Must-Reading Papers on Integrated Sensing and Communications (ISAC)

Other Terms : Joint Radar Communications (JRC) / Joint Communication and Radar Sensing (JCAS) / Dual-Functional Radar Communications (DFRC)

Definition: A design paradigm and corresponding enabling technologies, in which sensing and comms systems are integrated to efﬁciently utilize congested wireless/hardware resources, and even to pursue mutual beneﬁts.

Aims: include reproducible codes, good papers and a research libary.

Contributed by Yuanhao Cui, BUPT, and Fan Liu, SUSTech

Supported by IEEE ComSoc ISAC Emerging Technology Inititive (ETI) & IEEE SPS ISAC Technical Working Group (TWG)

Content

1. Surveys and Tutorials
1.1 Basic Concept	1.2 Signal Processing
1.3 Communication and Networking	1.4 Mobile Computing
2. Fundamental Theory and Performance Analysis
3. Signal Processing - Communication Centric
3.1 Standardized Waveform	3.2 Transceiver Design
3.3 Infrastracture Enhancement	3.4 Resource and Interference Management
4. Signal Processing - Sensing Centric
4.1 Waveform Design	4.2 Sensing Data Processing
5. Signal Processing - Joint Design
6. Networking
6.1 Radar Networking	6.2 Sensor Networking
6.3 ISAC Networking
7. Specturm Sharing
8. Mobile Computing - WiFi Sensing
8.1 Human Activity Recognition	8.2 Wireless Imaging
8.3 Control Flow
9. Applications and Demonstrations
9.1 Environmental Monitoring	9.2 Multi-Functional Network
9.3 Health and Elderly Care	9.4 Remote Sensing
9.5 Site-Specified Radio Map	9.6 Simultaneous Localization and Mapping
9.7 Security and Privacy	9.8 Demonstrations

1. Surveys and Tutorials

1.1 Basic Concept

Integrated Sensing and Communications: Towards Dual-functional Wireless Networks for 6G and Beyond. IEEE JSAC, 2022. Journal.

F. Liu, Y. Cui, C. Masouros, J. Xu, T. X. Han, Y. C. Eldar, S. Buzzi
Integrating Sensing and Communications for Ubiquitous IoT: Applications, Trends and Challenges. IEEE Network, 2021. Magazine.

Y. Cui, F. Liu, X. Jing, J. Mu
Joint Radar and Communication Design: Applications, State-of-the-Art, and the Road Ahead. IEEE TCOM, 2020. Journal. Code

F. Liu, C. Masouros, A. P. Petropulu, H. Griffiths, L. Hanzo
Waveform Design and Signal Processing Aspects for Fusion of Wireless Communications and Radar Sensing. Proceedings of the IEEE, 2011. Magazine.

C. Sturm, W. Wiesbeck
Seventy Years of Radar and Communications: The road from separation to integration. IEEE SPM, 2023.Magazine.

F. Liu, L. Zheng, Y. Cui, C. Masouros, A. P. Petropulu, H. Griffiths, Y. C. Eldar
Dual-Function Radar Communication Systems: A Solution to the Spectrum Congestion Problem. IEEE SPM, 2019. Magazine.

A. Hassanien, M. G. Amin, E. Aboutanios, B. Himed
Radar-Communications Convergence: Coexistence, Cooperation, and Co-Design. IEEE TCCN, 2017. Journal

A. R. Chiriyath, B. Paul, D. W. Bliss

1.2 Signal Processing

An Overview of Signal Processing Techniques for Joint Communication and Radar Sensing. IEEE JSTSP, 2021. Journal.

J. A. Zhang, F. Liu, C. Masouros, R. W. Heath, Z. Feng, L. Zhang, A. Petropulu
Toward Millimeter-Wave Joint Radar Communications: A Signal Processing Perspective. IEEE SPM, 2019. Magazine.

K. V. Mishra, M. R. Bhavani Shankar, V. Koivunen, B. Ottersten, S. A. Vorobyov
Joint Radar-Communications Strategies for Autonomous Vehicles Combining Two Key Automotive Technologies. IEEE SPM, 2020. Magazine.

D. Ma, N. Shlezinger, T. Huang, Y. Liu, Y. C. Eldar
Signaling Strategies for Dual-function Radar Communications: An Overview. IEEE AESM, 2016. Magazine.

A. Hassanien, M. G. Amin, Y. D. Zhang, F. Ahmad
Radar and Communication Coexistence: An Overview: A Review of Recent Methods. IEEE SPM, 2019. Magazine.

L. Zheng, M. Lops, Y. C. Eldar, X. Wang
MIMO Radar for Advanced Driver-Assistance Systems and Autonomous Driving: Advantages and Challenges. IEEE SPM, 2020. Magazine.

S. Sun, A. P. Petropulu, H. V. Poor
Survey of RF Communications and Sensing Convergence Research. IEEE ACCESS, 2016. Journal.

B. Paul, A. R. Chiriyath, D. W. Bliss

1.3 Communication and Networking

Enabling Joint Communication and Radio Sensing in Mobile Networks--A Survey. IEEE COMST, 2022. Journal.

