Radio Resource Management in Joint Radar and Communication: A Comprehensive Survey

Joint radar and communication (JRC) has recently attracted substantial attention. The first reason is that JRC allows individual radar and communication systems to share spectrum bands and thus improves the spectrum utilization. The second reason is that JRC enables a single hardware platform, e.g., an autonomous vehicle or a UAV, to simultaneously perform the communication function and the radar function. As a result, JRC is able to improve the efficiency of resources, i.e., spectrum and energy, reduce the system size, and minimize the system cost. However, there are several challenges to be solved for the JRC design. In particular, sharing the spectrum imposes the interference caused by the systems, and sharing the hardware platform and energy resource complicates the design of the JRC transmitter and compromises the performance of each function. To address the challenges, several resource management approaches have been recently proposed, and this paper presents a comprehensive literature review on resource management for JRC. First, we give fundamental concepts of JRC, important performance metrics used in JRC systems, and applications of the JRC systems. Then, we review and analyze resource management approaches, i.e., spectrum sharing, power allocation, and interference management, for JRC. In addition, we present security issues to JRC and provide a discussion of countermeasures to the security issues. Finally, we highlight important challenges in the JRC design and discuss future research directions related to JRC.

[1]  Thomas M. Cover,et al.  Elements of information theory (2. ed.) , 2006 .

[2]  Christian Sturm,et al.  Waveform Design and Signal Processing Aspects for Fusion of Wireless Communications and Radar Sensing , 2011, Proceedings of the IEEE.

[3]  Andrea J. Goldsmith,et al.  Blind Null-Space Learning for MIMO Underlay Cognitive Radio with Primary User Interference Adaptation , 2013, IEEE Transactions on Wireless Communications.

[4]  Peng Ren,et al.  Waveform Design for Dual-Function Radar-Communication System With Golay Block Coding , 2019, IEEE Access.

[5]  João R. Moreira,et al.  The first UAV-based P- and X-band interferometric SAR system , 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

[6]  Damien Roque,et al.  Target Sidelobes Removal via Sparse Recovery in the Subband Domain of an OFDM RadCom System , 2020, 2020 IEEE International Radar Conference (RADAR).

[7]  Thomas Zwick,et al.  The OFDM Joint Radar-Communication System: An Overview , 2011 .

[8]  Moeness G. Amin,et al.  Sparse transmit array design for dual-function radar communications by antenna selection , 2018, Digit. Signal Process..

[9]  Andrew Gerald Stove,et al.  Low probability of intercept radar strategies , 2004 .

[10]  Shuowen Zhang,et al.  Cellular-Enabled UAV Communication: A Connectivity-Constrained Trajectory Optimization Perspective , 2018, IEEE Transactions on Communications.

[11]  Bryan Paul,et al.  Estimation information bounds using the I-MMSE formula and Gaussian mixture models , 2016, 2016 Annual Conference on Information Science and Systems (CISS).

[12]  O. Akan,et al.  Artificial Intelligence for Communications and Networks , 2019, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering.

[13]  Braham Himed,et al.  Transmit/receive beamforming design for joint radar and communication systems , 2018, 2018 IEEE Radar Conference (RadarConf18).

[14]  Robert W. Heath,et al.  Sparsity-aware adaptive beamforming design for IEEE 802.11ad-based joint communication-radar , 2018, 2018 IEEE Radar Conference (RadarConf18).

[15]  Wen Wu,et al.  A Joint Radar-Communication System Based on OCDM-OFDM Scheme , 2018, 2018 International Conference on Microwave and Millimeter Wave Technology (ICMMT).

[16]  Wen-Qin Wang,et al.  Dual-function FDA MIMO radar-communications system employing costas signal waveforms , 2018, 2018 IEEE Radar Conference (RadarConf18).

[17]  Chenguang Shi,et al.  Joint Subcarrier Assignment and Power Allocation Strategy for Integrated Radar and Communications System Based on Power Minimization , 2019, IEEE Sensors Journal.

[18]  Stephen P. Boyd,et al.  Branch and Bound Methods , 1987 .

