Professor Stephen A. Billings
Director of the Signal Processing and Complex Systems Research Team
Signal Processing and Complex Systems Research Team
Address:
Professor Stephen A. Billings, BEng, PhD, DEng, CEng, CMath, CSci, FIEE, FIMA
Department of Automatic Control and Systems Engineering
University of Sheffield
Sheffield
S1 3JD
Tel: (+44) (0)114 222 5232
Fax: (+44) (0)114 222 5683
Email: s.billings @ sheffield.ac.uk
Room: B15, Amy Johnson Building
Research interests
Grants
Professional activities and recognition
Key publications since 2001
Research interests
Identification of nonlinear systems, NARMAX methods, signal and information processing for nonlinear systems, model validation, spectral analysis for nonlinear systems, nonlinear time series analysis and forecasting, machine learning and neural networks, wavelets, fractals, nonlinear filtering and smoothing, analysis and control of nonlinear and chaotic systems, self tuning, fault detection, dynamic modelling of nonlinear continuous time processes, adaptive noise cancellation, machine vision, mobile robots, cellular automata, spatio-temporal systems, neuro-imaging including fMRI and diffuse optical tomography, bio-imaging, financial modelling, modelling for biology, systems and synthetic biology, stem cell population dynamics, reaction-diffusion systems and crystal growth.
See the Signal Processing and Complex Systems Research Team website for more details.
Signal Processing and Complex Systems Research Team website
Grants
[From 2000 onwards]
EPSRC, S A Billings and G R Tomlinson, `Estimation, Analysis and Synthesis of Nonlinear Systems´, 1.2.97 to 31.1.02, £131,535
EPSRC, Y Zheng, S A Billings, J E W Mayhew, P J Coffey, `Identification and Analysis of Spatio-Temporal Systems with Applications to Brain Imaging´, 1.7.97 to 30.6.02, £272,620
EPSRC, S A Billings, `Wavelet Modelling of Nonlinear Systems´, 22.02.99 to 21.02 2002, £134,156
EPSRC, S A Billings and G R Tomlinson, `Frequency Domain Estimation and Filtering for Nonlinear Systems´, 01.02.2000 to 31.01.2003, £167,637
EPSRC, S A Billings, `Identification of Spatio-Temporal Dynamical Systems´, 01.07.00 to 30.06.03, £212,573
EPSRC ROPA Award, G R Tomlinson, S A Billings and Z Q Lang, `A Novel Approach to Vibration Attenuation Exploiting Nonlinear Energy Transfer Concepts´, 01.10.02 to 31.09.04, £136,931
EPSRC, Y Zheng, S A Billings, and J E W Mayhew, `Identification and Modelling of Haemodynamic Response and Oxygen Delivery Brain´, 01.03.02 to 31.08.05, £223,788
EPSRC, S A Billings, `Identification of Engineering Systems that Exhibit Sub Harmonics´, 01.10.02 to 31.09.05, £208,476
EPSRC, S A Billings, `Identification and Analysis of Spatio Temporal Systems´, 01.08.03 to 31.07.06, £244,255
EPSRC, U Nehmzow and S A Billings, `Robot MODIC: Modelling Identification and Characterisation of Robot Environment Interaction´, 01.01.04 to 31.12.06, £193,722
SRIF Funding, J E W Mayhew et al, S A Billings, 'Neuroscience Imaging Initiative', 2005 to 2006, £1.08M
EPSRC Platform Grant, S A Billings, V Kadirkamanathan, Z Q Lang, D Coca, M Balikhin, `System Identification and Signal Processing for Complex Systems´, 03.01.05 to 02.01.10, £422,571
EPSRC, S A Billings, `Identification and Analysis of Nonlinear Systems in the Time and the Frequency Domain´, 01.10.05 to 31.03.09, £256,875
EPSRC, S A Billings, Y Zheng, J Martingdale, D Coca and J E W Mayhew, `System Identification and Signal Processing for Neuro-Imaging data Analysis´, 02.01.06 to 01.11.09, £264,277
EPSRC, S A Billings, D Coca, `System Identification and Model validation for Spatio-Temporal Dynamical Systems´, 01.08.06 to 31.07.09, £295,373
The Leverhulme Trust, U Nehmzow and S A Billings, `System Identification for Rapid Generation of Transparent, Analysable Control Code for Autonomous Mobile Robots´, 1.07.07 to 1.04.2011, £129,887
EPSRC, Z Q Lang, S A Billings, G R Tomlinson, 'New Generation Damping Technologies', 01.05.08 to 30.04.2011, £378,519
BBSRC, P Wright et al including S A Billings, 'Microbial Applications to Tissue Engineering: An Exemplar Network for Synthetic Biology', 01.06.08 to 31.05.2011, £135,520