J. Zhang, Md. Rahman, K. Wu, X. Huang, Y. Guo, S. Chen, J. Yuan
A Tutorial on Joint Radar and Communication Transmission for Vehicular Networks - Part I, II, and III. IEEE COMML, 2020. Letter, Letter, Letter.

F. Liu, C. Masouros
Perceptive Mobile Network: Cellular Networks With Radio Vision via Joint Communication and Radar Sensing. IEEE VTM, 2020. Magazine.

A. Zhang, M. L. Rahman, X. Huang, Y. J. Guo, S. Chen, R. W. Heath
Leveraging Sensing at the Infrastructure for mmWave Communication. IEEE COMMAG, 2020. Magazine.

A. Ali, N. Gonzalez-Prelcic, R. W. Heath, A. Ghosh
Internet of Radars: Sensing versus Sending with Joint Radar-Communications. IEEE COMMAG, 2020. Magazine.

O. B. Akan, M. Arik
Full Duplex Radio/ Radar Technology: The Enabler for Advanced Joint Communication and Sensing. IEEE WCM, 2021. Magazine.

C. B. Barneto, S. D. Liyanaarachchi, M. Heino, T. Riihonen, M. Valkama
Communications and Sensing: An Opportunity for Automotive Systems. IEEE SPM, 2020. Magazine

R. W. Heath

1.4 Mobile Computing

WiFi Sensing with Channel State Information: A Survey. ACM CSUR, 2019. Journal.

Y. Ma, G. Zhou, S. Wang
Wireless Sensing for Human Activity: A Survey. IEEE COMST, 2019. Journal

J. Liu, H. Liu, Y. Chen, Y. Wang, C. Wang
Future Millimeter-Wave Indoor Systems: A Blueprint for Joint Communication and Sensing. IEEE Computer, 2019. Magazine

M. Alloulah, H. Huang
Joint Design of Sensing and Communication Systems for Smart Homes. IEEE Network, 2020. Magazine

Q. Huang, H. Chen, Q. Zhang
Device-Free Wireless Sensing: Challenges, Opportunities, and Applications. IEEE Network, 2018. Magazine

J. Wang, Q. Gao, M. Pan, Y. Fang

2. Fundamental Theory and Performance Analysis

**On the Fundamental Tradeoff of Integrated Sensing and Communications Under Gaussian Channels.Journal

Y. Xiong, F. Liu, Y. Cui, W. Yuan, T. X. Han, G. Caire
Joint State Sensing and Communication: Optimal Tradeoff for a Memoryless Case. IEEE ISIT, 2018. Conference

M. Kobayashi, G. Caire, G. Kramer
Joint Sensing and Communication over Memoryless Broadcast Channels. IEEE ISIT, 2020. Conference

M.Ahmadipour, M.Wigger, M. Kobayashi
A Survey on Fundamental Limits of Integrated Sensing and Communication. Arxiv, 2021. Journal

A. Liu, Z. Huang, M. Li, Y. Wan, W. Li, T. X. Han, C. Liu, R. Du, D. T. K. Ping, J. Liu, Y. Shen, F. Colone, K. Chetty
Joint Transmission and State Estimation: A Constrained Channel Coding Approach. IEEE TIT, 2011. Journal

W. Zhang, S. Vedantam, U. Mitra
Inner Bounds on Performance of Radar and Communications Co-Existence. IEEE TSP, 2016. Journal

A. R. Chiriyath, B. Paul, G. M. Jacyna, D. W. Bliss
On the Capacity of the AWGN Channel With Additive Radar Interference. IEEE TCOM, 2017. Journal

S. Shahi, D. Tuninetti, N. Devroye
Performance Gains From Cooperative MIMO Radar and MIMO Communication Systems. IEEE SPL, 2018. Letter

Q. He, Z. Wang, J. Hu, R. S. Blum
A Perspective on Degrees of Freedom for Radar in Radar-Communication Interference Channel. IEEE ACSSC, 2018. Conference

Y. Cui, V. Koivunen, X. Jing
Performance Tradeoffs of Joint Radar-Communication Networks. IEEE WCL, 2018. Letter

P. Ren, A. Munari, M. Petrova
Analysis of An LTE Waveform for Radar Applications. IEEE RADAR, 2014. Conference

A. Evers, J. A. Jackson
Performance Tradeoff in a Unified Passive Radar and Communications System. IEEE SPL, 2017. Journal

B. K. Chalise, M. G. Amin, B. Himed
Massive MIMO Radar for Target Detection. IEEE TSP, 2020. Journal

S. Fortunati, L. Sanguinetti, F. Gini, M. S. Greco, B. Himed
The Shannon Channel Capacity of A Radar System. IEEE ACSSC, 2003. Conference

P. Bidigare

3. Signal Processing - Communication Centric

3.1 Standardized Waveform

IEEE 802.11ad-Based Radar: An Approach to Joint Vehicular Communication-Radar System. IEEE TVT, 2017. Journal

P. Kumari, J. Choi, N. González-Prelcic, R. W. Heath
Full-Duplex OFDM Radar With LTE and 5G NR Waveforms: Challenges, Solutions, and Measurements. IEEE TMTT, 2019. Journal