[19]  L. G. Weiss Wavelets and wideband correlation processing , 1994, IEEE Signal Processing Magazine.

[20]  M. Skolnik,et al.  Introduction to Radar Systems , 2021, Advances in Adaptive Radar Detection and Range Estimation.

[21]  Bryan Paul,et al.  Radar-Communications Convergence: Coexistence, Cooperation, and Co-Design , 2017, IEEE Transactions on Cognitive Communications and Networking.

[22]  Tharmalingam Ratnarajah,et al.  Interference Exploitation for Radar and Cellular Coexistence: The Power-Efficient Approach , 2017, ArXiv.

[23]  Chenguang Shi,et al.  Optimal Power Allocation Strategy in a Joint Bistatic Radar and Communication System Based on Low Probability of Intercept , 2017, Sensors.

[24]  Awais Khawar,et al.  MIMO radar waveform design for coexistence with cellular systems , 2014, 2014 IEEE International Symposium on Dynamic Spectrum Access Networks (DYSPAN).

[25]  Li Xiaobai,et al.  Integrated Radar and Communication Based on Multicarrier Frequency Modulation Chirp Signal , 2013 .

[26]  Moe Z. Win,et al.  Fundamental Limits of Wideband Localization— Part I: A General Framework , 2010, IEEE Transactions on Information Theory.

[27]  Onur Altintas,et al.  Demo: A Joint Radar and Communication System Based on Commercially Available FMCW Radar , 2018, 2018 IEEE Vehicular Networking Conference (VNC).

[28]  D K Smith,et al.  Numerical Optimization , 2001, J. Oper. Res. Soc..

[29]  Friedrich Jondral,et al.  Parametrization of joint OFDM-based radar and communication systems for vehicular applications , 2009, 2009 IEEE 20th International Symposium on Personal, Indoor and Mobile Radio Communications.

[30]  Arye Nehorai,et al.  Adaptive OFDM Radar for Target Detection in Multipath Scenarios , 2011, IEEE Transactions on Signal Processing.

[31]  Jun Zhao A Survey of Intelligent Reflecting Surfaces (IRSs): Towards 6G Wireless Communication Networks with Massive MIMO 2.0 , 2019 .

[32]  Zhi-Quan Luo,et al.  Semidefinite Relaxation of Quadratic Optimization Problems , 2010, IEEE Signal Processing Magazine.

[33]  Anthony F. Martone,et al.  Coexistence between communications and radar systems: A survey , 2017, URSI Radio Science Bulletin.

[34]  Bernard Uguen,et al.  Dual function radar communication Time-modulated array , 2014, 2014 International Radar Conference.

[35]  Awais Khawar,et al.  A mathematical analysis of cellular interference on the performance of S-band military radar systems , 2014, 2014 Wireless Telecommunications Symposium.

[36]  Qin Huang,et al.  High Throughput Rate-Shift Integrated System for Joint Radar-Communications , 2019, IEEE Access.

[37]  Fei Wang,et al.  Joint Activity Recognition and Indoor Localization With WiFi Fingerprints , 2019, IEEE Access.

[38]  Ryuji Kohno,et al.  Inter-vehicle spread spectrum communication and ranging system with concatenated EOE sequence , 2001, IEEE Trans. Intell. Transp. Syst..

[39]  Christos Masouros,et al.  Radar-Assisted Predictive Beamforming for Vehicular Links: Communication Served by Sensing , 2020, IEEE Transactions on Wireless Communications.

[40]  Sriram Vishwanath,et al.  Enabling In-Band Coexistence of Millimeter-Wave Communication and Radar , 2020, 2020 IEEE International Radar Conference (RADAR).

[41]  J.P. Costas,et al.  A study of a class of detection waveforms having nearly ideal range—Doppler ambiguity properties , 1983, Proceedings of the IEEE.

[42]  Hai Jiang,et al.  Managing Physical Layer Security in Wireless Cellular Networks: A Cyber Insurance Approach , 2018, IEEE Journal on Selected Areas in Communications.

[43]  Zhipeng Liu,et al.  Energy leakage analysis of the radar and communication integrated waveform , 2017, IET Signal Process..

