Staff Profile
Professor Jonathon Chambers
FREng, Visiting Professor
Jonathon Chambers is a widely-experienced academic and research leader and an expert in adaptive signal processing and machine learning and their application in biomedicine, communications and defence. He holds PhD (1990) and DSc (2014) degrees from Imperial College. He joined the School of Electrical and Electronic Engineering at Newcastle University in 2015 which, from 1st August 2017, became part of the School of Engineering. He was the Head of the Intelligent Sensing and Communications (ISC) Group and is now a Visiting Professor.
He has secured more than 30 research projects from industry and government to the value of more than £12M. He was the Director of one of the two Dstl/EPSRC University Defence Research Collaboration consortia, LSSCN, which ran between 2013 and 2018, and was led from Newcastle University. He has co-authored two research monographs with Wiley, one in non linear adaptive signal processing and a second in EEG signal processing, the second edition of which will appear in 2021 entitled EEG signal processing and machine learning, and has published more than 600 other scientific works, including more than 200 journal papers, and has steered approaching 100 researchers to PhD graduation.
Jonathon is also an Emeritus Professor of Signal and Information Processing at the University of Leicester and is a Visiting Professor at Loughborough University and has additionally held senior academic positions at Cardiff University, King's College London and Imperial College. He has served as an Associate Editor/Senior Area Editor for IEEE journals, including IEEE Trans. Signal Processing, for more than ten years and was a Co-Technical Programme Chair for the IEEE flagship conference in Signal Processing, ICASSP, held in Prague, 2011, and a Plenary Chair for ICASSP 2019 held in Brighton. He was an Area Editor in Communications Signal Processing for Digital Signal Processing. Subject Editor-in-Chief for Electronics Letters and an Associate Editor for Advances in Signal Processing. He was additionally a member of the organising committee of ICASSP 2022 which was held in Singapore.
In 2021, with co-authors Dr Monika Roopak and Professor Gui Yun Tian from the University of Newcastle, he won the IET Networks Premium Award for the paper entitled, 'Multi-objective-based feature selection for DDoS attack detection in IoT networks' Vol. 9(3), pp. 120-127. In 2022, together with his co-authors Professors Yulong Huang and Yonggang Zhang from Harbin Engineering University, he was awarded with the 2018 IEEE Trans. Aerospace and Electronic Systems M. Barry Carlton Award for the work 'A New Adaptive Extended Kalman Filtering for Cooperative Localization' Vol. 54(1), pp. 353-368, after being the runner-up for the 2017 award.
He was elected as a Fellow of the Royal Academy of Engineering in 2012 and was elevated to a Fellow of the IEEE in 2011. He is also a Fellow of the IET and Institute of Mathematics and its Applications (IMA).
Current major research interests: advanced signal processing for wireless communication systems and multimodal technologies (audio-visual) to support human interaction; together with signal processing for assisted living and signal processing for defence and navigation.
Jonathon is a member of the Intelligent Sensing and Communications Group his publication profile can be viewed at Google Scholar and his background as a researcher at ORCID Profile.
Current Major Research Interests and Active Research Projects
Adaptive signal processing, estimation theory, robust statistics and machine learning
Applications: assisted living; defence; navigation; human machine interaction and wireless communications
(PI) 2013-2018 EP/K014307/1,2 "Signal Processing Solutions for the Networked Battlespace", Dstl/EPSRC, £4.3M [FEC], collaboration with Loughborough, Surrey, Strathclyde and Cardiff.
(CI) 2015-2018 EP/M015475/01 "Massive MIMO Wireless Networks: Theory and Methods", EPSRC, £1M [FEC], collaboration with Loughborough, KCL and UCL.
(PI) 2016-2019 "Multimodal Wide Area Surveillance", Thales & EPSRC, ICASE Award, £52K.
(CI) 2017-2020 EP/R002665/1 "Full Duplex for Underwater Acoustic Communications", EPSRC, £517K (FEC), collaboration with York and Atlas Elektronik UK
(PI) 2018-2022 EP/R006377/1 "Communications Signal Processing Solutions for Massive Machine-to-Machine Commmunications", EPSRC, £340K (FEC), collaboration with KCL, QMUL and Lboro
Selected PhD Graduates:
