Professor Robert F Harrison

BSc, PhD

School of Electrical and Electronic Engineering

Professor of Computational Data Modelling

Rob Harrison Profile Image
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r.f.harrison@sheffield.ac.uk
+44 114 222 5139

Full contact details

Professor Robert F Harrison
School of Electrical and Electronic Engineering
Amy Johnson Building
Portobello Street
91Ö±²¥
S1 3JD
Profile

I joined the Department as a Lecturer in 1987 by way of Oxford and Southampton universities with a brief sojourn at Harwell Laboratories. My original training was in acoustics and vibration but developed into control systems and then neural networks and machine learning to which I have devoted most of my professional attention.

I was promoted to Reader in Computational Data Modelling in 1998 following which I was elected by the Faculty of Engineering at Princeton University to a Visiting Fellowship in the Department of Mechanical and Aerospace Engineering and to a Fellowship of Butler College. I am a member of the editorial boards of a number of international journals and have served on numerous technical committees of the International Federation of Automatic Control (IFAC) and professional groups of the Institution of Electrical Engineers (now IET). More recently I was elected to a Visiting Fellowship at James Cook University. On 1 January 2012, I was appointed to a Chair in Computational Data Modelling. I have acted twice as Head of Department, in 2008-09 and again in 20011-12, and, since 2014, have been Director of our Centre for Doctoral Training in Control & Systems Engineering.

Between April 2009 and April 2012, I acted as Director of 91Ö±²¥'s Rail Innovation and Technology Centre (RITC), a research initiative funded by Network Rail and drawing on research strengths across the whole of the Engineering Faculty. The aim here was to bring new technologies to bear on the ageing infrastructure of Britain's railways.

I have delivered short courses on machine learning as far afield as Chongqing, where I am a visiting Professor, and Johannesburg, and have directed the Department's Master's Training Programme in Control Systems. Prior to this, I devised, implemented and directed two highly successful MSc Programmes by distance learning in Hong Kong and Singapore.

My research work has focused on the application of systems engineering methods in the biomedical life-sciences and some has won prizes and has been featured in the national press and broadcast media.

Research interests

Computational Data Modelling

Neural networks; machine learning; kernel machines; support vector machines; generalised linear models; clustering; dimensionality reduction; pattern recognition; data visualisation; pattern classification; pattern discrimination; regression; function approximation; Bayesian analysis; Gaussian processes; system identification; Volterra series; polynomial models; NARX/NARMAX modelling; parsimony; sparsity control; covariate selection; model selection; structure detection; iterative majorization; majorize/minimize algorithms; minorize/maximize algorithms; kernel density estimation; missing/incomplete data problems; EM methods; extended Kalman filtering; unscented Kalman filtering; nonstationary random processes.

Applications

Clinical decision support; identification of acute coronary syndromes; chest pain diagnosis; prediction of treatment failure and complications in diabetes sufferers; trauma prognosis; space weather forecasting; geomagnetic storm prediction; analysis of thyroid function; analysis of biological pathways; tissue micro-array analysis; computational drug discovery; virtual screening; chronobiology; river catchment modelling; optimal therapy scheduling via non-linear optimal control; prognosis in complex technological systems e.g. gas turbine engine systems; meta-modelling of gas turbine engines.