C. B. Barneto, T. Riihonen, M. Turunen, L. Anttiila, M. Fleischer, K. Stadius, J. Ryynanen, M, Valkama
Optimized Waveforms for 5G–6G Communication with Sensing: Theory, Simulations and Experiments. IEEE TWC, 2021. Journal

S. D. Liyanaarachchi, T. Riihonen, C. B. Barneto, M. Valkama
LoRadar: Enabling Concurrent Radar Sensing and LoRa Communication. IEEE TMC, 2020. Journal

Q. Huang, Z. Luo, J. Zhang, W. Wang, Q. Zhang

3.2 Transceiver Design

Uplink Sensing in Perceptive Mobile Networks with Asynchronous Transceivers. IEEE TSP, 2020. Journal

Z. Ni, J. A. Zhang, X. Huang, K. Yang, J. Yuan
A mmWave Automotive Joint Radar-Communications System. IEEE TAES, 2019. Journal

S. H. Dokhanchi, B. S. Mysore, K. V. Mishra, B. Ottersten
Multifunctional Transceiver for Future Radar Sensing and Radio Communicating Data-Fusion Platform. IEEE ACCESS, 2016. Journal

J. Moghaddasi, K. Wu
Transmit Sequence Design for Dual-Function Radar-Communication System With One-Bit DACs. IEEE TWC, 2021. Journal

Z. Cheng, S. Shi, Z. He, B. Liao
A Dual-Functional Massive MIMO OFDM Communication and Radar Transmitter Architecture. IEEE TVT, 2020. Journal

M. Temiz, E. Alsusa, M. W. Baidas
Hybrid Beamforming for Multi-carrier Dual-Function Radar-Communication System. IEEE TCCN, 2021. Journal

Z. Cheng, Z. He, B. Liao
Multifunctional Transceiver for Future Intelligent Transportation Systems. IEEE TMTT, 2011. Journal

L. Han, K. Wu
RF Front-End Challenges for Joint Communication and Radar Sensing. IEEE JC&S, 2021. Conference

F. Bozorgi, P. Sen, A. N. Barreto, G. Fettweis

3.3 Infrastracture Enhancement

Leveraging Sensing at the Infrastructure for mmWave Communication. IEEE COMMAG, 2020. Magazine

A. Ali, N. Gonzalez-Prelcic, R. W. Heath, A. Ghosh
Framework for a Perceptive Mobile Network Using Joint Communication and Radar Sensing. IEEE TAES, 2019. Journal

M. L. Rahman, J. A. Zhang, X. Huang, Y. J. Guo, R. W. Heath
Radar-assisted Predictive Beamforming for Vehicular Links: Communication Served by Sensing. IEEE TWC, 2021. Journal

F. Liu, W. Yuan, C. Masouros, J. Yuan
Bayesian Predictive Beamforming for Vehicular Networks: A Low-Overhead Joint Radar-Communication Approach. IEEE TWC, 2021. Journal

W. Yuan, F. Liu, C. Masouros, J. Yuan, D. W. K. Ng, N. González-Prelcic
Passive Radar at the Roadside Unit to Configure Millimeter Wave Vehicle-to-Infrastructure Links. IEEE TVT, 2020. Journal

A. Ali, N. González-Prelcic, A. Ghosh
Toward Environment-Aware 6G Communications via Channel Knowledge Map. IEEE WCM, 2021. Journal

Y. Zeng, X. Xu
Radar Aided Beam Alignment in MmWave V2I Communications Supporting Antenna Diversity. IEEE ITA, 2017. Conference

N. González-Prelcic, R. Méndez-Rial, R. W. Heath

3.4 Resource and Interference Management

MU-MIMO Communications With MIMO Radar: From Co-Existence to Joint Transmission. IEEE TWC, 2018. Journal.Code

F. Liu, C. Masouros, A. Li, H. Sun, L. Hanzo
Mutual Information based Radar Waveform Design for Joint Radar and Cellular Communication Systems. IEEE ICASSP, 2016. Conference

M. Bică, K. Huang, V. Koivunen, U. Mitra
Joint Subcarrier Assignment and Power Allocation Strategy for Integrated Radar and Communications System Based on Power Minimization. IEEE Sensor Journal, 2019. Journal

C. Shi, F. Wang, S. Salous, J. Zhou
Power Allocation and Co-Design of Multicarrier Communication and Radar Systems for Spectral Coexistence. IEEE TSP, 2019. Journal

F. Wang, H. Li, M. A. Govoni
Radar Waveform Optimization for Target Parameter Estimation in Cooperative Radar-Communications Systems. IEEE TAES, 2018. Journal

M. Bică, V. Koivunen
Multicarrier Radar-communications Waveform Design for RF Convergence and Coexistence. IEEE ICASSP, 2019. Conference

M. Bică, V. Koivunen
On Mutual Interference Cancellation in a MIMO OFDM Multiuser Radar-Communication Network. IEEE TVT, 2017. Journal