2021 M. Roopak, Intrusion Detection System for IoT Networks for Detection of DDoS Attacks
2020 F. Asifiany, Towards an Enhanced Noncoherent Massive MU-MIMO System
2020 H. Hussein, Signal Processing and Machine Learning Techniques for Image-Based Facial Expression Recognition.
2019 Z. Fu, Measurement-Driven Filtering for Online Multiple Human Tracking
2019 M. Alageli, Secure Simultaneous Wireless Information and Power Transfer in MIMO Systems
2019 K. Adhikari, High-Accuracy State Estimation of Physiological Tremor for Robotic Handheld Surgical Instruments
2018 S. Erateb, Enhance IVA for Audio Separation in Highly Reverberant Environments
2017 M. Al-Kaltakchi, Robust Text Independent Closed Set Speaker Identification Systems...
2017 S. Alkassar, Advancing the Technology of Sclera Recognition
2017 M. Abdullah, Advancing Iris Biometric Technology
2017 W. Rafique, Enhanced Independent Vector Analysis for Speech Separation in Room Environments
2016 Z. Zohny, Robust Variational Bayesian Clustering for Underdetermined Speech Separation
2016 P. Feng, Enhanced Particle PHD Filtering for Human Tracking
2016 J. Harris, Online Source Separation in Reverberant Environments Exploiting Known Source Locations
2015 Z. Tian, Buffer-Assisted Relay Networks
2015 W. Qaja, Distributed Space Time Block Coding and Application in Cooperative Cognitive Relay Networks
2015 P. Wheeler, Adaptive Notch Filtering for Multiple Complex Sinusoidal Signals
2015 L. Ge, Distributed Space-Time Coding including the Golden Code with Application in Cooperative Wireless Networks
2015 M. Manna, Modified Quasi-Orthogonal Space-Time Block Coding in Distributed Wireless Networks
2014 M. Eddaghel, Mitigating PAPR in Cooperative Wireless Networks with Frequency Selective Channels and Relay Selection
2014 A. Rhuma, Intelligent Computer Vision Processing Techniques for Fall Detection in Enclosed Environments
2014 U. Mannai, Novel Transmission Schemes for Application in Two-way Cooperative Relay Wireless Communication Networks
2014 O. Alnatouch, Distributed Transmission Schemes for Wireless Communication Networks
2014 A. ur-Rehman, Bayesian-Based Techniques for Tracking Multiple Humans in an Enclosed Environment
2013 Y. Liang, Enhanced Independent Vector Analysis for Audio Separation in a Room Enviroment
2013 M.S. Khan, Informed Algorithms for Sound Source Separation in Enclosed Reverberant Environments
2013 M. Yu, Computer Vision Based Techniques for Fall Detection with Application Towards Assisted Living
2012 A. Elazreg, Distributed Space-Time Block Coding in Asynchronous Cooperative Relay Networks
2012 G. Chen, Rate Enhancement and Multi-Relay Selection Schemes for Application in Wireless Cooperative Networks
2012 F. Alotaibi, Distributed Space-Time Block Coding in Cooperative Relay Networks with Application in Cognitive Radio
2012 M. Hayes, Distributed Quasi-Orthogonal Space-Time Coding in Wireless Cooperative Relay Networks
2011 A. Anandkumar, Robust Game-Theoretic Algorithms for Distributed Resource Allocation in Wireless Communications
2009 L. Li, Adaptive Algorithms and Variable Structures for Distributed Estimation
2009 S.M. Naqvi, Multimodal Methods for Blind Source Separation of Audio Sources
2009 N.E. Eltayeb , Space-Time Coding for Broadband Point-to-Point and Cooperative Wireless Communications
2008 T. Tsalaile, Digital Signal Processing Algorithms and Techniques for the Enhancement of Lung Sound Measurement
2008 A. Aubrey, Exploiting the Bi-modality of Speech in the Cocktail Party Problem
2008 J. Foster, Algorithms and Techniques for Polynomial Matrix Decompositions
2007 Y. Zhang Adaptive Algorithms and Structures with Potential Application in Reverberation Time Estimation in Occupied Rooms
2007 C.C. Took, Blind Source Separation via Independent and Sparse Component Analysis with Application to Temporomandibular Disorder
2006 R. Nawaz, Low Complexity Channel Shortening and Equalization for Multicarrier Systems
2006 T. Bowles, Signal Processing Techniques for the Interpretation of Microarray Measurements
2005 Z. Zhang, Sinusoidal Frequency Estimation with Applications to Ultrasound
2003 M. Klajman, Mixed Statistics in Blind Source Separation
2002 P. Yuvapoositanon, Blind Adaptive Techniques for Direct-Sequence Code Division Multiple Access Receivers
2002 Y. Luo, A Mixed Cross-Correlation and Constant Modulus Adaptive Algorithm for Joint Blind Equalization and Source Separation
2002 M. Jafari, Novel Sequential Algorithms for Blind Source Separation of Instantaneous Mixtures
2001 N. Forsyth, A Subband and Noise Robust Approach to Stereophonic Echo Cancellation
2001 N. Tangsangiumvisai, Algorithms and Structures for Stereophonic Acoustic Echo Cancellation
2001 C. Topping, Moving Object Enhancement in Noisy Video Sequences
1999 D. Mandic, Recurrent Neural Networks for Prediction: Architectures and Stability
1998 D. Brookes, Adaptive Algorithms for Low Complexity Equalizers in Mobile Communications
1997 S. Lambotharan, Algorithms and Structures for Blind Channel Equalization
1996 N. Chotikakamthorn, A Pre-Filtering Maximum Likelihood Approach to Multiple Source Direction Estimation
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Articles
- Alageli M, Ikhlef A, Chambers J. Concurrent Spoofing-Jamming Attack in Massive MIMO Systems with a Full-Duplex Multi-Antenna Eavesdropper. IEEE Transactions on Vehicular Technology 2023, 72(8), 10534-10547.
- Adhikari K, Tatinati S, Veluvolu KC, Chambers JA. Physiological tremor filtering without phase distortion for robotic microsurgery. IEEE Transactions on Automation Science and Engineering 2020, n/a, n/a.
- Roopak M, Tian GY, Chambers J. Multi-objective-based feature selection for DDoS attack detection in IoT networks. IET Networks 2020, 9(3), 120-127.
- Abdullah Z, Tsimenidis CC, Chen G, Johnston M, Chambers JA. Efficient Low-Complexity Antenna SelectionAlgorithms in Multi-User Massive MIMO Systemswith Matched Filter Precoding. IEEE Transactions on Vehicular Technology 2020, 69(3), 2993-3007.
- Sun Y, Wang W, Chambers J, Naqvi MN. Two-Stage Monaural Source Separation in Reverberant Room Environments using Deep Neural Networks. IEEE/ACM Transactions on Audio Speech and Language Processing 2019, 27(1), 125-139.
- Huang Y, Zhang Y, Shi P, Wu Z, Qian J, Chambers JA. Robust Kalman Filters Based on Gaussian Scale Mixture Distribution with Application to Target Tracking. IEEE Transactions on Systems, Man, and Cybernetics: Systems 2019, 49(10), 2082-2096.
- Fu Z, Angelini F, Chambers JC, Naqvi SM. Multi-Level Cooperative Fusion of GM-PHD Filters for Online Multiple Human Tracking. IEEE Transactions on Multimedia 2019, 21(9), 2277-2291.
- Lai X, Zhou L, Fu Z, Naqvi SM, Chambers J. Enhanced Pooling Method for Convolutional Neural Networks based on Optimal Search Theory. IET Image Processing 2019, 13(12), 2152-2161.
- Alsifiany F, Ikhlef A, Alageli M, Chambers J. Differential Downlink Transmission in Massive MU-MIMO Systems. IEEE Access 2019, 7, 86906-86919.
- Deligiannis A, Daniyan A, Lambotharan S, Chambers JA. Secrecy Rate Optimizations for MIMO Communication Radar. IEEE Transactions on Aerospace and Electronic Systems 2018, 54(5), 2481-2492.
- Li Q, Ben Y, Naqvi SM, Neasham J, Chambers J. Robust Student’s t-Based Cooperative Navigation for Autonomous Underwater Vehicles. IEEE Transactions on Instrumentation & Measurement 2018, 67(8), 1762-1777.
