University Institutional Repository Simultaneous wireless information and power transfer in modern communication systems This item was submitted to Loughborough University's Institutional

More information

What is the Role of MIMO in Future Cellular Networks: Massive? Coordinated? mmwave?

What is the Role of MIMO in Future Cellular Networks: Massive? Coordinated? mmwave? What is the Role of MIMO in Future Cellular Networks: Massive? Coordinated? mmwave? Robert W. Heath Jr. The University of Texas at Austin Wireless Networking and Communications Group www.profheath.org

More information

Efficient Method of Secondary Users Selection Using Dynamic Priority Scheduling

Efficient Method of Secondary Users Selection Using Dynamic Priority Scheduling Efficient Method of Secondary Users Selection Using Dynamic Priority Scheduling ABSTRACT Sasikumar.J.T 1, Rathika.P.D 2, Sophia.S 3 PG Scholar 1, Assistant Professor 2, Professor 3 Department of ECE, Sri

More information

Throughput Analysis of the Two-way Relay System with Network Coding and Energy Harvesting

Throughput Analysis of the Two-way Relay System with Network Coding and Energy Harvesting IEEE ICC 7 Green Communications Systems and Networks Symposium Throughput Analysis of the Two-way Relay System with Network Coding and Energy Harvesting Haifeng Cao SIST, Shanghaitech University Shanghai,,

More information

Multiple Antennas. Mats Bengtsson, Björn Ottersten. Basic Transmission Schemes 1 September 8, Presentation Outline

Multiple Antennas. Mats Bengtsson, Björn Ottersten. Basic Transmission Schemes 1 September 8, Presentation Outline Multiple Antennas Capacity and Basic Transmission Schemes Mats Bengtsson, Björn Ottersten Basic Transmission Schemes 1 September 8, 2005 Presentation Outline Channel capacity Some fine details and misconceptions

More information

A Unified View on the Interplay of Scheduling and MIMO Technologies in Wireless Systems

A Unified View on the Interplay of Scheduling and MIMO Technologies in Wireless Systems A Unified View on the Interplay of Scheduling and MIMO Technologies in Wireless Systems Li-Chun Wang and Chiung-Jang Chen National Chiao Tung University, Taiwan 03/08/2004 1 Outline MIMO antenna systems

More information

RF Wireless Power Transfer: Regreening Future Networks

RF Wireless Power Transfer: Regreening Future Networks 1 This is the authors version of the paper that has been accepted for publication in IEEE Potentials Magazine RF Wireless Power Transfer: Regreening Future Networks Ha-Vu Tran 1 and Georges Kaddoum 1 arxiv:1711.01320v2

More information