Quantum Search Algorithms for Wireless Communications

Faster, ultra-reliable, low-power, and secure communications has always been high on the wireless evolutionary agenda. However, the appetite for faster, more reliable, greener, and more secure communications continues to grow. The state-of-the-art methods conceived for achieving the performance targets of the associated processes may be accompanied by an increase in computational complexity. Alternatively, a degraded performance may have to be accepted due to the lack of jointly optimized system components. In this survey we investigate the employment of quantum computing for solving problems in wireless communication systems. By exploiting the inherent parallelism of quantum computing, quantum algorithms may be invoked for approaching the optimal performance of classical wireless processes, despite their reduced number of cost-function evaluations. In this contribution we discuss the basics of quantum computing using linear algebra, before presenting the operation of the major quantum algorithms, which have been proposed in the literature for improving wireless communications systems. Furthermore, we investigate a number of optimization problems encountered both in the physical and network layer of wireless communications, while comparing their classical and quantum-assisted solutions. Finally, we state a number of open problems in wireless communications that may benefit from quantum computing.

[1]  Lajos Hanzo,et al.  Quantum-Aided Multi-User Transmission in Non-Orthogonal Multiple Access Systems , 2016, IEEE Access.

[2]  Chih-Chuan Chen,et al.  A Regularized Monotonic Fuzzy Support Vector Machine Model for Data Mining With Prior Knowledge , 2015, IEEE Transactions on Fuzzy Systems.

[3]  Jacob biamonte,et al.  Quantum machine learning , 2016, Nature.

[4]  Daniel A. Lidar,et al.  Evidence for quantum annealing with more than one hundred qubits , 2013, Nature Physics.

[5]  Johan A. K. Suykens,et al.  Least Squares Support Vector Machine Classifiers , 1999, Neural Processing Letters.

[6]  Lajos Hanzo,et al.  Iterative Quantum-Assisted Multi-User Detection for Multi-Carrier Interleave Division Multiple Access Systems , 2015, IEEE Transactions on Communications.

[7]  Inkyu Lee,et al.  Generalized channel inversion methods for multiuser MIMO systems , 2009, IEEE Transactions on Communications.

[8]  Soon Xin Ng,et al.  Non-Dominated Quantum Iterative Routing Optimization for Wireless Multihop Networks , 2015, IEEE Access.

[9]  Frank Schaich,et al.  5GNOW: non-orthogonal, asynchronous waveforms for future mobile applications , 2014, IEEE Communications Magazine.

[10]  Gerald Matz,et al.  IDMA for the Multiuser MIMO-OFDM Uplink: A Factor Graph Framework for Joint Data Detection and Channel Estimation , 2013, IEEE Transactions on Signal Processing.

[11]  Donald E. Knuth,et al.  The Art of Computer Programming: Volume 3: Sorting and Searching , 1998 .

[12]  Gilbert Syswerda,et al.  A Study of Reproduction in Generational and Steady State Genetic Algorithms , 1990, FOGA.

[13]  Haiyan Peng,et al.  Quantum clone genetic algorithm based multi-user detection , 2011, The 2nd International Conference on Next Generation Information Technology.

[14]  Atilla Eryilmaz,et al.  On Optimal Proactive Caching for Mobile Networks With Demand Uncertainties , 2016, IEEE/ACM Transactions on Networking.

[15]  Zhongxun Zhu,et al.  Utility Maximization Resource Allocation in Wireless Networks: Methods and Algorithms , 2015, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[16]  R. Cleve,et al.  Quantum algorithms revisited , 1997, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[17]  Benjamín Barán,et al.  Solving multiobjective multicast routing problem with a new ant colony optimization approach , 2005, LANC '05.

[18]  Kevin P. Murphy,et al.  Machine learning - a probabilistic perspective , 2012, Adaptive computation and machine learning series.

[19]  Nei Kato,et al.  HYMN: A Novel Hybrid Multi-Hop Routing Algorithm to Improve the Longevity of WSNs , 2012, IEEE Transactions on Wireless Communications.

[20]  Lajos Hanzo,et al.  Minimum bit error rate multiuser transmission designs using particle swarm optimisation , 2009, IEEE Transactions on Wireless Communications.

[21]  Pingzhi Fan,et al.  On the Performance of Non-orthogonal Multiple Access Systems With Partial Channel Information , 2016, IEEE Transactions on Communications.