Y. L. Sit, B. Nuss, T. Zwick
Constrained Utility Maximization in Dual-Functional Radar-Communication Multi-UAV Networks. IEEE TCOM, 2020. Journal

X. Wang, Z. Fei, J. Andrew Zhang, J. Huang, J. Yuan
Distributed Dual-Function Radar-Communication MIMO System with Optimized Resource Allocation. IEEE RadarConf, 2019. Journal

A. Ahmed, Y. D. Zhang, B. Himed
Low Probability of Intercept-Based Optimal Power Allocation Scheme for an Integrated Multistatic Radar and Communication System. IEEE Sensor Journal, 2019. Journal

C. Shi, F. Wang, M. Sellathurai, J. Zhou, S. Salous
Resource Allocation for a Wireless Powered Integrated Radar and Communication System. IEEE WCL, 2018. Letter

Y. Zhou, H. Zhou, F. Zhou, Y. Wu, V. C. M. Leung
Bandwidth Sharing and Scheduling for Multimodal Radar with Communications and Tracking. IEEE SAM, 2012. Conference

S. S. Bhat, R. M. Narayanan, M. Rangaswamy

4. Signal Processing - Sensing Centric

4.1 Waveform Design

Dual-Function Radar-Communications: Information Embedding Using Sidelobe Control and Waveform Diversity. IEEE TSP, 2015. Journal

A. Hassanien, M. G. Amin, Y. D. Zhang, F. Ahmad
Simultaneous Radar and Communications Emissions from a Common Aperture, Part I,II. IEEE RadarConf, 2017. Conference, Conference

P. M. McCormick, S. D. Blunt, J. G. Metcalf
MAJoRCom: A Dual-Function Radar Communication System Using Index Modulation. IEEE TSP, 2020. Journal

T. Huang, N. Shlezinger, X. Xu, Y. Liu, Y. C. Eldar
Waveform Design and Accurate Channel Estimation for Frequency-Hopping MIMO Radar-Based Communications. IEEE TCOM, 2020. Journal

K. Wu, J. Andrew Zhang, X. Huang, Y. Jay Guo, R. W. Heath
Intrapulse Radar-Embedded Communications. IEEE TAES, 2010. Journal

S. D. Blunt, P. Yatham, J. Stiles
Intrapulse Radar-embedded Communications Via Multiobjective Optimization. IEEE TAES, 2015. Journal

D. Ciuonzo, A. De Maio, G. Foglia, M. Piezzo
A Novel Radar Waveform Compatible with Communication. ICST ICCPS, 2011. Conference

X. Chen, X. Wang, S. Xu, J. Zhang
Spatial Modulation for Joint Radar-Communications Systems: Design, Analysis, and Hardware Prototype. IEEE TVT, 2021. Journal

D. Ma, N. Shlezinger, T. Huang, Y. Shavit, M. Namer, Y. Liu, Y. C. Eldar
Enabling Communication via Automotive Radars: An Adaptive Joint Waveform Design Approach. IEEE INFOCOM, 2020. Conference

C. D. Ozkaptan, E. Ekici, O. Altintas
Reliable Frequency-Hopping MIMO Radar-based Communications with Multi-Antenna Receiver. IEEE TCOM, 2021. Journal

K. Wu, J. Andrew Zhang, X. Huang, Y. Jay Guo, J. Yuan
Fusion of radar sensing and wireless communications by embedding communication signals into the radar transmit waveform. IET RSN, 2018. Journal

Z. Geng, R. Xu, H. Deng, B. Himed
Opportunistic Sharing Between Rotating Radar and Cellular. IEEE JSAC, 2012. Journal

R. Saruthirathanaworakun, J. M. Peha, L. M. Correia
Communications-Inspired Sensing: a Case Study on Waveform Design. IEEE TSP, 2009. Journal

W. Zhang, L. Yang

4.2 Sensing Data Processing

Radar Signal Processing for Elderly Fall Detection: The Future for In-home Monitoring. IEEE SPM, 2016. Magazine

M. G. Amin, Y. D. Zhang, F. Ahmad, K. C. D. Ho
Signal Processing for Passive Radar Using OFDM Waveforms . IEEE JSTSP, 2010. Journal

C. R. Berger, B. Demissie, J. Heckenbach, P. Willett, S. Zhou
Radar Signal Processing for Sensing in Assisted Living: The Challenges Associated With Real-Time Implementation of Emerging Algorithms. IEEE SPM, 2019. Magazine

J.L. Kernec, F. Fioranelli, C. Ding, H. Zhao, L. Sun, H. Hong, J. Lorandel, O. Romain

5. Signal Processing - Joint Design

Toward Dual-functional Radar-Communication Systems: Optimal Waveform Design. IEEE TSP, 2018. Journal.Code

F. Liu, L. Zhou, C. Masouros, A. Li, W. Luo, A. Petropulu
On the Effectiveness of OTFS for Joint Radar Parameter Estimation and Communication. IEEE TWC, 2020. Journal

L. Gaudio, M. Kobayashi, G. Caire, G. Colavolpe
Multibeam for Joint Communication and Radar Sensing Using Steerable Analog Antenna Arrays. IEEE TVT, 2018. Journal