- Li Q, Ben Y, Tan J, Naqvi SM, Chambers J. Robust Selection of the Degrees of Freedom in the Student's t Distribution through Multiple Model Adaptive Estimation. Signal Processing 2018, 153, 255-265.
- Qian J, He Z, Zhang W, Huang Y, Fu N, Chambers J. Robust Adaptive Beamforming for Multiple-Input Multiple-Output Radar with Spatial Filtering Techniques. Signal Processing 2018, 143, 152-160.
- Guan J, Wang X, Feng P, Dong J, Chambers JA, Jiang ZL, Wenwu W. Polynomial Dictionary Learning Algorithms in Sparse Representations. Signal Processing 2018, 142, 492-503.
- Al-Nima RRO, Al-Kaltakchi MTS, Al-Sumaidaee SAM, Dlay SS, Woo WL, Han T, Chambers JA. Personal verification based on multi-spectral finger texture lighting images. IET Signal Processing 2018, 12(9), 1154-1164.
- Fu Z, Feng P, Angelini F, Chambers JC, Naqvi SM. Particle PHD Filter Based Multiple Human Tracking using Online Group-Structured Dictionary Learning. IEEE Access 2018, 6, 14764-14778.
- Alageli M, Ikhlef A, Chambers JA. Optimization for Maximizing Sum Secrecy Rate in MU_MISO SWIPT Systems. IEEE Transactions on Vehicular Technology 2018, 67(1), 537-553.
- Yu M, Gong L, Oh H, Chen W-H, Chambers J. Multiple Model Ballistic Missile Tracking with State-Dependent Transitions and Gaussian Particle Filtering. IEEE Transactions on Aerospace and Electronic Systems 2018, 54(3), 1066-1081.
- Abolghasemi V, Chen M, Alameer A, Ferdowsi S, Chambers JA, Nazarpour K. Incoherent dictionary pair learning: Application to a novel open-source database of Chinese numbers. IEEE Signal Processing Letters 2018, 25(4), 472-476.
- Huang Y, Zhang Y, Wu Z, Li N, Chambers J. A novel adaptive Kalman filter with inaccurate process and measurement noise covariance matrices. IEEE Transactions on Automatic Control 2018, 63(2), 594-601.
- Huang Y, Zhang Y, Xu B, Wu Z, Chambers JA. A New Adaptive Extended Kalman Filter for Cooperative Localisation. IEEE Transactions on Aerospace and Electronic Systems 2018, 54(1), 353-368.
- Aparicio-Navarro FJ, Kyriakopoulos KG, Gong Y, Parish DJ, Chambers JA. Using Pattern-of-Life as Contextual Information for Anomaly-based Intrusion Detection Systems. IEEE Access 2017, 5(99), 1-17.
- Yu M, Chen W-H, Chambers J. State Dependent Multiple Model-Based Particle Filtering for Ballistic Missile Tracking in a Low-Observable Environment. Aerospace Science and Technology 2017, 67, 144-154.
- Dong J, Han Z-F, Zhao Y, Wang W, Prochazka A, Chambers JA. Sparse analysis model based multiplicative noise removal with enhanced regularization. Signal Processing 2017, 137, 160-176.
- Feng P, Wang W, Dlay S, Naqvi SM, Chambers JA. Social Force Model based MCMC-OCSVM Particle PHD Filter for Multiple Human Tracking. IEEE Transactions on Multimedia 2017, 19(4), 725-739.
- Alkassar S, Woo WL, Dlay SS, Chambers JA. Sclera recognition: on the quality measure and segmentation of degraded images captured under relaxed imaging conditions. IET Biometrics 2017, 6(4), 266 - 275.
- Alkassar S, Woo WL, Dlay SS, Chambers J. Robust Sclera Recognition System with Novel Sclera Segmentation and Validation Techniques. IEEE Transactions on Systems, Man and Cybernetics: Systems 2017, 47(3), 474-486.
- Abdullah M, Dlay SS, Woo WL, Chambers JA. Robust Iris Segmentation Method Based on a New Active Contour Force with a Noncircular Normalization. IEEE Transactions on Systems, Man, and Cybernetics: Systems 2017, 47(12), 3128-3141.
- Al-Nima RRO, Dlay SS, Al-Sumaidaee SAM, Woo WL, Chambers JA. Robust feature extraction and salvage schemes for finger texture based biometrics. IET Biometrics 2017, 6(2), 43-52.
- Al-Askery AJ, Tsimenidis C, Boussakta S, Chambers JA. Performance Analysis of Coded Massive MIMO-OFDM Systems Using Effective Matrix Inversion. IEEE Transactions on Communications 2017, 65(12), 5244-5256.
- Al-Sumaidaee S, Abdullah MAM, Al-Nima R, Dlay SS, Chambers JA. Multi-gradient features and elongated quinary pattern encoding for image-based facial expression recognition. Pattern Recognition 2017, 71, 249-263.
- Daniyan A, Gong Y, Feng P, Chambers J, Lambotharan S. Kalman-Gain Aided Particle PHD Filter for Multitarget Tracking. IEEE Transactions on Aerospace and Electronic Systems 2017, 53(5), 2251-2265.
- Deligiannis A, Panoui A, Lambotharan S, Chambers JA. Game-Theoretic Power Allocation and the Nash Equilibrium Analysis for a Multistatic MIMO Radar Network. IEEE Transactions on Signal Processing 2017, 65(24), 6397-6408.
- Al-Nima R, Abdullah MAM, Al-Kaltakchi M, Dlay S, Woo L, Chambers JA. Finger Texture Biometric Verification Exploiting Multi-scale Sobel Angles Local Binary Pattern Features and Score-based Fusion. Digital Signal Processing 2017, 70, 178-189.
- Al-Kaltakchi MTS, Woo WL, Dlay S, Chambers JA. Evaluation of a speaker identification system with and without fusion using three databases in the presence of noise and handset effects. EURASIP Journal on Advances in Signal Processing 2017, 2017, 80.
- Tian Z, Gong Y, Chen G, Chambers JA. Buffer-aided Relay Selection with Reduced Packet Delay in Cooperative Networks. IEEE Transactions on Vehicular Technology 2017, 66(3), 2567-2575.