[22]  Moe Z. Win,et al.  Network Experimentation for Cooperative Localization , 2012, IEEE Journal on Selected Areas in Communications.

[23]  H. T. Mouftah,et al.  Improving Spatial Reuse in Multihop Wireless Networks - A Survey , 2009, IEEE Communications Surveys & Tutorials.

[24]  Murat Yuksel,et al.  Hybrid 3-D Localization for Visible Light Communication Systems , 2015, Journal of Lightwave Technology.

[25]  Lov K. Grover A fast quantum mechanical algorithm for database search , 1996, STOC '96.

[26]  M. Mitchell Waldrop,et al.  The chips are down for Moore’s law , 2016, Nature.

[27]  Lav Gupta,et al.  Survey of Important Issues in UAV Communication Networks , 2016, IEEE Communications Surveys & Tutorials.

[28]  Muhammad Imran,et al.  Non-Orthogonal Multiple Access (NOMA) for cellular future radio access , 2017 .

[29]  Lajos Hanzo,et al.  Quantum Error Correction Protects Quantum Search Algorithms Against Decoherence , 2016, Scientific Reports.

[30]  Geoffrey Ye Li,et al.  Fundamental trade-offs on green wireless networks , 2011, IEEE Communications Magazine.

[31]  Lajos Hanzo,et al.  Low-complexity iterative quantum multi-user detection in SDMA systems , 2014, 2014 IEEE International Conference on Communications (ICC).

[32]  Hermann Wimmel Quantum Physics & Observed Reality: A Critical Interpretation of Quantum Mechanics , 1992 .

[33]  Lajos Hanzo,et al.  Fully-Parallel Quantum Turbo Decoder , 2016, IEEE Access.

[34]  Lajos Hanzo,et al.  Improved MMSE Vector Precoding Based on the MBER Criterion , 2009, VTC Spring 2009 - IEEE 69th Vehicular Technology Conference.

[35]  Sándor Imre,et al.  Quantum Existence Testing and Its Application for Finding Extreme Values in Unsorted Databases , 2007, IEEE Transactions on Computers.

[36]  V. Scarani,et al.  The security of practical quantum key distribution , 2008, 0802.4155.

[37]  David Akopian,et al.  Modern WLAN Fingerprinting Indoor Positioning Methods and Deployment Challenges , 2016, IEEE Communications Surveys & Tutorials.

[38]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[39]  L. Brown Dirac ’ s The Principles of Quantum Mechanics * , 2006 .

[40]  M. V. Wilkes,et al.  The Art of Computer Programming, Volume 3, Sorting and Searching , 1974 .

[41]  C. Pomerance,et al.  Prime Numbers: A Computational Perspective , 2002 .

[42]  Daniel R. Simon,et al.  On the power of quantum computation , 1994, Proceedings 35th Annual Symposium on Foundations of Computer Science.

[43]  Gilles Brassard,et al.  Quantum cryptography: Public key distribution and coin tossing , 2014, Theor. Comput. Sci..

[44]  Christin Wirth Quantum Entanglement In Electron Optics Generation Characterization And Applications , 2016 .

[45]  Lajos Hanzo,et al.  Irregular Trellis for the Near-Capacity Unary Error Correction Coding of Symbol Values From an Infinite Set , 2015, IEEE Transactions on Communications.

[46]  Zhu Han,et al.  Machine Learning Paradigms for Next-Generation Wireless Networks , 2017, IEEE Wireless Communications.

[47]  Andrea Zanella,et al.  Internet of Things for Smart Cities , 2014, IEEE Internet of Things Journal.

[48]  Weifa Liang,et al.  Near-Optimal Routing Protection for In-Band Software-Defined Heterogeneous Networks , 2016, IEEE Journal on Selected Areas in Communications.

[49]  Sirikiat Lek Ariyavisitakul,et al.  Channel estimation for OFDM systems with transmitter diversity in mobile wireless channels , 1999, IEEE J. Sel. Areas Commun..

[50]  Moe Z. Win,et al.  A Machine Learning Approach to Ranging Error Mitigation for UWB Localization , 2012, IEEE Transactions on Communications.

[51]  Masoud Mohseni,et al.  Quantum support vector machine for big feature and big data classification , 2013, Physical review letters.