J. A. Zhang, X. Huang, Y. J. Guo, J. Yuan, R. W. Heath
Joint Transmit Beamforming for Multiuser MIMO Communications and MIMO Radar. IEEE TSP, 2020. Journal

X. Liu, T. Huang, N. Shlezinger, Y. Liu, J. Zhou, Y. C.
Adaptive Virtual Waveform Design for Millimeter-Wave Joint Communication–Radar. IEEE TSP, 2019. Journal

P. Kumari, S. A. Vorobyov, R. W. Heath
Adaptive OFDM Integrated Radar and Communications Waveform Design Based on Information Theory. IEEE COMML, 2017. Letter

Y. Liu, G. Liao, J. Xu, Z. Yang, Y. Zhang
Spatio-Temporal Power Optimization for MIMO Joint Communication and Radio Sensing Systems with Training Overhead. IEEE TVT, 2020. Journal

X. Yuan, Z. Feng, A. Zhang, W. Ni, R. P. Liu, Z. Wei, C. Xu
On Unified Vehicular Communications and Radar Sensing in Millimeter-Wave and Low Terahertz Bands. IEEE WCM, 2019. Magazine

V. Petrov, G. Fodor, J. Kokkoniemi, D. Moltchanov, J. Lehtomaki, S. Andreev, Y. Koucheryavy, M. Juntti, M. Valkama
Dual-Use Signal Design for Radar and Communication via Ambiguity Function Sidelobe Control. IEEE TVT, 2020. Journal

J. Yang, G. Cui, X. Yu, L. Kong
Joint MIMO Communication and MIMO Radar Under Different Practical Waveform Constraints. IEEE TVT, 2020. Journal

X. He, L. Huang
Constrained Utility Maximization in Dual-Functional Radar-Communication Multi-UAV Networks. IEEE TCOM, 2020. Journal

X. Wang, Z. Fei, J. Andrew Zhang, J. Huang, J. Yuan
Joint Radar-Communication Waveform Designs Using Signals From Multiplexed Users. IEEE TCOM, 2020. Journal

N. Cao, Y. Chen, X. Gu, W. Feng
Low-Complexity Beamformer Design for Joint Radar and Communications Systems. IEEE COMML, 2020. Letter

F. Dong, W. Wang, Z. Hu, T. Hui
Joint Beamforming Design for Extended Target Estimation and Multiuser Communication. IEEE RadarConf, 2020. Conference

F. Liu, C. Masouros
iRDRC: An Intelligent Real-time Dual-functional Radar-Communication System for Automotive Vehicles. IEEE WCL, 2020. Letter

N. Q. Hieu, D. T. Hoang, N. C. Luong, D. Niyato
Joint Radar-Communication With Cyclic Prefixed Single Carrier Waveforms. IEEE TVT, 2020. Journal

Y. Zeng, Y. Ma, S. Sun
Constrained Waveform Design for Dual-Functional MIMO Radar-Communication System. SP, 2020. Journal

S. Shi ,Z. Wang ,Z. He, Z. Cheng
Integrated Radar and Communication Waveform Design Based on a Shared Array. SP, 2020. Journal

M. Jiang, G. Liao, Z. Yang, Y. Liu, Y. Chen
Co-design of Joint Radar and Communications Systems utilizing Frequency Hopping Code Diversity. IEEE RadarConf, 2019. Conference

X. Wang, J. Xu
Dual-Functional Radar Waveforms without Remodulation. IEEE RADAR, 2019. Conference

Y. Dong, G. A. Fabrizio, M. G. Amin

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Optimization and Quantization of Multibeam Beamforming Vector for Joint Communication and Radio Sensing. IEEE TCOM, 2019. Journal

Y. Luo, J. A. Zhang, X. Huang, W. Ni, J. Pan
Joint Radar-Communications Co-Use Waveform Design Using Optimized Phase Perturbation. IEEE TAES, 2019. Journal

S. Zhou, X. Liang, Y. Yu, H. Liu
Dual-Function Radar-Communication System Design Via Sidelobe Manipulation Based On FDA Butler Matrix. IEEE AWPL, 2019. Letter

S. Y. Nusenu, S. Huaizong, P. Ye, W. Xuehan, A. Basit
Multibeam for Joint Communication and Radar Sensing Using Steerable Analog Antenna Arrays. IEEE TVT, 2018. Journal

J. A. Zhang, X. Huang, Y. J. Guo, J. Yuan, R. W. Heath
Dual-Function MIMO Radar Communications System Design Via Sparse Array Optimization. IEEE TAES, 2018. Journal

X. Wang, A. Hassanien, M. G. Amin
Time-Modulated FD-MIMO Array for Integrated Radar and Communication Systems. IEEE AWPL, 2018. Letter

S. Y. Nusenu, W. Wang, A. Basit

6. Networking

6.1 Radar Networking

Evolution of Netted Radar Systems. IEEE Access, 2020. Journal

Z. Geng
Multistatic Radar Placement Optimization for Cooperative Radar-Communication Systems. IEEE COMML, 2018. Letter

M. Ben Kilani, G. Gagnon, F. Gagnon
Stochastic Geometry Methods for Modeling Automotive Radar Interference. IEEE TITS, 2017. Journal