- Procházka A, Charvátová H, Vyšata O, Kopal J, Chambers JA. Breathing Analysis Using Thermal and Depth Imaging Camera Video Records. Sensors 2017, 17(6), 1408.
- Huang Y, Zhang Y, Wu Z, Li N, Chambers J. A novel robust Student's t-based Kalman filter. IEEE Transactions on Aerospace and Electronic Systems 2017, 53(3), 1545-1554.
- Huang Y, Zhang Y, Xu B, Wu Z, Chambers J. A New Outlier-Robust Student's t based Gaussian Approximate Filter for Cooperative Localization. IEEE/ASME Transactions on Mechatronics 2017, 22(5), 2380-2386.
- Huang Y, Zhang Y, Li N, Chambers JA. Robust Student's t Based Nonlinear Filter and Smoother. IEEE Transactions Aerospace and Electronic Systems 2016, 52(5), 2586-2596.
- Hussein J, Ikki S, Boussakta S, Tsimenidis C, Chambers J. Performance Analysis of a Multi-hop UCRN with Co-Channel Interference. IEEE Transactions on Communications 2016, 64(10), 4346-4364.
- Alameer A, Ghazaei G, Degenaar P, Chambers JA, Nazarpour K. Object recognition with an elastic net-regularized hierarchical MAX model of the visual cortex. IEEE Signal Processing Letters 2016, 28(8), 1062-1066.
- Akande K, Iqbal N, Zerguine A, Chambers J. Normalised frequency-domain soft constraint satisfaction multimodulus blind algorithm. Electronic Letters 2016, 52(3), 239-241.
- Rehman A, Naqvi SM, Mihaylova L, Chambers JA. Multi-Target Tracking and Occlusion Handling With Learned Variational Bayesian Clusters and a Social Force Model. IEEE Transactions on Signal Processing 2016, 64(5), 1320-1335.
- Panoui A, Lambotharan S, Chambers JA. Game Theoretic Distributed Waveform Design for Multistatic Radar Networks. IEEE Transactions on Aerospace and Electronic Systems 2016, 52(4), 1855-1865.
- Deligiannis A, Lambotharan S, Chambers JA. Game Theoretic Analysis for MIMO Radars with Multiple Targets. IEEE Transactions on Aerospace and Electronic Systems 2016, 52(6), 2760-2774.
- Chen GJ, Gong Y, Xiao P, Chambers JA. Dual Antenna Selection in Secure Cognitive Radio Networks. IEEE Transactions on Vehicular Technology 2016, 65(10), 7993-8002.
- Tian Z, Chen G, Gong Y, Chen Z, Chambers JA. Buffer-Aided Link Selection with Network Coding in Multihop Networks. IEEE Transactions on Vehicular Technology 2016, 65(9), 7195-7206.
- Dong J, Wang WW, Dai W, Plumbley MD, Han ZF, Chambers J. Analysis SimCO Algorithms for Sparse Analysis Model Based Dictionary Learning. IEEE Transactions on Signal Processing 2016, 64(2), 417-431.
- Feng P, Wang W, Naqvi SM, Chambers JA. Adaptive Retrodiction Particle PHD Filter for Multiple Human Tracking. IEEE Signal Processing Letters 2016, 23(11), 1592-1596.
- Huang Y, Zhang Y, Li N, Chambers JA. A Robust Gaussian Approximate Fixed-Interval Smoother for Nonlinear Systems with Heavy-Tailed Process and Measurement Noises. IEEE Signal Processing Letters 2016, 23(4), 468-472.
- Abdullah MAM, Dlay SS, Woo WL, Chambers JA. A novel framework for cross-spectral iris matching. IPSJ Transactions on Computer Vision and Applications 2016, 8(9).
- Abdullah MAM, Dlay SS, Woo WL, Chambers JA. A Framework for Iris Biometrics Protection: A Marriage between Watermarking and Visual Cryptography. IEEE Access 2016, 4, 10180-10193.
- Chen G, Gong Y, Xiao P, Chambers JA. Physical layer network security in the full duplex relay system. IEEE Transactions on Information Forensics and Security 2015, 10(3), 574-583.
- Tian Z, Chen Z, Gong Y, Chambers JA. Buffer-Aided Max-Link Relay Selection in Amplify-and-Forward Cooperative Networks. IEEE Transactions on Vehicular Technology 2015, 64(2), 553-565.
- Zhang YG, Wang CC, Zhao L, Chambers JA. A Spatial Diffusion Strategy for Tap-Length Estimation Over Adaptive Networks. IEEE Transactions on Signal Processing 2015, 63(17), 4487-4501.
- Barnard M, Koniusz P, Wang W, Kittler J, Naqvi SM, Chambers JA. Robust Multi-Speaker Tracking via Dictionary Learning and Identity Modeling. IEEE Transactions on Multimedia 2014, 16(3), 864-880.
- Rahulamathavan Y, Veluru S, Phan RC-W, Rajarajan M, Chambers JA. Privacy-Preserving Clinical Decision Support System Using Gaussian Kernel-Based Classification. IEEE Journal of Biomedical and Health Infomatics 2014, 18(1), 56-66.
- Ge L, Chen G, Gong Y, Chambers JA. Performance analysis of multi-antenna selection policies using the golden code in multiple-input multiple-output systems. IET Communications 2014, 8(12), 2147-2152.
- Manna M, Chen G, Chambers JA. Outage probability analysis of cognitive relay network with four relay selection and end-to-end performance with modified quasi-orthogonal space-time coding. IET Communications 2014, 8(2), 233-241.
- Qaja W, Elazreg A, Chambers JA. Near-optimum detection scheme with relay selection technique for asynchronous cooperative relay networks. IET Communications 2014, 8(8), 1347-1354.
- Chen G, Tian Z, Gong Y, Zhi C, Chambers JA. Max-Ratio Relay Selection in Secure Buffer-Aided Cooperative Wireless Networks. IEEE Transactions on Information Forensics and Security 2014, 9(4), 719-729.
- Liang Y, Harris J, Naqvi SM, Chen G, Chambers JA. Independent vector analysis with a generalized multivariate Gaussian source prior for frequency domain blind source separation. Signal Processing 2014, 105, 175-184.