[52]  Hanif D. Sherali,et al.  Cross-Layer Optimization for Data Rate Utility Problem in UWB-based Ad Hoc Networks , 2008, IEEE Transactions on Mobile Computing.

[53]  Jing Liu,et al.  Survey of Wireless Indoor Positioning Techniques and Systems , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[54]  Shuangfeng Han,et al.  Non-orthogonal multiple access for 5G: solutions, challenges, opportunities, and future research trends , 2015, IEEE Communications Magazine.

[55]  Bernard Fino,et al.  Multiuser detection: , 1999, Ann. des Télécommunications.

[56]  Yue Wang,et al.  Dynamic Programming for Route Selection in Multihop Fixed Gain Amplify-and-Forward Relay Networks , 2013, IEEE Communications Letters.

[57]  Ibrar Yaqoob,et al.  Big IoT Data Analytics: Architecture, Opportunities, and Open Research Challenges , 2017, IEEE Access.

[58]  Lajos Hanzo,et al.  Network-Lifetime Maximization of Wireless Sensor Networks , 2015, IEEE Access.

[59]  Xiaohu You,et al.  Low-Latency C-RAN: An Next-Generation Wireless Approach , 2018, IEEE Vehicular Technology Magazine.

[60]  Lajos Hanzo,et al.  Cross-Layer Network Lifetime Maximization in Interference-Limited WSNs , 2015, IEEE Transactions on Vehicular Technology.

[61]  Jr. G. Forney,et al.  The viterbi algorithm , 1973 .

[62]  Yongbin Wei,et al.  A survey on 3GPP heterogeneous networks , 2011, IEEE Wireless Communications.

[63]  Lajos Hanzo,et al.  Fixed-Complexity Quantum-Assisted Multi-User Detection for CDMA and SDMA , 2014, IEEE Transactions on Communications.

[64]  Mauro Biagi,et al.  LAST: A Framework to Localize, Access, Schedule, and Transmit in Indoor VLC Systems , 2015, Journal of Lightwave Technology.

[65]  Lajos Hanzo,et al.  Is the Low-Complexity Mobile-Relay-Aided FFR-DAS Capable of Outperforming the High-Complexity CoMP? , 2015, IEEE Transactions on Vehicular Technology.

[66]  D. Deutsch Quantum theory, the Church–Turing principle and the universal quantum computer , 1985, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[67]  Paul Meissner,et al.  Evaluation of Position-Related Information in Multipath Components for Indoor Positioning , 2014, IEEE Journal on Selected Areas in Communications.

[68]  Lajos Hanzo,et al.  Quantum-Assisted Joint Multi-Objective Routing and Load Balancing for Socially-Aware Networks , 2016, IEEE Access.

[69]  Moe Z. Win,et al.  High-Accuracy Localization for Assisted Living: 5G systems will turn multipath channels from foe to friend , 2016, IEEE Signal Processing Magazine.

[70]  I PaulBenioff Quantum Mechanical Hamiltonian Models of Turing Machines , 1982 .

[71]  Urs Niesen,et al.  Fundamental Limits of Caching , 2014, IEEE Trans. Inf. Theory.

[72]  Gilles Brassard,et al.  Quantum Counting , 1998, ICALP.

[73]  Nei Kato,et al.  The Deep Learning Vision for Heterogeneous Network Traffic Control: Proposal, Challenges, and Future Perspective , 2017, IEEE Wireless Communications.

[74]  Bhaskar D. Rao,et al.  Joint Channel Estimation and Data Detection in MIMO-OFDM Systems: A Sparse Bayesian Learning Approach , 2015, IEEE Transactions on Signal Processing.

[75]  Sridhar Rajagopal,et al.  IEEE 802.15.7 visible light communication: modulation schemes and dimming support , 2012, IEEE Communications Magazine.

[76]  Richard J. Lipton,et al.  Quantum Algorithms via Linear Algebra: A Primer , 2014 .

[77]  Hongguang Sun,et al.  On the Capacity of Downlink Multi-Hop Heterogeneous Cellular Networks , 2014, IEEE Transactions on Wireless Communications.

[78]  Ashish Kapoor,et al.  Quantum Perceptron Models , 2016, NIPS.

[79]  W. Wootters,et al.  A single quantum cannot be cloned , 1982, Nature.

[80]  Christof Zalka GROVER'S QUANTUM SEARCHING ALGORITHM IS OPTIMAL , 1997, quant-ph/9711070.