A. Al-Hourani, R. J. Evans, S. Kandeepan, B. Moran, H. Eltom
IEEE 802.22 Passive Radars: Multistatic Detection and Velocity Profiler. IEEE TAES, 2016. Journal

P. Stinco, M. S. Greco, F. Gini, B. Himed
A Neighbor Discovery Algorithm in Network of Radar and Communication Integrated System. IEEE CSE, 2015. Conference

J. Li, L. Peng, Y. Ye, R. Xu, W. Zhao, C. Tian
Detection in Passive MIMO Radar Networks. IEEE TSP, 2014. Journal

D. E. Hack, L. K. Patton, B. Himed, M. A. Saville

6.2 Sensor Networking

Wireless sensor networks: a survey. Computer networks. Computer Networks, 2002. Journal

I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, E. Cayirci
Fundamental Limits of Wideband Localization— Part I, II. IEEE TIT, 2010. Journal1. Journal2

Y. Shen, H. Wymeersch, M. Win

6.3 ISAC Networking

RadChat: Spectrum Sharing for Automotive Radar Interference Mitigation. IEEE TITS, 2021. Journal

C. Aydogdu, M. F. Keskin, N. Garcia, H. Wymeersch, D. W. Bliss
Sensing and Communication Co-Design for Status Update in Multiaccess Wireless Networks. IEEE TMC, 2021. Journal

F. Peng, Z. Jiang, S. Zhou, Z. Niu, S. Zhang

7. Specturm Sharing

Optimum Co-Design for Spectrum Sharing between Matrix Completion Based MIMO Radars and a MIMO Communication System. IEEE TSP, 2016. Journal

B. Li, A. P. Petropulu, W. Trappe
Joint Design of Overlaid Communication Systems and Pulsed Radars. IEEE TSP, 2017. Journal

L. Zheng, M. Lops, X. Wang, E. Grossi
MIMO Radar and Cellular Coexistence: A Power-Efficient Approach Enabled by Interference Exploitation. IEEE TSP, 2018. Journal

F. Liu, C. Masouros, A. Li, T. Ratnarajah, J. Zhou
Cognitive Radar: A Way of the Future. IEEE SPM, 2006. Journal

S. Haykin
Radar Spectrum Engineering and Management: Technical and Regulatory Issues. Proceedings of the IEEE, 2014. Magazine

H. Griffiths, L. Cohen, S. Watts, E, Mokole, C. Baker, M. Wicks, S. Blunt.
Co-Design for Overlaid MIMO Radar and Downlink MISO Communication Systems via Cramér–Rao Bound Minimization. IEEE TSP, 2019. Journal

Z. Cheng, B. Liao, S. Shi, Z. He, J. Li
Joint Transmit Designs for Coexistence of MIMO Wireless Communications and Sparse Sensing Radars in Clutter. IEEE TAES, 2017. Journal

B. Li, A. P. Petropulu
Joint System Design for Coexistence of MIMO Radar and MIMO Communication. IEEE TSP, 2018. Journal

J. Qian, M. Lops, Le Zheng, X. Wang, Z. He
Opportunistic Sharing Between Rotating Radar and Cellular. IEEE JSAC, 2012. Journal

R. Saruthirathanaworakun, J. M. Peha, L. M. Correia
Mutual Information based Radar Waveform Design for Joint Radar and Cellular Communication Systems. IEEE ICASSP, 2016. Conference

M. Bica, K. Huang, V. Koivunen, U. Mitra
Spectral Coexistence of MIMO Radar and MIMO Cellular System. IEEE TAES, 2017. Journal

J. A. Mahal, A. Khawar, A. Abdelhadi, T. C. Clancy
Adaptive Interference Removal for Uncoordinated Radar/Communication Coexistence. IEEE JSTSP, 2017. Journal

L. Zheng, M. Lops, X. Wang
Joint Design of Surveillance Radar and MIMO Communication in Cluttered Environments. IEEE TSP, 2020. Journal

E. Grossi, M. Lops, L. Venturino
Interference Alignment Based Precoder-Decoder Design for Radar Communication Co-existence. IEEE ACSSC, 2018. Conference

Y. Cui, V. Koivunen, X. Jing
Information Theoretic Approach for Waveform Design in Coexisting MIMO Radar and MIMO Communications. IEEE ICASSP, 2020. Conference

M. Alaee-Kerharoodi, S. M. R. Bhavani, K. V. Mishra and B. Ottersten
Multi-constraint Spectral Co-design for Colocated MIMO Radar and MIMO Communications. IEEE ICASSP, 2020. Conference

S. H. Dokhanchi, M. R. Bhavani Shankar, K. V. Mishra, B. Ottersten
Communications and Radar Coexistence in the Massive MIMO Regime: Uplink Analysis. IEEE TWC, 2019. Journal

C. D’Andrea, S. Buzzi, M. Lops
Interference Removal for Radar/Communication Co-Existence: The Random Scattering Case. IEEE TWC, 2019. Journal