BBSRC, S McNeil et al including ACSE staff S A Billings, V Kadirkamanathan, D Coca, 'Doctoral Training Grant for ten four-year PhD studentships at the interface between Medicine, the Life Sciences, Engineering and Chemistry', 2009-2013, £763,459
Advanced Investigator Grant of the European Research Council, S A Billings, 'Nonlinear Systems Identification and Analysis in the Time, Frequency, and Spatio-Temporal Domains', 1.04.2009 to 31.03.2014, €1,947,104
EPSRC, S A Billings, D Coca, 'Spatio-Temporal Systems Estimation, Modelling and Analysis', 02.02.2010 to 30.06.2014, £499,542
EPSRC Platform Grant, S A Billings, V Kadirkamanathan, Z Q Lang, D Coca, M Balikhin, H L Wei, `System Identification and Information Processing for Complex Systems´, 04.01.2010 to 30.06.2015, £1,205,632
BBSRC, D Coca, M Juusola, S A Billings, 'Reverse Engineering Drosophila's Retinal Networks' 01.08.2010 to 01.01.2014, £532,115
NERC, G R Bigg, E Hanna, V Kadirkamanathan, S A Billings, 'A century of variability in Greenland melting and iceberg calving' 02.01.2011 to 01.01.2014, £311,959
The Ryder Briggs Charity, PG Sarrigiannis, Y Zhao, H L Wei, F He, S A Billings, "The thalamic clock and the cortical focus theory in childhood absence epilepsy—an insight with a new approach of quantitative EEG analysis in the time domain: the error reduction ratio method”, 01.04.2013 to 30.03.2014, £8,378
BBSRC, Y Zheng, J Berwick, A J Kennerley, M Jones, S A Billings, D Coca, E Milne and P Redgrave, 'Understanding neural excitation and inhibition: Implications for the interpretation of extracellular field potentials and neurovascular coupling', 01.05.2013 to 31.04.2016, £615,105
EPSRC Frontier Engineering Award, M J Hounslow, D Lacroix, M Viceconti, S A Billings, V Kadirkamanathan, A Pavic, E McCloskey, T Skerry, 'Modelling Complex and Partially Identified Engineering Problems — Application to the Individualised Multi-scale Simulation of the Musculoskeletal System', 01.09.2013 to 31.08 2018, £6.7m
Professional activities and recognition
- Member of the EPSRC College
- Referee for several international funding bodies
- Referee for many journals
- International Program Committees
- External Examiner for higher degrees
- Advisor and consultant to several companies both in the UK and internationally
A small Selection of Recent Publications
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Billings S.A., Wei H. L., ‘A new class of wavelet networks for nonlinear system identification’, IEEE Trans Neural Networks, 2005, 16, 862-874
Lang Z. Q., Billings S.A., ‘Energy transfer properties of nonlinear systems in the frequency domain’, Int J Control, 2005, 78, 345-362
Wei H., Billings S.A., ‘Long term prediction of nonlinear time series using multiresolution wavelet models’, Int J Control, 2006, 79, 569-580
Lang Z Q, Billings S.A., Yue R., Li J., ‘Output frequency response function of nonlinear Volterra systems’, Automatica, 2007, 43, 805-816
Wei H., Billings S.A., ‘Feature subset selection and ranking for data dimensionality reduction’, IEEE Trans Pattern Analysis and Machine Intelligence, 2007, 29, 162-166
Guo L.Z., Billings S.A., ‘State space reconstruction and spatio-temporal prediction of lattice dynamical systems’, IEEE Trans on Automatic Control, 2007, 52, 622-632
Billings S.A., Wei H. L., ‘An adaptive orthogonal search algorithm for model subset selection and nonlinear system identification’, Int J Control, 2008, 81, 714-724
Wei H. L., Billings S.A., ‘Model structure selection using an integrated forward orthogonal search algorithm interfered with squared correlation and mutual information’, Int J Modelling, Identification and Control, 2008, 3, 341-356
Zhang B., Billings S.A., Lang Z. Q., Tomlinson G. R., ‘A novel nonlinear approach to suppress resonant oscillations’, J Sound and Vibration, 2008, 317, 918-936
Guo Y., Billings, S A., Coca D., ‘Identification of n-state spatio-temporal dynamical systems using a polynomial model’, Int J Bifurcation and Chaos, 2008, 18, 2049-2057
Wei H. L., Billings S.A., Zhao Y., Guo L., ‘Lattice dynamical wavelet neural networks implemented using particle swarm optimisation for spatio-temporal system identification’, IEEE Trans Neural Networks, 2009, 20, 181-185