[81]  Roger S. Cheng,et al.  Iterative EM receiver for space-time coded systems in MIMO frequency-selective fading channels with channel gain and order estimation , 2004, IEEE Transactions on Wireless Communications.

[82]  G. Brassard,et al.  Quantum Amplitude Amplification and Estimation , 2000, quant-ph/0005055.

[83]  Lajos Hanzo,et al.  EXIT-Chart-Aided Near-Capacity Quantum Turbo Code Design , 2015, IEEE Transactions on Vehicular Technology.

[84]  Sergio Verdu,et al.  Multiuser Detection , 1998 .

[85]  Daniel A. Lidar,et al.  Experimental signature of programmable quantum annealing , 2012, Nature Communications.

[86]  Ming Liu,et al.  Let the Light Guide Us: VLC-Based Localization , 2016, IEEE Robotics & Automation Magazine.

[87]  Y. Wu,et al.  Maximum likelihood joint channel and data estimation using genetic algorithms , 1998, IEEE Trans. Signal Process..

[88]  M. Sellathurai,et al.  Computationally Efficient Vector Perturbation Precoding Using Thresholded Optimization , 2013, IEEE Transactions on Communications.

[89]  A. Lee Swindlehurst,et al.  A vector-perturbation technique for near-capacity multiantenna multiuser communication-part I: channel inversion and regularization , 2005, IEEE Transactions on Communications.

[90]  Halil Yetgin,et al.  A Survey of Network Lifetime Maximization Techniques in Wireless Sensor Networks , 2017, IEEE Communications Surveys & Tutorials.

[91]  M. Sipser,et al.  Quantum Computation by Adiabatic Evolution , 2000, quant-ph/0001106.

[92]  Harold Castro,et al.  QoS routing algorithm based on multi-objective optimization for Wireless Mesh Networks , 2010, 2010 IEEE Latin-American Conference on Communications.

[93]  Gilles Brassard,et al.  Tight bounds on quantum searching , 1996, quant-ph/9605034.

[94]  Lajos Hanzo,et al.  Quantum-Assisted Routing Optimization for Self-Organizing Networks , 2014, IEEE Access.

[95]  Andrew M. Childs,et al.  Quantum Algorithm for Systems of Linear Equations with Exponentially Improved Dependence on Precision , 2015, SIAM J. Comput..

[96]  Christoph Dürr,et al.  A Quantum Algorithm for Finding the Minimum , 1996, ArXiv.

[97]  Stefania Sesia,et al.  LTE - The UMTS Long Term Evolution, Second Edition , 2011 .

[98]  Parth H. Pathak,et al.  Visible Light Communication, Networking, and Sensing: A Survey, Potential and Challenges , 2015, IEEE Communications Surveys & Tutorials.

[99]  Lie-Liang Yang,et al.  Ant-Colony-Based Multiuser Detection for Multifunctional-Antenna-Array-Assisted MC DS-CDMA Systems , 2008, IEEE Transactions on Vehicular Technology.

[100]  R. Feynman Simulating physics with computers , 1999 .

[101]  M. W. Johnson,et al.  Quantum annealing with manufactured spins , 2011, Nature.

[102]  Pingzhi Fan,et al.  On the Performance of Non-Orthogonal Multiple Access in 5G Systems with Randomly Deployed Users , 2014, IEEE Signal Processing Letters.

[103]  Theodore S. Rappaport,et al.  Millimeter Wave Mobile Communications for 5G Cellular: It Will Work! , 2013, IEEE Access.

[104]  G.B. Giannakis,et al.  Localization via ultra-wideband radios: a look at positioning aspects for future sensor networks , 2005, IEEE Signal Processing Magazine.

[105]  Colin P. Williams Quantum search algorithms in science and engineering , 2001, Comput. Sci. Eng..

[106]  Dominic C. O'Brien,et al.  Wireless Myths, Realities, and Futures: From 3G/4G to Optical and Quantum Wireless , 2012, Proceedings of the IEEE.

[107]  Mathini Sellathurai,et al.  Vector Perturbation Based on Symbol Scaling for Limited Feedback MISO Downlinks , 2014, IEEE Transactions on Signal Processing.

[108]  J. Bell On the Problem of Hidden Variables in Quantum Mechanics , 1966 .

[109]  Hamid R. Sadjadpour,et al.  Fundamental Limits on Throughput Capacity in Information-Centric Networks , 2016, IEEE Transactions on Communications.