Publications

Journal articles

  • Fletcher D, Harrison R & Nallaperuma S (2020) . Journal of Energy Storage, 30. RIS download Bibtex download
  • Hickish R, Fletcher DI & Harrison R (2019) . International Journal of Rail Transportation. RIS download Bibtex download
  • Hickish R, Fletcher D & Harrison R (2019) . Journal of Rail Transport Planning and Management. RIS download Bibtex download
  • Goodwin J, Fletcher D & Harrison R (2019) . Proceedings of the Institution of Mechanical Engineers. Part F: Journal of Rail and Rapid Transit. RIS download Bibtex download
  • Harrison RF, Debono M, Whitaker MJ, Keevil BG, Newell-Price J & Ross RJ (2018) . Journal of Clinical Endocrinology and Metabolism. RIS download Bibtex download
  • Elder CJ, Harrison RF, Cross AS, Vilela R, Keevil BG, Wright NP & Ross RJ (2018) . Clinical Endocrinology, 88(6), 772-778. RIS download Bibtex download
  • Debono M, Harrison RF, Chadarevian R, Gueroult C, Abitbol J-L & Newell-Price J (2017) . Journal of Clinical Endocrinology & Metabolism, 102(9), 3461-3469. RIS download Bibtex download
  • Andrews JA, Harrison RF, Brown LJE, MacLean LM, Hwang F, Smith T, Williams EA, Timon C, Adlam T, Khadra H & Astell AJ (2017) . Journal of Affective Disorders. RIS download Bibtex download
  • Goodwin JCJ, Fletcher DI & Harrison RF (2016) . Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 230(4), 1318-1335. RIS download Bibtex download
  • Debono M, Harrison RF, Whitaker MJ, Eckland D, Arlt W, Keevil BG & Ross RJ (2016) . The Journal of Clinical Endocrinology & Metabolism, 101(4), 1469-1477. RIS download Bibtex download
  • Zaidan MA, Mills AR, Harrison RF & Fleming PJ (2016) . Mechanical Systems and Signal Processing, 70-71, 120-140. RIS download Bibtex download
  • Zaidan MA, Relan R, Mills AR & Harrison RF (2015) . Expert Systems with Applications, 42(22), 8472-8483. RIS download Bibtex download
  • Debono M, Mallappa A, Gounden V, Nella AA, Harrison RF, Crutchfield CA, Backlund PS, Soldin SJ, Ross RJ & Merke DP (2015) . European Journal of Endocrinology, 173(6), 727-737. RIS download Bibtex download
  • Zaidan MA, Harrison RF, Mills AR & Fleming PJ (2015) . Expert Systems with Applications, 42(1), 539-553. RIS download Bibtex download
  • Bin Zaidan MA, Harrison RF, Mills AR & Fleming PJ (2014) Aerospace Gas Turbine Engine Prognostics using Bayesian Hierarchical Models. RIS download Bibtex download
  • Tan SC, Lim CP, Harrison RF & Kennedy RL (2014) , 71-82. RIS download Bibtex download
  • Fang Y, Chen M, Zheng X & Harrison RF (2012) Extending CSP to detect motor imagery in a four-class BCI. Journal of Information and Computational Science, 9(1), 143-151. RIS download Bibtex download
  • Fang Y, Chen M, Zheng X & Harrison RF (2012) Feature extraction of motor imagery in BCI with approximate entropy. Journal of Computational Information Systems, 8(6), 2485-2491. RIS download Bibtex download
  • Li J, Jiang T, Harrison RF & Grzybowski S (2012) . IEEE Transactions on Dielectrics and Electrical Insulation, 19(4), 1412-1420. RIS download Bibtex download
  • Fang Y, Chen M, Zheng X & Harrison RF (2012) Extending CSP to detect motor imagery in a four-class BCI. Journal of Information and Computational Science, 9(1), 143-151. RIS download Bibtex download
  • Cross SS, Stephenson TJ & Harrison RF (2011) . Histopathology, 59(4), 594-599. RIS download Bibtex download
  • Cross SS, Benes K, Stephenson TJ & Harrison RF (2011) Grading in histopathology. Diagnostic Histopathology. RIS download Bibtex download
  • Ding Y & Harrison RF (2011) . Pattern Analysis and Applications, 14(1), 47-55. RIS download Bibtex download