[44]  Christos Masouros,et al.  Hybrid Beamforming with Sub-arrayed MIMO Radar: Enabling Joint Sensing and Communication at mmWave Band , 2018, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[45]  Tharmalingam Ratnarajah,et al.  Robust MIMO Beamforming for Cellular and Radar Coexistence , 2016, IEEE Wireless Communications Letters.

[46]  Cyrille Enderli,et al.  Comparison of Correlation-Based OFDM Radar Receivers , 2020, IEEE Transactions on Aerospace and Electronic Systems.

[47]  Ric A. Romero,et al.  Code shift keying based joint radar and communications for EMCON applications , 2018, Digit. Signal Process..

[48]  Robert J. Piechocki,et al.  Passive WiFi Radar for Human Sensing Using a Stand-Alone Access Point , 2020, IEEE Transactions on Geoscience and Remote Sensing.

[49]  Athina P. Petropulu,et al.  Joint Transmit Designs for Coexistence of MIMO Wireless Communications and Sparse Sensing Radars in Clutter , 2017, IEEE Transactions on Aerospace and Electronic Systems.

[50]  Daniel Pérez Palomar,et al.  A tutorial on decomposition methods for network utility maximization , 2006, IEEE Journal on Selected Areas in Communications.

[51]  James A. Davis,et al.  Peak-to-mean power control in OFDM, Golay complementary sequences and Reed-Muller codes , 1998, Proceedings. 1998 IEEE International Symposium on Information Theory (Cat. No.98CH36252).

[52]  Yu Zhang,et al.  A Modified Waveform Design for Radar-Communication Integration Based on LFM-CPM , 2017, 2017 IEEE 85th Vehicular Technology Conference (VTC Spring).

[53]  Lajos Hanzo,et al.  MU-MIMO Communications With MIMO Radar: From Co-Existence to Joint Transmission , 2017, IEEE Transactions on Wireless Communications.

[54]  Athina P. Petropulu,et al.  Optimal Design of a Dual-Purpose Communication-Radar System in the Presence of a Jammer , 2018, 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[55]  I. Holopainen Riemannian Geometry , 1927, Nature.

[56]  Paulo P. Monteiro,et al.  Research Challenges, Trends and Applications for Future Joint Radar Communications Systems , 2018, Wireless Personal Communications.

[57]  Shannon D. Blunt,et al.  A novel approach for embedding communication symbols into physical radar waveforms , 2017, 2017 IEEE Radar Conference (RadarConf).

[58]  Weisong Shi,et al.  Edge Computing: Vision and Challenges , 2016, IEEE Internet of Things Journal.

[59]  Robert W. Heath,et al.  Virtual Pulse Design for IEEE 802.11AD-Based Joint Communication-Radar , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[60]  Martin Haardt,et al.  Efficient multidimensional parameter estimation for joint wideband radar and communication systems based on OFDM , 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[61]  Martha C. Paredes Paredes,et al.  The Problem of Peak-to-Average Power Ratio in OFDM Systems , 2015, ArXiv.

[62]  Xiangrong Wang,et al.  Co-design of Joint Radar and Communications Systems utilizing Frequency Hopping Code Diversity , 2019, 2019 IEEE Radar Conference (RadarConf).

[63]  Jianshu Zhang,et al.  Efficient Multidimensional Wideband Parameter Estimation for OFDM Based Joint Radar and Communication Systems , 2019, IEEE Access.

[64]  Khaled Fazel,et al.  Multi-Carrier and Spread Spectrum Systems , 2003 .

[65]  Yong Liang Guan,et al.  Discrete Fresnel Transform and Its Circular Convolution , 2015, ArXiv.

[66]  Yu Zhang,et al.  Waveform design for joint radar-communication system with multi-user based on MIMO radar , 2017, 2017 IEEE Radar Conference (RadarConf).

[67]  Qingqing Wu,et al.  Intelligent Reflecting Surface Enhanced Wireless Network via Joint Active and Passive Beamforming , 2018, IEEE Transactions on Wireless Communications.