- Shah SM, Samar R, Naqvi SM, Chambers JA. Fractional order constant modulus blind algorithms with application to channel equalisation. Electronics Letters 2014, 250(23), 1702 – 1704.
- Shah SM, Samar R, Raja MAZ, Chambers JA. Fractional normalized filtered-error least mean squares algorithm for application in active noise control systems. IET Electronics Letters 2014, 50(14), 973-975.
- Zohny Z, Naqvi SM, Chambers JA. Enhancing MESSL algorithm with robust clustering based on Student's t-distribution. IET Electronics Letters 2014, 50(7), 552-554.
- Khalili A, Bazzi WM, Rastegarnia A, Chambers JA. Diffusion adaptive networks with imperfect communications: link failure and channel noise. IET Signal Processing 2014, 8(1), 59-66.
- Chen G, Tian Z, Gong Y, Chambers JA. Decode-and-Forward Buffer-Aided Relay Selection in Cognitive Relay Networks. IEEE Transactions on Vehicular Technology 2014, 63(9), 4723-4728.
- Rivet B, Wang W, Naqvi SM, Chambers JA. Audiovisual Speech Source Separation. IEEE Signal Processing Magazine 2014, 31(3), 125-134.
- Khan MS, Yu M, Feng P, Wang L, Chambers JA. An unsupervised acoustic fall detection system using blind source separation for sound interference supression. Signal Processing 2014, 110, 199-210.
- Khan MS, Naqvi SM, Rehman A, Wang W, Chambers JA. Video-aided model-based source separation in real reverberant rooms. IEEE Transactions on Audio, Speech and Language Processing 2013, 21(9), 1900-1912.
- Chen G, Gong Y, Chambers JA. Study of Relay Selection in a Multi-Cell Cognitive Network. IEEE Wireless Communication Letter 2013, 2(4), 435-438.
- Liu Q, Wang W, Jackson PJB, Barnard M, Kittler J, Chambers JA. Source Separation of Convolutive and Noisy Mixtures using Audio-Visual Dictionary Learning and Probabilistic Time-Frequency Masking. IEEE Transactions on Signal Processing 2013, 61(22), 5520-5535.
- Yu M, Rhuma A, Naqvi SM, Wang L, Chambers JA. An Online One Class Support Vector Machine-Based Person-Specific Fall Detection System for Monitoring an Elderly Individual in a Room Environment. IEEE Journal of Biomedical and Health Informatics 2013, 17(6), 1002-1014.
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Book Chapters
- Abdullah MAM, Al-Nima RR, Dlay SS, Woo WL, Chambers JA. Cross-Spectral Iris Matching for Surveillance Applications. In: Panagiotis Karampelas and Thirimachos Bourlai, ed. Surveillance in Action: Technologies for Civilian, Military and Cyber Surveillance. Cham, Switzerland: Springer, 2017, pp.105-125.
- Liang L, Naqvi SM, Wang W, Chambers JA. Frequency Domain Blind Source Separation Based on Independent Vector Analysis with a Multivariate Generalized Gaussian Source Prior. In: Naik,GR; Wang,W, ed. Blind Source Separation: Advances in Theory, Algorithms and Applications. Germany: Springer Verlag, 2014, pp.131-150.
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Conference Proceedings (inc. Abstracts)
- Xie L, Sun Y, Chambers J, Naqvi SM. Privacy Preserving Multi-class Fall Classification Based on Cascaded Learning and Noisy Labels Handling. In: 2022 25th International Conference on Information Fusion (FUSION). 2022, Linköping, Sweden: IEEE.
- Hussein A, Naqvi SM, Chambers J. Spontaneous facial expression recognition through fusion of geometric and appearance features and deep Network based classification. In: 10th International Multi-Conference on Complexity, Informatics and Cybernetics (IMCIC 2019). 2019, Orlando, Florida, USA: International Institute of Informatics and Systemics.
- Jebur BA, Healy CT, Tsimenidis CC, Neasham J, Chambers J. In-Band Full-Duplex Interference for Underwater Acoustics Communication Systems. In: OCEANS 2019 - Marseille. 2019, Marseille, France: IEEE.
- Liu Y, Hilton A, Chambers J, Zhao Y, Wang W. Non-Zero Diffusion Particle Flow SMC-PHD Filter for Audio-Visual Multi-Speaker Tracking. In: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2018, Calgary, AB, Canada: Institute of Electrical and Electronics Engineers Inc.
- Aparicio-Navarro FJ, Kyriakopoulos KG, Ghafir I, Lambotharan S, Chambers JA. Multi-Stage Attack Detection Using Contextual Information. In: IEEE Military Communications Conference (MILCOM 2018). 2018, Los Angeles, CA, USA: IEEE.
- Al-Kaltakchi MTS, Woo WL, Dlay SS, Chambers JA. Multi-dimensional I-vector closed set speaker identification based on an extreme learning machine with and without fusion technologies. In: 2017 Intelligent Systems Conference, IntelliSys 2017. 2018, London, UK: Institute of Electrical and Electronics Engineers Inc.
- FU Z, Chambers JA, Naqvi MN. GM-PHD Filter Based Online Multiple Human Tracking Using Deep Discriminative Correlation Matching. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018). 2018, Calgary, Alberta, Canada: IEEE.
- Xian Y, Sun Y, Chambers JA, Naqvi SM. Geometric information based monaural speech separation using deep neural network. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018). 2018, Calgary, Alberta, Canada: IEEE.
- Sun Y, Wang Y, Chambers JA, Naqvi SM. Enhanced time-frequency masking by using neural network for monaural source separation in reverberant room environments. In: 2018 26th European Signal Processing Conference (EUSIPCO). 2018, Rome, Italy: Elsevier BV.
- Hussein H, Angelini F, Naqvi M, Chambers JA. Deep-Learning Based Facial Expression Recognition System Evaluated on Three Spontaneous Databases. In: 2018 9th International Symposium on Signal, Image, Video and Communications (ISIVC). 2018, Rabat, Morocco: IEEE.
- Fu Z, Naqvi SM, Chambers JA. Collaborative Detector Fusion of Data-Driven PHD Filter for Online Multiple Human Tracking. In: 2018 21st International Conference on Information Fusion, FUSION 2018. 2018, Cambridge, UK: IEEE.