  • Dodd TJ, Nair S & Harrison RF (2010) . IET CONTROL THEORY A, 4(10), 2141-2151. RIS download Bibtex download
  • Harrison RF & Pasupa K (2010) . PATTERN ANAL APPL, 13(1), 15-22. RIS download Bibtex download
  • Ding Y & Harrison RF (2010) A sparse multinomial probit model for classification. Pattern Analysis and Applications, 1-9. RIS download Bibtex download
  • Wilson PC, Irwin GW, Lamont JV & Harrison RF (2009) . PATTERN ANAL APPL, 12(4), 321-333. RIS download Bibtex download
  • Harrison RF & Pasupa K (2009) . PATTERN RECOGN, 42(9), 1795-1802. RIS download Bibtex download
  • Russell W, Harrison RF, Smith N, Darzy K, Shalet S, Weetman AP & Ross RJ (2008) . J Clin Endocrinol Metab, 93(6), 2300-2306. RIS download Bibtex download
  • Harrison RF & Kennedy RL (2008) . Comput Methods Programs Biomed, 89(3), 301-312. RIS download Bibtex download
  • Bryant RJ, Harrison RF, Start RD, Chetwood ASA, Chesshire AM, Reed MWR & Cross SS (2008) . J Clin Pathol, 61(3), 322-326. RIS download Bibtex download
  • Cross SS, Hamdy FC, Goepel JR & Harrison RF (2008) . Diagnostic Histopathology, 14(3), 122-133. RIS download Bibtex download
  • Wan Y, Dodd TJ, Wong CX, Harrison RF & Worden K (2008) . MECH SYST SIGNAL PR, 22(1), 66-80. RIS download Bibtex download
  • Ding YF & Harrison RF (2007) . PATTERN RECOGN LETT, 28(15), 2071-2079. RIS download Bibtex download
  • Dodd TJ, Wan Y, Drezet P & Harrison RF (2007) . INT J CONTROL, 80(6), 908-918. RIS download Bibtex download
  • Chen B, Harrison RF, Papadatos G, Willett P, Wood DJ, Lewell XQ, Greenidge P & Stiefl N (2007) . J Comput Aided Mol Des, 21(1-3), 53-62. RIS download Bibtex download
  • Hodgson S, Harrison RF & Cross SS (2006) . IMAGE VISION COMPUT, 24(9), 1025-1038. RIS download Bibtex download
  • Cross SS, Harrison RF, Balasubramanian SP, Lippitt JM, Evans CA, Reed MWR & Holen I (2006) . J Clin Pathol, 59(7), 716-720. RIS download Bibtex download
  • Wilton DJ, Harrison RF, Willett P, Delaney J, Lawson K & Mullier G (2006) . J Chem Inf Model, 46(2), 471-477. RIS download Bibtex download
  • Chen B, Harrison RF, Pasupa K, Willett P, Wilton DJ, Wood DJ & Lewell XQ (2006) . J Chem Inf Model, 46(2), 478-486. RIS download Bibtex download
  • Kennedy RL & Harrison RF (2006) . HEART, 92(2), 183-189. RIS download Bibtex download
  • Chen KY, Lim CP & Harrison RF (2006) . Advances in Soft Computing, 34, 373-387. RIS download Bibtex download
  • Harrison RF & Kennedy RL (2005) . Ann Emerg Med, 46(5), 431-439. RIS download Bibtex download
  • Chen BN, Harrison RF, Hert J, Mpanhanga C, Willett P & Wilton DJ (2005) . MOL SIMULAT, 31(8), 597-604. RIS download Bibtex download
  • Lim CP, Kuan MM & Harrison RF (2005) . Neural Computing and Applications, 14(2), 104-113. RIS download Bibtex download
  • Dodd TJ & Harrison RF (2004) . IMA Journal of Mathematical Control and Information, 21(4), 359-376. RIS download Bibtex download
  • Cross SS, Harrison RF & Sanders DS (2003) . Lancet, 362(9392), 1250-1251. RIS download Bibtex download
  • Mitchinson B & Harrison RF (2003) . INT J SYST SCI, 34(12-13), 693-703. RIS download Bibtex download
  • Lim CP & Harrison RF (2003) . IEEE T SYST MAN CY C, 33(2), 235-247. RIS download Bibtex download
  • Kuan MM, Lim CP & Harrison RF (2003) On Operating Strategies of the Fuzzy Artmap Neural Network: A Comparative Study.. International Journal of Computational Intelligence and Applications, 3, 23-43. RIS download Bibtex download
  • Harrison RF (2003) . IEE P-CONTR THEOR AP, 150(1), 7-16. RIS download Bibtex download