[68]  Yongjun Yang,et al.  Research on reducing PAPR of QAM‐OFDM radar‐communication integration sharing signal , 2019, The Journal of Engineering.

[69]  Xuanxuan Tian,et al.  On radar and communication integrated system using OFDM signal , 2017, 2017 IEEE Radar Conference (RadarConf).

[70]  J. Roulston The post-war development of fighter radar in Europe - A British perspective , 2008 .

[71]  Braham Himed,et al.  Distributed Dual-Function Radar-Communication MIMO System with Optimized Resource Allocation , 2019, 2019 IEEE Radar Conference (RadarConf).

[72]  Yimin Zhang,et al.  Dual-function radar-communications using phase-rotational invariance , 2015, 2015 23rd European Signal Processing Conference (EUSIPCO).

[73]  Mohamed-Slim Alouini,et al.  Modeling and Analysis of Cellular Networks Using Stochastic Geometry: A Tutorial , 2016, IEEE Communications Surveys & Tutorials.

[74]  C. Campbell Surface Acoustic Wave Devices and Their Signal Processing Applications , 1989 .

[75]  Stéphanie Bidon,et al.  Successive Self-Interference Cancellation in a Low-Complexity WCP-OFDM Radar Receiver , 2018, 2018 52nd Asilomar Conference on Signals, Systems, and Computers.

[76]  Braham Himed,et al.  OFDM-based Joint Radar-Communication System: Optimal Sub-carrier Allocation and Power Distribution by Exploiting Mutual Information , 2019, 2019 53rd Asilomar Conference on Signals, Systems, and Computers.

[77]  Robert W. Heath,et al.  IEEE 802.11ad-Based Radar: An Approach to Joint Vehicular Communication-Radar System , 2017, IEEE Transactions on Vehicular Technology.

[78]  Moeness G. Amin,et al.  Performance Tradeoff in a Unified System of Communications and Passive Radar: A Secrecy Capacity Approach , 2018, Digit. Signal Process..

[79]  E. Alsusa,et al.  A Dual-Functional Massive MIMO OFDM Communication and Radar Transmitter Architecture , 2020, IEEE Transactions on Vehicular Technology.

[80]  Dinh Thai Hoang,et al.  iRDRC: An Intelligent Real-Time Dual-Functional Radar-Communication System for Automotive Vehicles , 2020, IEEE Wireless Communications Letters.

[81]  Feng Yuan,et al.  Communication Analysis of Integrated Waveform Based on LFM and MSK , 2015 .

[82]  Zhi Quan,et al.  Joint radar and communication: A survey , 2020, China Communications.

[83]  Elias Aboutanios,et al.  A dual-function MIMO radar-communication system via waveform permutation , 2018, Digit. Signal Process..

[84]  A. W. M. van den Enden,et al.  Discrete Time Signal Processing , 1989 .

[85]  Yimin D. Zhang,et al.  Optimized Sensor Selection for Joint Radar-communication Systems , 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[86]  Graeme E. Smith,et al.  Through-the-Wall Sensing of Personnel Using Passive Bistatic WiFi Radar at Standoff Distances , 2012, IEEE Transactions on Geoscience and Remote Sensing.

[87]  Urbashi Mitra,et al.  Mutual information based radar waveform design for joint radar and cellular communication systems , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[88]  Pierre Duhamel,et al.  Time synchronization algorithm in ieee 802.11a communication system , 2012, 2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO).

[89]  Chen Wang,et al.  Wireless Sensing for Human Activity: A Survey , 2020, IEEE Communications Surveys & Tutorials.

[90]  Jeffrey G. Andrews,et al.  Adaptive active constellation extension algorithm for peak-to-average ratio reduction in OFDM , 2010, IEEE Communications Letters.

[91]  Damien Roque,et al.  Study of the Target Self-Interference in a Low-Complexity OFDM-Based Radar Receiver , 2019, IEEE Transactions on Aerospace and Electronic Systems.

[92]  Mengqi Wang,et al.  Design of Radar-Communication Integrated Signal Based on OFDM , 2019, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering.

[93]  Zheng Dou,et al.  Radar-Communication Integration Based on MSK-LFM Spread Spectrum Signal , 2017 .