- Angelini F, FU Z, Chambers JA, Naqvi MN. 3D-HOG Embedding Frameworks for Single and Multi-Viewpoints Action Recognition Based on Human Silhouettes. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018). 2018, Calgary, Alberta, Canada: IEEE.
- Chen M, Wang W, Barnard M, Chambers JA. Wideband DoA Estimation Based on Joint Optimisation of Array and Spatial Sparsity. In: 25th European Signal Processing Conference (EUSIPCO) 2017. 2017, Kos, Greece: IEEE.
- Aparicio-Navarro FJ, Chambers JA, Kyriakopoulos KG, Gong Y, Parish DJ. Using the Pattern-of-Life in Networks to Improve the Effectiveness of Intrusion Detection Systems. In: IEEE International Conference on Communications (ICC). 2017, Paris, France: IEEE.
- Sun Y, Rafique W, Chambers JA, Naqvi SM. Underdetermined source separation using time-frequency masks and an adaptive combined Gaussian-Student's t probabilistic model. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017). 2017, New Orleans, LA, USA: IEEE.
- Ghanem K, Aparicio-Navarro FJ, Kyriakopoulos KG, Lambotharan S, Chambers JA. Support vector machine for network intrusion and cyber-attack detection. In: Sensor Signal Processing for Defence (SSPD). 2017, London, UK: IEEE.
- Hussein A, Naqvi SM, Chambers J. Study of image-based expression recognition techniques on three recent spontaneous databases. In: 22nd International Conference on Digital Signal Processing (DSP). 2017, London: IEEE.
- Al-Kaltakchi MTS, Woo WL, Dlay SS, Chambers JA. Speaker identification evaluation based on the speech biometric and i-vector model using the TIMIT and NTIMIT databases. In: 2017 5th International Workshop on Biometrics and Forensics, IWBF 2017. 2017, Coventry, UK: Institute of Electrical and Electronics Engineers Inc.
- Fu Z, Feng P, Mohsen Naqvi S, Chambers JA. Robust particle PHD filter with sparse representation for multi-Target tracking. In: International Conference on Digital Signal Processing (DSP). 2017, Beijing, China: IEEE.
- Adhikari K, Tatinati S, Veluvolu KC, Chambers JA, Nazarpour K. Real-time physiological tremor estimation using recursive singular spectrum analysis. In: Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). 2017, Seogwipo, South Korea: IEEE.
- Adhikari K, Tatinati S, Veluvolu KC, Chambers JA, Nazarpour K. Real-time Physiological Hand Tremor Estimation using Recursive Singular Spectrum Analysis. In: 39th Annual International Conference on Engineering in Medicine and Biology Society (EMBC). 2017, Seogwipo, South Korea: IEEE.
- Awny SN, Tsimenidis C, LeGoff S, Chambers JA. Performance Analysis of PLNC Using Hierarchical Modulation. In: 25th European Signal Processing Conference (EUSIPCO) 2017. 2017, Kos, Greece: IEEE.
- Fu Z, Feng P, Naqvi SM, Chambers JA. Particle PHD filter based multi-target tracking using discriminative group-structured dictionary learning. In: ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 2017, New Orleans, LA, USA: Institute of Electrical and Electronics Engineers Inc.
- Fu Z, Feng P, Naqvi M, Chambers JA. Particle PhD Filter Based Multi-Target Tracking Using Discriminative Group-Structured Dictionary Learning. In: International Conference on Acoustics, Speech and Signal Processing (ICASSP 2017). 2017, New Orleans: IEEE.
- Liu Y, Wang W, Chambers J, Kilic V, Hilton A. Particle flow SMC-PHD filter for audio-visual multi-speaker tracking. In: 13th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA). 2017, Grenoble, France: Springer Verlag.
- Alsifiany F, Ikhlef A, Chambers JA. On Differential Modulation in Downlink Multiuser MIMO Systems. In: 25th European Signal Processing Conference (EUSIPCO) 2017. 2017, Kos, Greece.
- Sun Y, Zhu L, Chambers JA, Naqvi SM. Monaural source separation based on adaptive discriminative criterion in neural networks. In: 22nd International Conference on Digital Signal Processing, DSP. 2017, London, UK: Institute of Electrical and Electronics Engineers Inc.
- Chen Y, Boussakta S, Tsimenidis C, Chambers JA. Low Complexity Hybrid Precoding in Finite Dimensional Channel for Massive MIMO Systems. In: 25th European Signal Processing Conference (EUSIPCO). 2017, Kos, Greece: IEEE.
- Sun Y, Xian Y, Feng P, Chambers JA, Naqvi SM. Estimation of the Number of Sources in Measured Speech Mixtures with Collapsed Gibbs Sampling. In: Sensor Signal Processing for Defence Conference (SSPD). 2017, London: IEEE.
- Fu Z, Naqvi SM, Chambers JA. Enhanced GM-PHD Filter Using CNN-Based Weight Penalization for Multi-Target Tracking. In: Sensor Signal Processing for Defence Conference (SSPD 2017). 2017, London: IEEE.
- Al-Nima RRO, Dlay SS, Woo WL, Chambers JA. Efficient finger segmentation robust to hand alignment in imaging with application to human verification. In: 2017 5th International Workshop on Biometrics and Forensics, IWBF 2017. 2017, Coventry, UK: Institute of Electrical and Electronics Engineers Inc.
- Al-Kaltakchi MTS, Woo WL, Dlay SS, Chambers JA. Comparison of I-vector and GMM-UBM approaches to speaker identification with TIMIT and NIST 2008 databases in challenging environments. In: 25th European Signal Processing Conference (EUSIPCO) 2017. 2017, Kos, Greece: IEEE.
- Chadza TA, Aparicio-Navarro FJ, Kyriakopoulos KG, Chambers JA. A look into the information your smartphone leaks. In: 2017 International Symposium on Networks, Computers and Communications (ISNCC). 2017, Marrakech, Morocco: IEEE.
- Sun Y, Rafique W, Chambers JA, Naqvi SM. Underdetermined source separation using time-frequency masks and a combined Gaussian-Student’s t probabilistic model. In: 11th IMA International Conference on Mathematics in Signal Processing. 2016, Birmingham, UK: Institute of Mathematics and its Applications.