  • Mitchinson B & Harrison RF (2002) Digital communications channel equalization using the Kernel Adaline. IEEE T COMMUN, 50(4), 571-576. RIS download Bibtex download
  • Harrison RF (2002) . Int. J. Systems Science, 33, 713-714. RIS download Bibtex download
  • Cross SS & Harrison RF (2002) Discriminant histological features in the diagnosis of chronic idiopathic inflammatory bowel disease: analysis of a large dataset by a novel data visualisation technique.. J Clin Pathol, 55(1), 51-57. RIS download Bibtex download
  • Drezet PML & Harrison RF (2001) A new method for sparsity control in support vector classification and regression. PATTERN RECOGN, 34(1), 111-125. RIS download Bibtex download
  • Cross SS, Stephenson TJ, Mohammed T & Harrisont RF (2000) . Cytopathology, 11(6), 503-512. RIS download Bibtex download
  • Marriott S & Harrison RF (2000) A novel algorithmic approach to the integration of posterior knowledge into condition-monitoring systems. INT J SYST SCI, 31(9), 1157-1174. RIS download Bibtex download
  • Marriott S & Harrison RF (2000) . IFAC Proceedings Volumes, 33(11), 495-498. RIS download Bibtex download
  • Walker AJ, Cross SS & Harrison RF (1999) . Lancet, 354(9189), 1518-1521. RIS download Bibtex download
  • Frieß T-T & Harrison RF (1999) A kernel-based Adaline for function approximation.. Intell. Data Anal., 3, 307-313. RIS download Bibtex download
  • Frieß TT & Harrison RF (1999) . Intelligent Data Analysis, 3(4), 307-313. RIS download Bibtex download
  • Cross SS, Dubé AK, Johnson JS, McCulloch TA, Quincey C, Harrison RF & Ma Z (1998) . Cytopathology, 9(3), 178-187. RIS download Bibtex download
  • Downs J, Harrison RF & Cross SS (1998) A decision support tool for the diagnosis of breast cancer based upon fuzzy ARTMAP. NEURAL COMPUT APPL, 7(2), 147-165. RIS download Bibtex download
  • Marriott S & Harrison RF (1997) Can machines ever learn from their own mistakes?. MEAS CONTROL-UK, 30(10), 300-307. RIS download Bibtex download
  • Lim CP, Harrison RF & Kennedy RL (1997) Application of autonomous neural network systems to medical pattern classification tasks. ARTIF INTELL MED, 11(3), 215-239. RIS download Bibtex download
  • Cross SS, Bury JP, Stephenson TJ & Harrison RF (1997) . Cytopathology, 8(4), 265-273. RIS download Bibtex download
  • Harrison RF & Lim CP (1997) . Neural Netw, 10(5), 925-939. RIS download Bibtex download
  • Harrison RF & Lim CP (1997) . Neural Netw, 10(4), 755-774. RIS download Bibtex download
  • Kennedy RL, Harrison RF, Burton AM, Fraser HS, Hamer WG, MacArthur D, McAllum R & Steedman DJ (1997) An artificial neural network system for diagnosis of acute myocardial infarction (AMI) in the accident and emergency department: Evaluation and comparison with serum myoglobin measurements. COMPUT METH PROG BIO, 52(2), 93-103. RIS download Bibtex download
  • Kennedy RL, Burton AM, Fraser HS, McStay LN & Harrison RF (1996) Early diagnosis of acute myocardial infarction using clinical and electrocardiographic data at presentation: Derivation and evaluation of logistic regression models. EUR HEART J, 17(8), 1181-1191. RIS download Bibtex download
  • Downs J, Harrison RF, Kennedy RL & Cross SS (1996) . Artif Intell Med, 8(4), 403-428. RIS download Bibtex download
  • Lee Kennedy R, Burton A, Harrison R & Andreae M (1996) . The Lancet, 347(8998), 407-408. RIS download Bibtex download
  • Cross SS, Harrison RF & Kennedy RL (1995) . Lancet, 346(8982), 1075-1079. RIS download Bibtex download
  • MARRIOTT S & HARRISON RF (1995) A MODIFIED FUZZY ARTMAP ARCHITECTURE FOR THE APPROXIMATION OF NOISY MAPPINGS. NEURAL NETWORKS, 8(4), 619-641. RIS download Bibtex download