Wei H. L., Zheng Y, Pan Y., Coca D, Li L., Mayhew J E W, Billings S. A., ‘Model estimation of cerebral hemodynamics between blood flow and volume changes; A data based modelling approach’, IEEE Trans Biomedical Eng, 2009, 56, 1606-1616
Zhao Y., Billings S.A., Coca D. Ristic R .I., DeMatos L., ‘Identification of the transition rule in a modified cellular automata model; The case of dendritic NH4Br crystal growth’, Int J Bifurcation and Chaos, 2009, 19, 2295-2305
Guo L., Billings S.A., Coca D., ‘Identification of multi-scale spatio-temporal dynamical systems using a wavelet multi-resolution analysis’, Int J Systems Science, 2009, 40, 1115-1126
Zhang B., Billings S.A., Lang Z. Q., Tomlinson G. R., ‘Suppressing resonant vibrations using nonlinear springs and dampers’, J Vibration and Control, 2009, 15, 1731-1744
Wei H.L., Billings, S A., Zhao Y., Guo L Z., ‘An adaptive wavelet neural network for spatio-temporal system identification’, J Neural Networks, 2010, 23, 1286-1299
Nehmzow, U., Akanyeti O., Billings, S.A., ‘Towards modelling complex robot training tasks through system identification’, Int J Robotics and Autonomous Systems, 2010, 58, 265-275
Zheng Y., Pan Y., Harris S., Billings S.A., Coca D., Berwick J., Jones M.,Kennerley A., Johnston D., Martin C. I., Devonshire M., Mayhew J E W., ‘A dynamic model of neurovascular coupling: implications for blood vessel dilation and constriction’, NeuroImage special issue: Computational Models of the Brain, 2010, 52, 1135-1147
Li L. M., Billings S.A., ‘Estimation of generalised frequency response functions for quadratically and cubically nonlinear systems’, J Sound and Vibration, 2011, 330, 461-470
Zhao Y., Coca D., Billings S.A., Ristic R .I., DeMatos L., ‘Identification of geometrical models of interface evolution for dendritic crystal growth’, Physics Letters A, 2011, 375, 1084-1091
Li L. M., Billings S.A., ‘Analysis of nonlinear oscillators using Volterra series in the frequency domain’, J Sound and Vibration, 2011, 330, 337-355
Boynton R J., Balikhin M., Billings S A., Wei H L., Ganuskkina N., ‘Using the narmax OLS-ERR algorithm to obtain the most influential coupling functions that affect the evolution of magnetosphere’, J Geophysical Research-Space Physics, 2011, 116, 1-8
Kadirkamanathan V, Andersen S, Billings S A, Zhang X L, Holmes G R, Reyes-Aldasoro C C, Elks P M, Renshaw S A., ‘The neutrophil’s eye view: inference and visualisation of the chemoattractant field driving cell chemotaxis in vivo, Plos One, 2012, 7, 1-10
Laalej H., Lang Z. Q., Daley S., Zazas I., Billings S.A., Tomlinson G. R., ‘Applications of nonlinear damping to vibration isolation: an experimental study’, Nonlinear Dynamics, 2012, 69, 409-421
Zhao Y., Wei H L., Billings S.A., ‘A new fast Cellular Automata neighbourhood detection and rule identification algorithm’, IEEE Trans Systems, Man and Cybernetics Part B, 2012, 42, 1283-1287
Li L. M., Billings S.A., ‘A new frequency domain representation and analysis for sub-harmonic oscillations’, J Nonlinear Dynamics, 2012, 70, 1485-1497
Zhao Y., Billings S.A., Wei H L, Sarrigiannis P G: ‘Tracking time varying causality and directionality of information flow using an error reduction ratio test with applications to EEG data’, Physical Review E, 2012, 86, 1-11
Zhao Y., Billings S.A., Wei H L., He F, Sarrigiannis P G., ‘A new NARX based Granger linear and nonlinear causal influence detection method with application to EEG data ’, J Neuroscience Methods, 2013, 212, 79-86
Guo L Z., Guo Y Z., Billings S A., Coca D., Lang Z Q., ‘A Volterra series representation for a class of nonlinear infinite dimensional systems with periodic boundary conditions’, Systems and Control Letters, 2013, 62, 115-123
Guo L Z., Guo Y Z., Billings S A., Coca D., Lang Z Q., ‘The use of Volterra series in the analysis of the nonlinear Schrodinger equation’, Nonlinear Dynamics, 2013, doi 10.1007/s11071-013-0887-7

Billings, S. A, 'Nonlinear system identification : NARMAX methods in the time, frequency, and spatio-temporal domains', John Wiley & Sons Ltd, 2013, ISBN: 978-1-119-94359-4