[94]  Yonghong Zeng,et al.  Joint Radar-Communication: Low Complexity Algorithm and Self-Interference Cancellation , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

[95]  Ibrahim Khider Eltahir Supervisor,et al.  Study and analysis of radar system , 2017 .

[96]  Jintao Wang,et al.  Generalised Spatial Modulation System with Multiple Active Transmit Antennas and Low Complexity Detection Scheme , 2012, IEEE Transactions on Wireless Communications.

[97]  Levent Tunçel,et al.  Optimization algorithms on matrix manifolds , 2009, Math. Comput..

[98]  Shaoping Chen,et al.  ICI and ISI analysis and mitigation for OFDM systems with insufficient cyclic prefix in time-varying channels , 2004, IEEE Trans. Consumer Electron..

[99]  Sangarapillai Lambotharan,et al.  Secrecy Rate Optimizations for MIMO Communication Radar , 2018, IEEE Transactions on Aerospace and Electronic Systems.

[100]  Stéphanie Bidon,et al.  Using WCP-OFDM signals with time-frequency localized pulses for radar sensing , 2016, 2016 50th Asilomar Conference on Signals, Systems and Computers.

[101]  Robert J. Piechocki,et al.  Exploiting WiFi Channel State Information for Residential Healthcare Informatics , 2017, IEEE Communications Magazine.

[102]  Visa Koivunen,et al.  Multicarrier Radar-communications Waveform Design for RF Convergence and Coexistence , 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[103]  Arnt-Børre Salberg,et al.  Doppler and frequency-offset synchronization in wideband OFDM , 2005, IEEE Transactions on Wireless Communications.

[104]  Robert W. Heath,et al.  Performance trade-off in an adaptive IEEE 802.11AD waveform design for a joint automotive radar and communication system , 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[105]  John Cocke,et al.  Optimal decoding of linear codes for minimizing symbol error rate (Corresp.) , 1974, IEEE Trans. Inf. Theory.

[106]  Mihailo R. Jovanovic,et al.  On the design of optimal structured and sparse feedback gains via sequential convex programming , 2014, 2014 American Control Conference.

[107]  Ahmed Abdel-Hadi,et al.  Impact of Radar and Communication Coexistence on Radar's Detectable Target Parameters , 2014, ArXiv.

[108]  E.R. Brown,et al.  Ultra-Wideband Multifunctional Communications/Radar System , 2007, IEEE Transactions on Microwave Theory and Techniques.

[109]  Braham Himed,et al.  Uplink Signaling and Receive Beamforming for Dual-Function Radar Communications , 2018, 2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[110]  Giuseppe Caire,et al.  Performance Analysis of Joint Radar and Communication using OFDM and OTFS , 2019, 2019 IEEE International Conference on Communications Workshops (ICC Workshops).

[111]  A. Robert Calderbank,et al.  Orthogonal Time Frequency Space Modulation , 2017, 2017 IEEE Wireless Communications and Networking Conference (WCNC).

[112]  Renato D. C. Monteiro,et al.  A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization , 2003, Math. Program..

[113]  Mohammad Saquib,et al.  Transmission Design for a Joint MIMO Radar and MU-MIMO Downlink Communication System , 2018, 2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP).

[114]  Moeness G. Amin,et al.  Dual-Function MIMO Radar Communications System Design Via Sparse Array Optimization , 2018, IEEE Transactions on Aerospace and Electronic Systems.

[115]  Tao Zhou,et al.  Mutual Information-Based Power Allocation and Co-Design for Multicarrier Radar and Communication Systems in Coexistence , 2019, IEEE Access.

[116]  Yonina C. Eldar,et al.  Joint Radar-Communication Strategies for Autonomous Vehicles: Combining Two Key Automotive Technologies , 2020, IEEE Signal Processing Magazine.

[117]  Giuseppe Caire,et al.  On the Effectiveness of OTFS for Joint Radar and Communication , 2019, ArXiv.

[118]  Ren Ping Liu,et al.  Waveform Optimization for MIMO Joint Communication and Radio Sensing Systems with Training Overhead , 2020 .