- Jebur BA, Tsimenidis CC, Chambers JA. Tight upper bound ergodic capacity of an AF full-duplex physical-layer network coding system. In: 2016 IEEE 27th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC). 2016, Valencia, Spain: IEEE.
- Al-Kaltakchi MTS, Woo WL, Dlay SS, Chambers JA. Study of statistical robust closed set speaker identification with feature and score-based fusion. In: IEEE Statistical Signal Processing Workshop (SSP). 2016, Palma de Mallorca: Institute of Electrical and Electronics Engineers.
- Al-Kaltakchi MTS, Woo WL, Dlay SS, Chambers JA. Study of fusion strategies and exploiting the combination of MFCC and PNCC features for robust biometric speaker identification. In: 2016 4th International Workshop on Biometrics and Forensics (IWBF). 2016, Limassol, Cyprus: IEEE.
- Feng P, Wang W, Naqvi M, Chambers JA. Social Force Model Aided Robust Particle PhD Filter for Multiple Human Tracking. In: 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016). 2016, Shanghai, China: IEEE.
- Alageli M, Ikhlef A, Chambers J. Relay Selection for Asynchronous AF Relay Networks with Frequency Selective Channels. In: 2016 IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). 2016, Edinburgh, UK: IEEE.
- Deligiannis A, Rossetti G, Panoui A, Lambotharan S, Chambers JA. Power Allocation Game Between a Radar Network and Multiple Jammers. In: 2016 IEEE Radar Conference (RadarConf). 2016, Philadelphia, PA, USA: IEEE.
- Fakhir MM, Woo WL, Chambers JA, Dlay SS. Perspective Projection for Variance Pose Face Recognition from Camera Calibration. In: Optics, Photonics and Digital Technologies for Imaging Applications IV. 2016, Brussels, Belgium: SPIE Society of Photo-Optical Instrumentation Engineers.
- Jebur BA, Tsimenidis CC, Johnston M, Chambers J. Outage Probability of an AF Full-Duplex Physical-Layer Network Coding System. In: 2016 24th European Signal Processing Conference (EUSIPCO). 2016, Budapest, Hungary: IEEE.
- Fakhir MM, Woo WL, Chambers JA, Dlay SS. Novel method of face recognition from various pose. In: International Conference on Pattern Recognition Systems ICPRS-16. 2016, Institution of Engineering and Technology.
- Yu M, Xue YL, Ding RX, Oh HD, Chen WH, Chambers J. New environmental dependent modelling with Gaussian particle filtering based implementation for ground vehicle tracking. In: 2016 Sensor Signal Processing for Defence (SSPD). 2016, Edinburgh: IEEE.
- Rafique W, Naqvi SM, Chambers JA. Mixed source prior for the fast independent vector analysis algorithm. In: 2016 IEEE Sensor Array and Multichannel Signal Processing Workshop (SAM). 2016, Rio, Brazil: IEEE Computer Society.
- Rafique W, Erateb S, Naqvi SM, Dlay SS, Chambers JA. Independent vector analysis for source separation using an energy driven mixed student's T and super Gaussian source prior. In: 24th European Signal Processing Conference (EUSIPCO). 2016, Budapest, Hungary: Institute of Electrical and Electronics Engineers.
- Alkassar S, Woo WL, Dlay SS, Chambers JA. Enhanced segmentation and complex-sclera features for human recognition with unconstrained visible-wavelength imaging. In: 9th International Conference on Biometrics (ICB). 2016, Halmstad, Sweden: IEEE.
- Alkassar S, Woo WL, Dlay SS, Chambers JA. Efficient Eye Corner and Gaze Detection for Sclera Recognition Under Relaxed Imaging Constraints. In: 24th European Signal Processing Conference (EUSIPCO). 2016, Budapest, Hungary: IEEE.
- Aparicio-Navarro FJ, Kyriakopoulos KG, Parish DJ, Chambers JA. Adding Contextual Information to Intrusion Detection Systems Using Fuzzy Cognitive Maps. In: IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA). 2016, San Diego, CA, USA: IEEE.
- Huang YL, Zhang YG, Li N, Naqvi SM, Chambers J. A robust Student's t based cubature filter. In: 19th International Conference on Information Fusion (FUSION). 2016, Heidelberg, Germany: Institute of Electrical and Electronics Engineers.
- Huang Y, Zhang Y, Li N, Chambers JA. A robust Gaussian approximate filter for nonlinear systems with heavy tailed measurement noises. In: 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016). 2016, Shanghai, China: IEEE.
- Huang YL, Zhang YG, Li N, Chambers J. A robust Gaussian approximate filter for nonlinear systems with heavy tailed measurement noises. In: 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). 2016, Shanghai, China: IEEE.
- Huang YL, Zhang YG, Li N, Naqvi SM, Chambers J. A robust and efficient system identification method for a state-space model with heavy-tailed process and measurement noises. In: 19th International Conference on Information Fusion (FUSION). 2016, Heidelberg, Germany: Institute of Electrical and Electronics Engineers.
- Alkassar S, Woo WL, Dlay SS, Chambers JA. A novel method for sclera recognition with images captured on-the-move and at-a-distance. In: 4th International Conference on Biometrics and Forensics (IWBF). 2016, Limassol, Cyprus: IEEE.
- Al-Nima RRO, Dlay SS, Woo WL, Chambers JA. A novel biometric approach to generate ROC curve from the Probabilistic Neural Network. In: 24th Signal Processing and Communication Application Conference (SIU) 2016. 2016, Zonguldak, Turkey: Institute of Electrical and Electronics Engineers.
- Panoui A, Lambotharan S, Chambers JA. Waveform allocation for a MIMO radar network using potential games. In: 2015 IEEE Radar Conference (RadarCon). 2015, Arlington, VI, USA: IEEE.
- Zohny Z, Naqvi S, Chambers JA. Variational EM for clustering interaural phase cues in MESSL for blind source separation of speech. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015). 2015, South Brisbane, Australia: IEEE.
- Feng PM, Wang WW, Naqvi SM, Chambers JA. Variational Bayesian PHD filter with Deep Learning Network Updating for Multiple Human Tracking. In: 2015 Sensor Signal Processing for Defence (SSPD). 2015, Edinburgh, UK: IEEE.