  • HARRISON RF (1994) OPTIMAL LQG REGULATION OF MULTI-AXLED VEHICLE SUSPENSION DYNAMICS. J SOUND VIB, 174(2), 239-247. RIS download Bibtex download
  • HARRISON RF (1993) OPTIMAL-CONTROL OF VEHICLE SUSPENSION DYNAMICS INCORPORATING FRONT-TO-REAR EXCITATION DELAYS - AN APPROXIMATE SOLUTION. J SOUND VIB, 168(2), 339-354. RIS download Bibtex download
  • KENNEDY RL, HARRISON RF & MARSHALL SJ (1993) DO WE NEED COMPUTER-BASED DECISION SUPPORT FOR THE DIAGNOSIS OF ACUTE CHEST PAIN - DISCUSSION PAPER. J ROY SOC MED, 86(1), 31-34. RIS download Bibtex download
  • BANKS SP & HARRISON RF (1991) SIMPLE OBJECT RECOGNITION BY NEURAL NETWORKS - APPLICATION OF THE HOUGH TRANSFORM. INT J CONTROL, 54(6), 1469-1476. RIS download Bibtex download
  • KENNEDY RL, HARRISON RF & MARSHALL SJ (1991) COMPUTER-AIDED TEACHING PACKAGES. BRIT MED J, 303(6798), 366-366. RIS download Bibtex download
  • Kennedy RL, Harrison RF, Marshall SJ, Ryan MF, Peters M, Clarke I & Sutton GC (1991) Computer aided teaching packages [17]. British Medical Journal, 303(6798), 366-367. RIS download Bibtex download
  • KENNEDY RL & HARRISON RF (1990) EARLY DIAGNOSIS OF ACUTE MYOCARDIAL-INFARCTION. BRIT MED J, 301(6762), 1214-1214. RIS download Bibtex download
  • KENNEDY RL, HARRISON RF, KIRKLIS K, MORIARTY KT, GANGI MT, SHAUKAT HN & YOUNG MJ (1990) EARLY DIAGNOSIS OF ACUTE MYOCARDIAL-INFARCTION (MI) - A NOVEL-APPROACH TO DECISION-MAKING USING NEURAL NETWORKS. CLIN SCI, 78(4), P24-P25. RIS download Bibtex download
  • Banks SP & Harrison RF (1989) Can preceptrons find Lyapunov functions. An algorithmic approach to systems stability. IEE Conference Publication(313), 364-368. RIS download Bibtex download
  • HARRISON RF & KOUVARITAKIS B (1988) FURTHER RESULT ON PERFORMANCE DEGRADATION FOR NONLINEAR MULTIVARIABLE SYSTEMS. IEE PROC-D, 135(4), 326-328. RIS download Bibtex download
  • KOUVARITAKIS B, HARRISON RF & LATCHMAN HA (1987) STABILITY AND DYNAMIC PERFORMANCE BOUNDS FOR NONLINEAR MULTIVARIABLE SYSTEMS. IEE PROC-D, 134(2), 115-123. RIS download Bibtex download
  • HARRISON RF & HAMMOND JK (1986) EVOLUTIONARY (FREQUENCY TIME) SPECTRAL-ANALYSIS OF THE RESPONSE OF VEHICLES MOVING ON ROUGH GROUND BY USING COVARIANCE EQUIVALENT MODELING. J SOUND VIB, 107(1), 29-38. RIS download Bibtex download
  • HARRISON RF & KOUVARITAKIS B (1986) NORMALITY, SCALING AND EIGENVALUE INCLUSION REGIONS. INT J CONTROL, 43(4), 1317-1335. RIS download Bibtex download
  • HARRISON RF & HAMMOND JK (1986) APPROXIMATE, TIME DOMAIN, NONSTATIONARY ANALYSIS OF STOCHASTICALLY EXCITED, NONLINEAR-SYSTEMS WITH PARTICULAR REFERENCE TO THE MOTION OF VEHICLES ON ROUGH GROUND. J SOUND VIB, 105(3), 361-371. RIS download Bibtex download
  • HARRISON RF & HAMMOND JK (1986) ANALYSIS OF THE NONSTATIONARY RESPONSE OF VEHICLES WITH MULTIPLE WHEELS. J DYN SYST-T ASME, 108(1), 69-73. RIS download Bibtex download
  • HARRISON RF & HAMMOND JK (1985) A SYSTEMS-APPROACH TO THE CHARACTERIZATION OF ROUGH GROUND. J SOUND VIB, 99(3), 437-447. RIS download Bibtex download
  • HARRISON RF (1984) A NOTE ON THE MODELING OF NON-STATIONARY RANDOM-EXCITATION PROCESSES WITH REFERENCE TO A RECENT PAPER. J SOUND VIB, 94(4), 587-589. RIS download Bibtex download
  • Hammond JK & Harrison RF (1981) . Journal of Dynamic Systems, Measurement, and Control, 103(3), 245-250. RIS download Bibtex download
  • HAMMOND JK & HARRISON RF (1981) NONSTATIONARY RESPONSE OF VEHICLES ON ROUGH GROUND - A STATE-SPACE APPROACH. J DYN SYST-T ASME, 103(3), 245-250. RIS download Bibtex download