[119]  Katsuyuki Ohguchi,et al.  79 GHz-Band High-Resolution Millimeter-Wave Radar , 2015 .

[120]  Chengcheng Xu,et al.  Rate-Splitting Multiple Access for Multi-Antenna Joint Communication and Radar Transmissions , 2020, 2020 IEEE International Conference on Communications Workshops (ICC Workshops).

[121]  Martin Braun,et al.  Using filter bank multicarrier signals for radar imaging , 2014, 2014 IEEE/ION Position, Location and Navigation Symposium - PLANS 2014.

[122]  Athina P. Petropulu,et al.  Optimum Co-Design for Spectrum Sharing between Matrix Completion Based MIMO Radars and a MIMO Communication System , 2015, IEEE Transactions on Signal Processing.

[123]  Thomas Zwick,et al.  Extension of the OFDM joint radar-communication system for a multipath, multiuser scenario , 2011, 2011 IEEE RadarCon (RADAR).

[124]  Braham Himed,et al.  Non-coherent PSK-based dual-function radar-communication systems , 2016, 2016 IEEE Radar Conference (RadarConf).

[125]  Marco Lops,et al.  Interference Removal for Radar/Communication Co-Existence: The Random Scattering Case , 2019, IEEE Transactions on Wireless Communications.

[126]  Fan Liu,et al.  Enhancing the Physical Layer Security of Dual-Functional Radar Communication Systems , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[127]  Shannon D. Blunt,et al.  Radar Spectrum Engineering and Management: Technical and Regulatory Issues , 2015, Proceedings of the IEEE.

[128]  Marco Lops,et al.  Joint Design of Overlaid Communication Systems and Pulsed Radars , 2017, IEEE Transactions on Signal Processing.

[129]  Yimin Zhang,et al.  Radar Signal Processing for Elderly Fall Detection: The future for in-home monitoring , 2016, IEEE Signal Processing Magazine.

[130]  S. Golomb,et al.  Constructions and properties of Costas arrays , 1984, Proceedings of the IEEE.

[131]  Tao Jiang,et al.  Joint Subcarrier Assignment With Power Allocation for Sum Rate Maximization of D2D Communications in Wireless Cellular Networks , 2019, IEEE Transactions on Vehicular Technology.

[132]  Athina P. Petropulu,et al.  Spectrum sharing between matrix completion based MIMO radars and a MIMO communication system , 2015, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[133]  T. Moon Error Correction Coding: Mathematical Methods and Algorithms , 2005 .

[134]  Hongbin Li,et al.  Power Allocation and Co-Design of Multicarrier Communication and Radar Systems for Spectral Coexistence , 2019, IEEE Transactions on Signal Processing.

[135]  Karl Woodbridge,et al.  A real-time high resolution passive WiFi Doppler-radar and its applications , 2014, 2014 International Radar Conference.

[136]  Rohit Negi,et al.  Guaranteeing Secrecy using Artificial Noise , 2008, IEEE Transactions on Wireless Communications.

[137]  J.K. Hedrick,et al.  An overview of emerging results in cooperative UAV control , 2004, 2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601).

[138]  Lajos Hanzo,et al.  Joint Radar and Communication Design: Applications, State-of-the-Art, and the Road Ahead , 2019, IEEE Transactions on Communications.

[139]  B. Himed,et al.  A dual-function MIMO radar-communications system using frequency-hopping waveforms , 2017, 2017 IEEE Radar Conference (RadarConf).

[140]  V. Winkler,et al.  Range Doppler detection for automotive FMCW radars , 2007, 2007 European Radar Conference.

[141]  Yonina C. Eldar,et al.  Joint Radar-Communication Strategies for Autonomous Vehicles: Combining Two Key Automotive Technologies , 2019, IEEE Signal Processing Magazine.

[142]  Masao Fukushima,et al.  Application of the alternating direction method of multipliers to separable convex programming problems , 1992, Comput. Optim. Appl..

[143]  Xin Lv,et al.  A novel PAPR reduction method for OCDM-based radar-communication signal , 2018, 2018 IEEE MTT-S International Microwave Workshop Series on 5G Hardware and System Technologies (IMWS-5G).