Y. Li, L. Zheng, M. Lops, X. Wang
Power Allocation and Co-Design of Multicarrier Communication and Radar Systems for Spectral Coexistence. IEEE TSP, 2019. Journal

F. Wang, H. Li, M. A. Govoni

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Integrated Waveform for a Joint Radar-Communication System With High-Speed Transmission. IEEE WCL, 2019. Letter

Q. Li, K. Dai, Y. Zhang, H. Zhang
Deep Learning Constellation Design for the AWGN Channel with Additive Radar Interference. IEEE TCOM, 2018. Journal

F. Alberge
Coexistence of MIMO Radar and FD MIMO Cellular Systems With QoS Considerations. IEEE TWC, 2018. Journal

S. Biswas, K. Singh, O. Taghizadeh, T. Ratnarajah
Opportunistic Radar in IEEE 802.11ad Networks. IEEE TSP, 2018. Journal

E. Grossi, M. Lops, L. Venturino, A. Zappone
Transmit Designs for Spectral Coexistence of MIMO Radar and MIMO Communication Systems. IEEE TCSII, 2018. Journal

J. Qian, Z. He, N. Huang, B. Li
Robust MIMO Beamforming for Cellular and Radar Coexistence. IEEE WCL, 2017. Letterl

F. Liu, C. Masouros, A. Li, T. Ratnarajah
Spectral Coexistence of MIMO Radar and MIMO Cellular System. IEEE TAES, 2017. Journal

J. A. Mahal, A. Khawar, A. Abdelhadi, T. C. Clancy
Spectrum Sharing between a Surveillance Radar and Secondary Wi-Fi Networks. IEEE TAES, 2016. Journal

F. Hessar, S. Roy
On the Co-Existence of TD-LTE and Radar Over 3.5 GHz Band: An Experimental Study. IEEE WCL, 2016. Letter

J. H. Reed et al.
Spectrum Sharing of Radar and Wi-Fi Networks: The Sensing/Throughput Tradeoff. IEEE TCCN, 2015. Journal

H. Safavi-Naeini, S. Roy, S. Ashrafi
MIMO OFDM Radar with Communication and Interference Cancellation Features. IEEE RADAR, 2014. Conference

Y. L. Sit, T. Zwick
Radar Waveform Design in a Spectrally Crowded Environment Via Nonconvex Quadratic Optimization. IEEE TAES, 2014. Journal

A. Aubry, A. De Maio, M. Piezzo, A. Farina
Interference Mitigation Processing for Spectrum-Sharing Between Radar and Wireless Communications Systems. IEEE TAES, 2013. Journal

H. Deng, B. Himed

8. Mobile Computing - WiFi Sensing

8.1 Human Activity Recognition

We Can Hear You with Wi-Fi!. IEEE TMC, 2016. Journal

G. Wang, Y. Zou, Z. Zhou, K. Wu, L. M. Ni
WiFall: Device-Free Fall Detection by Wireless Networks. IEEE TMC, 2016. Journal

Y. Wang, K. Wu, L. M. Ni
Recognizing Keystrokes Using WiFi Devices. IEEE JSAC, 2017. Journal

YK. Ali, A. X. Liu, W. Wang, M. Shahzad
Device-Free Human Activity Recognition Using Commercial WiFi Devices. IEEE JSAC, 2017. Journal

W. Wang, A. X. Liu, M. Shahzad, K. Ling, S. Lu
Toward Centimeter-Scale Human Activity Sensing with Wi-Fi Signals. IEEE Computer, 2018. Magazine

D. Zhang, H. Wang, D. Wu
A Survey on Behavior Recognition Using WiFi Channel State Information. IEEE COMMAG, 2017. Journal

S. Yousefi, H. Narui, S. Dayal, S. Ermon, S. Valaee

8.2 Wireless Imaging

See through Walls with WiFi!. MobiCom, 2013. Conference

A. Fadel, D. Katabi
Through-the-Wall Sensing of Personnel Using Passive Bistatic WiFi Radar at Standoff Distances. IEEE TGRS, 2011. Journal

K. Chetty, G. E. Smith, K. Woodbridge

8.3. Control Flow

Coordinated Cognitive Risk Control for Bridging Vehicular Radar and Communication Systems. IEEE TITS, 2020. Journal

S. Feng, S. Haykin

9. Applications and Demonstrations

9.1 Environmental Monitoring

Environmental Monitoring by Wireless Communication Networks. Science, 2006. Magazine

H. Messer, A. Zinevich, P. Alpert
Country-wide rainfall maps from cellular communication networks. PNAS, 2013. Magazine

A. Overeem, H. Leijnse, R. Uijlenhoet
Rain Rate Estimation Using Measurements From Commercial Telecommunications Links. IEEE TSP, 2009. Journal

O. Goldshtein, H. Messer, A. Zinevich
Recurrent Neural Network for Rain Estimation Using Commercial Microwave Links. IEEE TGRS, 2020. Journal

H. V. Habi, H. Messer

9.2 Multi-Functional Network

Vehicular RF Convergence: Simultaneous Radar, Communications, and PNT for Urban Air Mobility and Automotive Applications. IEEE RadarConf, 2020. Conference