- Feng P, Wang W, Naqvi M, Chambers JA. Variational Bayesian PhD filter with Deep Learning Network Updating for Multiple Human Tracking. In: SSPD 2015. 2015, Edinburgh, UK.
- Rafique W, Naqvi SM, Chambers JA. Speech source separation using the IVA algorithm with multivariate mixed super Gaussian student's T source prior in real room environment. In: 2nd IET International Conference on Intelligent Signal Processing 2015 (ISP). 2015, London, UK: Institution of Engineering and Technology.
- Glendinning S, Helm PR, Rouainia M, Stirling RA, Asquith JD, Hughes PN, Toll DG, Clarke D, Powrie W, Smethurst J, Hughes D, Harley R, Karim R, Dixon N, Crosby C, Chambers J, Dijkstra T, Gunn D, Briggs K, Muddle D. Research-informed design, management and maintenance of infrastructure slopes: development of a multi-scalar approach. In: International Symposium on Geohazards and Geomechanics. 2015, Warwick, UK: IOP Publishing.
- Dong J, Wang W, Chambers JA. Removing Speckle Noise by Analysis Dictionary Learning. In: SSPD 2015. 2015, Edinburgh, UK.
- Dong J, Wang WW, Chambers J. Removing Speckle Noise by Analysis Dictionary Learning. In: 5th Sensor Signal Processing for Defence Conference (SSPD). 2015, Edinburgh, Scotland: Institute of Electrical and Electronics Engineers.
- Harris J, Rivet B, Naqvi SM, Chambers JA, Jutten C. Real-time independent vector analysis with Student's t source prior. In: ICASSP 2015. 2015, South Brisbane, Australia.
- Weiss S, Bendoukha S, Alzin A, Coutts FK, Proudler IK, Chambers J. MVDR broadband beamforming using polynomial matrix techniques. In: 23rd European Signal Processing Conference (EUSIPCO), 2015. 2015, Nice: IEEE.
- Du H, Ratnarajah T, Selluthurai M, Chambers JA. Mixed norm minimization for MIMO cellular interference channel. In: 16th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). 2015, Stockholm, Sweden.
- Du HQ, Ratnarajah T, Sellathurai M, Chambers J. Mixed norm minimization for MIMO cellular interference channel. In: 2015 IEEE 16th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). 2015, Stockholm, Sweden: IEEE.
- Rafique W, Naqvi SM, Jackson P, Chambers JA. IVA Algorithms using a Multivariate Student's t source prior for speech source separation in real room environments. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015). 2015, South Brisbane, Australia: IEEE.
- Abdullah MAM, Chambers JA, Woo WL, Dlay SS. Iris Biometric: Is the Near-Infrared Spectrum always the Best?. In: 3rd IAPR Asian Conference on Pattern Recognition (ACPR 2015). 2015, Kuala Lumpur, Malaysia: IEEE.
- Al-Askery A, Tsimenidis C, Boussakta S, Chambers JA. Improved coded massive MIMO OFDM detection using LLRs derived from complex ratio distributions. In: 2015 IEEE 20th International Workshop on Computer Aided Modelling and Design of Communication Links and Networks. 2015, London, UK: IEEE.
- Al-Askery A, Tsimenidis CC, Boussakta S, Chambers JA. Improved coded massive MIMO OFDM detection using LLRs derived from complex ratio distributions. In: 2015 IEEE 20th International Workshop on Computer Aided Modelling and Design of Communication Links and Networks (CAMAD). 2015, Guildford, United Kingdom: IEEE.
- Al-Nima RRO, Dlay SS, Woo WL, Chambers JA. Human Authentication With Finger Textures Based on Image Feature Enhancement. In: Intelligent Signal Processing Conference 2015. 2015, London, UK: The Institution of Engineering and Technology.
- Al-Nima RRO, Dlay SS, Woo WL, Chambers JA. Human authentication with finger textures based on image feature enhancement. In: 2nd IET International Conference on Intelligent Signal Processing 2015 (ISP). 2015, London, UK: Institution of Engineering and Technology.
- Al-Sumaidaee SAM, Dlay SS, Woo WL, Chambers JA. Facial expression recognition using local Gabor gradient code-horizontal diagonal descriptor. In: 2nd IET International Conference on Intelligent Signal Processing 2015 (ISP). 2015, London, UK: Institution of Engineering and Technology.
- Qian R, Sellathurai M, Chambers JA. Direction-of-Arrival Estimation with Single-RF ESPAR Antennas via Sparse Signal Reconstruction. In: 16th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). 2015, Stockholm, Sweden: IEEE.
- Zhang Y, Wang W, Li N, Chambers JA. Diffusion Kalman filter based on local estimate exchange. In: 2015 IEEE International Conference on Digital Signal Processing. 2015, Singapore, Asia: IEEE.
- Hen-Jones R, Chambers J, Gunn D, Hughes PN, Glendinning S, Stirling RA. Development of a landslide monitoring system using electrical resistivity tomography. In: American Geophysical Union Fall Meeting. 2015, San Francisco, CA, USA.
- Dong J, Wang WW, Chambers J. Audio Super-Resolution Using Analysis Dictionary Learning. In: 2015 IEEE International Conference on Digital Signal Processing (DSP). 2015, Singapore: IEEE.
- Dong J, Wang W, Chambers JA. Audio super-resolution using analysis dictionary learning. In: IEEE International Confernece on Digital Signal Processing (DSP) 2015. 2015, Singapore: IEEE.
- Alzin A, Coutts FK, Corr J, Weiss S, Proudler IK, Chambers JA. Adaptive broadband beamforming with arbitrary array geometry. In: 2nd IET International Conference on Intelligent Signal Processing 2015 (ISP). 2015, London, UK: Institution of Engineering and Technology.
- Feng P, Yu M, Naqvi M, Wang W, Chambers JA. A robust Student's t distribution PHD filter with OVCSM updating for multiple human tracking. In: EUSIPCO 2015. 2015, Nice, France.
- Feng P, Wang W, Naqvi SM, Chambers JA. A robust PHD filter with deep learning updating for multiple human tracking. In: 2015 IEEE International Conference on Digital Signal Processing. 2015, Singapore, Asia: IEEE.