[110]  Chi Wang,et al.  Quantum versus simulated annealing in wireless interference network optimization , 2016, Scientific Reports.

[111]  Andrew M. Childs,et al.  Quantum algorithms for algebraic problems , 2008, 0812.0380.

[112]  Yonghui Li,et al.  A near optimal routing scheme for multi-hop relay networks based on Viterbi algorithm , 2012, 2012 IEEE International Conference on Communications (ICC).

[113]  D. Deutsch,et al.  Rapid solution of problems by quantum computation , 1992, Proceedings of the Royal Society of London. Series A: Mathematical and Physical Sciences.

[114]  Kyungwhoon Cheun,et al.  Millimeter-wave beamforming as an enabling technology for 5G cellular communications: theoretical feasibility and prototype results , 2014, IEEE Communications Magazine.

[115]  Yong Shi,et al.  Successive Overrelaxation for Laplacian Support Vector Machine , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[116]  A. Harrow,et al.  Quantum algorithm for linear systems of equations. , 2008, Physical review letters.

[117]  Enrico Blanzieri,et al.  Quantum Genetic Optimization , 2008, IEEE Transactions on Evolutionary Computation.

[118]  Lajos Hanzo,et al.  Embedded Iterative Semi-Blind Channel Estimation for Three-Stage-Concatenated MIMO-Aided QAM Turbo Transceivers , 2014, IEEE Transactions on Vehicular Technology.

[119]  Sandor Imre,et al.  Quantum Computing and Communications: An Engineering Approach , 2005 .

[120]  Song Guo,et al.  Green Communication in Energy Renewable Wireless Mesh Networks: Routing, Rate Control, and Power Allocation , 2014, IEEE Transactions on Parallel and Distributed Systems.

[121]  Sunho Park,et al.  Introduction to Ultra Reliable and Low Latency Communications in 5G , 2017, ArXiv.

[122]  Jane E. Nordholt,et al.  Refining Quantum Cryptography , 2011, Science.

[123]  Peter W. Shor,et al.  Polynomial-Time Algorithms for Prime Factorization and Discrete Logarithms on a Quantum Computer , 1995, SIAM Rev..

[124]  Carl Pomerance,et al.  A Tale of Two Sieves , 1998 .

[125]  Andrew M. Childs,et al.  Quantum linear systems algorithm with exponentially improved dependence on precision , 2015 .

[126]  Lie-Liang Yang,et al.  Multiuser Transmission Via Multiuser Detection: Altruistic-Optimization and Egocentric-Optimization , 2007, 2007 IEEE 65th Vehicular Technology Conference - VTC2007-Spring.

[127]  Ashish Kapoor,et al.  Quantum deep learning , 2014, Quantum Inf. Comput..

[128]  Lie-Liang Yang,et al.  Ieee Transactions on Communications, Accepted for Publication 1 Cross-layer Aided Energy-efficient Opportunistic Routing in Ad Hoc Networks , 2022 .

[129]  Tho Le-Ngoc,et al.  Vector Perturbation Precoding for Multi-User CoMP Downlink Transmission , 2015, IEEE Access.

[130]  Lajos Hanzo,et al.  Coherent versus Non-coherent and Cooperative Turbo Transceivers , 2010 .

[131]  Soon Xin Ng,et al.  Fifteen Years of Quantum LDPC Coding and Improved Decoding Strategies , 2015, IEEE Access.

[132]  Georgios B. Giannakis,et al.  Statistical Routing for Multihop Wireless Cognitive Networks , 2012, IEEE Journal on Selected Areas in Communications.

[133]  H. Vincent Poor,et al.  Application of Non-Orthogonal Multiple Access in LTE and 5G Networks , 2015, IEEE Communications Magazine.

[134]  Lajos Hanzo,et al.  Iterative Joint Channel Estimation and Multi-User Detection for Multiple-Antenna Aided OFDM Systems , 2007, IEEE Transactions on Wireless Communications.

[135]  Lajos Hanzo,et al.  Evolutionary-Algorithm-Assisted Joint Channel Estimation and Turbo Multiuser Detection/Decoding for OFDM/SDMA , 2014, IEEE Transactions on Vehicular Technology.

[136]  Lajos Hanzo,et al.  OFDM and MC-CDMA for Broadband Multi-User Communications, WLANs and Broadcasting , 2003 .