A. Herschfelt, A. Chiriyath, D. W. Bliss, C. D. Richmond, U. Mitra, S. D. Blunt
Convergent Communication, Sensing and Localization in 6G Systems: An Overview of Technologies, Opportunities and Challenges. IEEE ACESS, 2021. Journal

C. De Lima et al.
Integrated Sensing, Computation and Communication in B5G Cellular Internet of Things. IEEE TWC, 2021. Journal

Q. Qi, X. Chen, C. Zhong, Z. Zhang
Overview of Naval Multifunction RF Systems. IEEE EURAD, 2018. Conference

P. W. Moo, D. J. DiFilippo
The Advanced Multifunction RF Concept. IEEE TMTT, 2005. Journal

G. C. Tavik et al.
Overview of Advanced Multifunction RF System (AMRFS). IEEE PAST, 2002. Conference

P. K. Hughes, J. Y. Choe

9.3 Health and Elderly Care

Assessment of Medication Self-administration using Artificial Intelligence. Nature Med, 2021. Magazine

M. Zhao, K. Hoti, H. Wang, A. Raghu, D. Katabi
Vital-sign Monitoring and Spatial Tracking of Multiple People using a Contactless Radar-based Sensor. Nature Electronics, 2019. Magazine

M. Mercuri, I. R. Lorato, Y-H. Liu, F. Wieringa, C. V. Hoof, T. Torfs
Radar Signal Processing for Sensing in Assisted Living: The Challenges Associated With Real-Time Implementation of Emerging Algorithms. IEEE SPM, 2019. Magazine

J.L. Kernec, F. Fioranelli, C. Ding, H. Zhao, L. Sun, H. Hong, J. Lorandel, O. Romain
Exploiting WiFi Channel State Information for Residential Healthcare Informatics. IEEE COMMAG, 2018. Magazine

B. Tan, Q. Chen, K. Chetty, K. Woodbridge, W. Li, R. Piechocki
Radar Signal Processing for Elderly Fall Detection: The Future for In-home Monitoring. IEEE SPM, 2016. Magazine

M. G. Amin, Y. D. Zhang, F. Ahmad, K. C. D. Ho

9.4 Remote Sensing

Noncontact Vital Sign Detection With UAV-Borne Radars: An Overview of Recent Advances. IEEE VTM, 2021. Magazine

Y. Rong, R. Gutierrez, K. V. Mishra, D. W. Bliss
First Demonstration of Joint Wireless Communication and High-Resolution SAR Imaging Using Airborne MIMO Radar System. IEEE TGRS, 2019. Journal

J. Wang, X. Liang, L. Chen, L. Wang, K. Li

9.5 Site-Specified Radio Map

Toward Environment-Aware 6G Communications via Channel Knowledge Map. IEEE WCM, 2021. Magazine

Y. Zeng, X. Xu

9.6 Simultaneous Localization and Mapping

Millimeter-wave Mobile Sensing and Environment Mapping: Models, Algorithms and Validation. Arxiv, 2021. Journal

C. B. Barneto, E. R. Foi, M. F. Keskin, T. Riihonen, M. Turunen, J. Talvitie, H. Wymeersch, M. Valkama

9.7 Security and Privacy

Secure Radar-Communication Systems With Malicious Targets: Integrating Radar, Communications and Jamming Functionalities. IEEE TWC, 2020. Journal

N. Su, F. Liu, C. Masouros
Secrecy Rate Optimizations for MIMO Communication Radar. IEEE TAES, 2018. Journal

A. Deligiannis, A. Daniyan, S. Lambotharan, J. A. Chambers
Intrapulse Radar-Embedded Communications. IEEE TAES, 2010. Journal

S. D. Blunt, P. Yatham, J. Stiles
Intrapulse Radar-embedded Communications Via Multiobjective Optimization. IEEE TAES, 2015. Journal

D. Ciuonzo, A. De Maio, G. Foglia, M. Piezzo
On Radar Privacy in Shared Spectrum Scenarios. IEEE ICASSP, 2019. Conference

A. Dimas, M. A. Clark, B. Li, K. Psounis, A. P. Petropulu

9.8 Demonstrations

JCR70: A Low-Complexity Millimeter-Wave Proof-of-Concept Platform for A Fully-Digital MIMO Joint Communication-Radar. IEEE OJVT, 2021. Journal

P. Kumari, A. Mezghani, R. W. Heath Jr
Simultaneous Radar and Communications Emissions from a Common Aperture, Part I,II. IEEE RadarConf, 2017. Conference, Conference

P. M. McCormick, S. D. Blunt, J. G. Metcalf
First Demonstration of Joint Wireless Communication and High-Resolution SAR Imaging Using Airborne MIMO Radar System. IEEE TGRS, 2019. Journal

J. Wang, X. Liang, L. Chen, L. Wang, K. Li
Sensing and Communication Integrated System for Autonomous Driving Vehicles. IEEE InfocomWorkshop, 2020. Conference

Q. Zhang, H. Sun, Z. Wei, Z. Feng

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Must-Reading Papers on Integrated Sensing and Communications (ISAC)

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