[144]  Douglas L. Jones,et al.  An active-set approach for OFDM PAR reduction via tone reservation , 2004, IEEE Transactions on Signal Processing.

[145]  Zhu Han,et al.  Wireless Networks With RF Energy Harvesting: A Contemporary Survey , 2014, IEEE Communications Surveys & Tutorials.

[146]  Thomas Zwick,et al.  An OFDM System Concept for Joint Radar and Communications Operations , 2009, VTC Spring 2009 - IEEE 69th Vehicular Technology Conference.

[147]  E.R. Brown,et al.  Integrated radar and communications based on chirped spread-spectrum techniques , 2003, IEEE MTT-S International Microwave Symposium Digest, 2003.

[148]  Robin J. Evans,et al.  Millimeter-wave integrated radar systems and techniques , 2017 .

[149]  Victor C. M. Leung,et al.  Resource Allocation for a Wireless Powered Integrated Radar and Communication System , 2018, IEEE Wireless Communications Letters.

[150]  Vincent K. N. Lau,et al.  Decentralized Delay Optimal Control for Interference Networks With Limited Renewable Energy Storage , 2012, IEEE Transactions on Signal Processing.

[151]  Robert W. Heath,et al.  Investigating the IEEE 802.11ad Standard for Millimeter Wave Automotive Radar , 2015, 2015 IEEE 82nd Vehicular Technology Conference (VTC2015-Fall).

[152]  Shueng-Han Gary Chan,et al.  Wi-Fi Fingerprint-Based Indoor Positioning: Recent Advances and Comparisons , 2016, IEEE Communications Surveys & Tutorials.

[153]  Sergey Andreev,et al.  On Unified Vehicular Communications and Radar Sensing in Millimeter-Wave and Low Terahertz Bands , 2019, IEEE Wireless Communications.

[154]  M. Wolfel,et al.  Minimum variance distortionless response spectral estimation , 2005, IEEE Signal Processing Magazine.

[155]  Bjorn Ottersten Spatial Division Multiple Access (SDMA) in Wireless Communications , 1995 .

[156]  Robert W. Heath,et al.  Adaptive Virtual Waveform Design for Millimeter-Wave Joint Communication–Radar , 2019, IEEE Transactions on Signal Processing.

[157]  R.A. Shafik,et al.  On the error vector magnitude as a performance metric and comparative analysis , 2006, 2006 International Conference on Emerging Technologies.

[158]  Petri Mähönen,et al.  Performance of Radar and Communication Networks Coexisting in Shared Spectrum Bands , 2019, 2019 IEEE 30th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC).

[159]  Tianyao Huang,et al.  A Novel Joint Radar and Communication System Based on Randomized Partition of Antenna Array , 2018, 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[160]  Robert W. Heath,et al.  Forward Collision Vehicular Radar With IEEE 802.11: Feasibility Demonstration Through Measurements , 2017, IEEE Transactions on Vehicular Technology.

[161]  Xiao Lu,et al.  A Cyber Insurance Approach to Manage Physical Layer Secrecy for Massive MIMO Cellular Networks , 2018, 2018 IEEE International Conference on Communications (ICC).

[162]  Marco Lops,et al.  Adaptive Interference Removal for Uncoordinated Radar/Communication Coexistence , 2017, IEEE Journal of Selected Topics in Signal Processing.

[163]  Yu Zhang,et al.  Integrated Waveform for a Joint Radar-Communication System With High-Speed Transmission , 2019, IEEE Wireless Communications Letters.

[164]  Rui Zhang,et al.  Wireless communications with unmanned aerial vehicles: opportunities and challenges , 2016, IEEE Communications Magazine.

[165]  Eylem Ekici,et al.  Poster: Multi-carrier Modulation on FMCW Radar for Joint Automotive Radar and Communication , 2018, 2018 IEEE Vehicular Networking Conference (VNC).

[166]  Thomas Zwick,et al.  Doppler estimation in an OFDM joint radar and communication system , 2011, 2011 German Microwave Conference.