[137]  P. Meissner,et al.  Multipath-assisted single-anchor indoor localization in an office environment , 2012, 2012 19th International Conference on Systems, Signals and Image Processing (IWSSIP).

[138]  Lajos Hanzo,et al.  Single- and Multi-Carrier DS-CDMA: Multi-USer Detection, Space-Time Spreading, Synchronisation, Standards and Networking , 2003 .

[139]  S. Lloyd,et al.  Quantum Algorithm Providing Exponential Speed Increase for Finding Eigenvalues and Eigenvectors , 1998, quant-ph/9807070.

[140]  M D Barrett,et al.  Implementation of the Semiclassical Quantum Fourier Transform in a Scalable System , 2005, Science.

[141]  Lajos Hanzo,et al.  A Quantum-Search-Aided Dynamic Programming Framework for Pareto Optimal Routing in Wireless Multihop Networks , 2018, IEEE Transactions on Communications.

[142]  Dennis Goeckel,et al.  Minimum-Energy Cooperative Routing in Wireless Networks with Channel Variations , 2011, IEEE Transactions on Wireless Communications.

[143]  Isaac L. Chuang,et al.  Quantum Computation and Quantum Information (10th Anniversary edition) , 2011 .

[144]  Xiangyun Zhou,et al.  Secure Routing in Multihop Wireless Ad-Hoc Networks With Decode-and-Forward Relaying , 2016, IEEE Transactions on Communications.

[145]  Robert W. Heath,et al.  Block Diagonalized Vector Perturbation for Multiuser MIMO Systems , 2008, IEEE Transactions on Wireless Communications.

[146]  Lajos Hanzo,et al.  Hybrid Positioning Aided Amorphous-Cell Assisted User-Centric Visible Light Downlink Techniques , 2016, IEEE Access.

[147]  Lajos Hanzo,et al.  Joint Quantum-Assisted Channel Estimation and Data Detection , 2016, IEEE Access.

[148]  Christopher M. Bishop,et al.  Pattern Recognition and Machine Learning (Information Science and Statistics) , 2006 .

[149]  Lajos Hanzo,et al.  User-Centric C-RAN Architecture for Ultra-Dense 5G Networks: Challenges and Methodologies , 2017, IEEE Communications Magazine.

[150]  H. Vincent Poor,et al.  Random Beamforming in Millimeter-Wave NOMA Networks , 2016, IEEE Access.

[151]  Lov K. Grover Quantum Mechanics Helps in Searching for a Needle in a Haystack , 1997, quant-ph/9706033.

[152]  Lajos Hanzo,et al.  Near-Capacity Code Design for Entanglement-Assisted Classical Communication over Quantum Depolarizing Channels , 2013, IEEE Transactions on Communications.

[153]  X-Q Zhou,et al.  Experimental realization of Shor's quantum factoring algorithm using qubit recycling , 2011, Nature Photonics.

[154]  Lajos Hanzo,et al.  Layered Multi-Group Steered Space-Time Shift-Keying for Millimeter-Wave Communications , 2016, IEEE Access.

[155]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[156]  Lajos Hanzo,et al.  Multi-objective routing optimization using evolutionary algorithms , 2012, 2012 IEEE Wireless Communications and Networking Conference (WCNC).

[157]  T. Hogg Quantum search heuristics , 2000 .

[158]  Pramod K. Varshney,et al.  A Multiobjective Optimization Approach to Obtain Decision Thresholds for Distributed Detection in Wireless Sensor Networks , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[159]  Vittorio Degli-Esposti,et al.  Ray-Tracing-Based mm-Wave Beamforming Assessment , 2014, IEEE Access.

[160]  Sandor Imre,et al.  Advanced Quantum Communications: An Engineering Approach , 2012 .

[161]  A. Shamsai,et al.  Multi-objective Optimization , 2017, Encyclopedia of Machine Learning and Data Mining.

[162]  Chenyang Yang,et al.  Radio Resource Management for Ultra-Reliable and Low-Latency Communications , 2017, IEEE Communications Magazine.

[163]  T. H. Liew,et al.  Turbo Coding, Turbo Equalisation and Space-Time Coding: EXIT-Chart-Aided Near-Capacity Designs for Wireless Channels , 2011 .

[164]  Robert A. Malaney,et al.  A New Scalable Hybrid Routing Protocol for VANETs , 2012, IEEE Transactions on Vehicular Technology.

[165]  Geoffrey Ye Li,et al.  MIMO-OFDM for wireless communications: signal detection with enhanced channel estimation , 2002, IEEE Trans. Commun..

[166]  Zhu Han,et al.  Taking Drones to the Next Level: Cooperative Distributed Unmanned-Aerial-Vehicular Networks for Small and Mini Drones , 2017, IEEE Vehicular Technology Magazine.

[167]  Lajos Hanzo,et al.  Quantum-Assisted Indoor Localization for Uplink mm-Wave and Downlink Visible Light Communication Systems , 2017, IEEE Access.

[168]  Tad Hogg,et al.  Quantum optimization , 2000, Inf. Sci..

[169]  Chi Wang,et al.  Differential geometric treewidth estimation in adiabatic quantum computation , 2016, Quantum Information Processing.

[170]  H. Bechmann-Pasquinucci,et al.  Quantum cryptography , 2001, quant-ph/0101098.

[171]  Eduardo G. Carrano,et al.  A Hybrid Multiobjective Evolutionary Approach for Improving the Performance of Wireless Sensor Networks , 2011, IEEE Sensors Journal.

[172]  Gilles Brassard,et al.  An optimal quantum algorithm to approximate the mean and its application for approximating the median of a set of points over an arbitrary distance , 2011, ArXiv.

[173]  Adi Shamir,et al.  A method for obtaining digital signatures and public-key cryptosystems , 1978, CACM.

[174]  Amr M. Youssef,et al.  EM-Based Joint Channel Estimation and Data Detection for MIMO-CDMA Systems , 2010, IEEE Transactions on Vehicular Technology.

[175]  Peter W. Shor,et al.  Algorithms for quantum computation: discrete logarithms and factoring , 1994, Proceedings 35th Annual Symposium on Foundations of Computer Science.

[176]  W. Stadler A survey of multicriteria optimization or the vector maximum problem, part I: 1776–1960 , 1979 .

[177]  Lin Yang,et al.  Particle-Swarm-Optimization-Based Multiuser Detector for CDMA Communications , 2007, IEEE Transactions on Vehicular Technology.

[178]  Donald E. Knuth,et al.  The art of computer programming, volume 3: (2nd ed.) sorting and searching , 1998 .

[179]  Soon Xin Ng,et al.  Low-Complexity Soft-Output Quantum-Assisted Multiuser Detection for Direct-Sequence Spreading and Slow Subcarrier-Hopping Aided SDMA-OFDM Systems , 2014, IEEE Access.

[180]  Lajos Hanzo,et al.  Quantum Search Algorithms, Quantum Wireless, and a Low-Complexity Maximum Likelihood Iterative Quantum Multi-User Detector Design , 2013, IEEE Access.

[181]  Michele Mosca Quantum Algorithms , 2009, Encyclopedia of Complexity and Systems Science.

[182]  I. Chuang,et al.  Quantum Computation and Quantum Information: Introduction to the Tenth Anniversary Edition , 2010 .

[183]  Nambi Seshadri,et al.  Joint data and channel estimation using blind trellis search techniques , 1994, IEEE Trans. Commun..

[184]  Lajos Hanzo,et al.  Quantum-Aided Multi-Objective Routing Optimization Using Back-Tracing-Aided Dynamic Programming , 2018, IEEE Transactions on Vehicular Technology.

[185]  Andris Ambainis,et al.  Variable time amplitude amplification and a faster quantum algorithm for solving systems of linear equations , 2010, ArXiv.

[186]  Lie-Liang Yang,et al.  Energy-Efficient Cross-Layer Design of Wireless Mesh Networks for Content Sharing in Online Social Networks , 2017, IEEE Transactions on Vehicular Technology.

[187]  Lajos Hanzo,et al.  The Road From Classical to Quantum Codes: A Hashing Bound Approaching Design Procedure , 2015, IEEE Access.

[188]  Lajos Hanzo,et al.  Turbo Multi-User Detection for OFDM/SDMA Systems Relying on Differential Evolution Aided Iterative Channel Estimation , 2012, IEEE Transactions on Communications.

[189]  Miguel A. Labrador,et al.  A multiobjective approach to the relay placement problem in WSNs , 2011, 2011 IEEE Wireless Communications and Networking Conference.