Chapters

  • Harrison RF (2007) (pp. 431-444). RIS download Bibtex download
  • Cross SS, Downs J, Drezet P, Ma Z & Harrison RF (2000) , Series in Machine Perception and Artificial Intelligence (pp. 265-295). WORLD SCIENTIFIC RIS download Bibtex download
  • Lim CP & Harrison RF (2000) , Innovations in ART Neural Networks (pp. 133-166). Physica-Verlag HD RIS download Bibtex download
  • Lim CP, Teoh PS, Goay PY & Harrison RF (2000) , The State of the Art in Computational Intelligence (pp. 329-336). Physica-Verlag HD RIS download Bibtex download
  • Cross SS, Downs J, Drezet P, Ma Z & Harrison RF (2000) , Perspectives in Neural Computing (pp. 213-231). Springer London RIS download Bibtex download
  • Lim CP & Harrison RF (2000) , Innovations in ART Neural Networks (pp. 167-188). Physica-Verlag HD RIS download Bibtex download
  • Harrison RF, Marshall SJ & Kennedy RL (1991) , AIME 91 (pp. 119-128). Springer Berlin Heidelberg RIS download Bibtex download
  • Hammond JK & Harrison RF () , Analysis and Optimization of Systems (pp. 1-14). Springer-Verlag RIS download Bibtex download

Conference proceedings papers

  • Bizzi S, Harrison RF & Lerner DN (2020) The Growing Hierarchical Self-Organizing Map (GHSOM) for analysing multi-dimensional stream habitat datasets. 18th World IMACS Congress and MODSIM 2009 - International Congress on Modelling and Simulation: Interfacing Modelling and Simulation with Mathematical and Computational Sciences, Proceedings (pp 734-740) RIS download Bibtex download
  • Fletcher D, Harrison R, Karmakharm T, Nallaperuma S & Richmond P (2018) . Proceedings of the Genetic and Evolutionary Computation Conference RIS download Bibtex download
  • Andrews JA, Astell AJ, Brown LJE, Harrison RF & Hawley MS (2017) . Studies in Health Technology and Informatics, Vol. 242 (pp 374-380) RIS download Bibtex download
  • Ross RJ, Harrison RF, Debono M, Whitaker MJ, Keevil BG & Newell-Price J (2017) SERUM CORTISOL AND SALIVARY CORTISONE AND FREQUENCY OF SAMPLING TO ESTIMATE CORTISOL EXPOSURE. HORMONE RESEARCH IN PAEDIATRICS, Vol. 88 (pp 53-54) RIS download Bibtex download
  • Hickish B, Fletcher DI & Harrison RF (2017) Maximising passenger satisfaction through optimised train movements. Institution of Mechanical Engineers - Stephenson Conference: Research for Railways 2017 (pp 181-192) RIS download Bibtex download
  • Fu R, Harrison RF, King S & Mills AR (2016) . 2016 IEEE Aerospace Conference. Big Sky, MT, USA, 5 March 2016 - 12 March 2016. RIS download Bibtex download
  • Van Raemdonck LEM, Ata-ur-rehman , Davila-garcia ML, Mihaylova L, Harrison RF & Pacey A (2015) . 2015 Sensor Data Fusion: Trends, Solutions, Applications (SDF), 6 October 2015 - 8 October 2015. RIS download Bibtex download
  • Goodwin J, Fletcher DI & Harrison RF (2015) Robust multi-train trajectory optimisation for real world conditions using a 'noisy' genetic algorithm. Stephenson Conference Research for Railways 2015, Vol. 2015-April (pp 515-527) RIS download Bibtex download
  • Laslett OW, Mills AR, Zaidan MA & Harrison RF (2014) . 2014 IEEE Aerospace Conference, 1 March 2014 - 8 March 2014. RIS download Bibtex download
  • Skaf Z, Zaidan MA, Harrison RF & Mills AR (2013) Accommodating repair actions into gas turbine prognostics. PHM 2013 - Proceedings of the Annual Conference of the Prognostics and Health Management Society 2013 (pp 66-73) RIS download Bibtex download
  • Zaidan MA, Mills AR & Harrison RF (2013) Bayesian framework for aerospace gas turbine engine prognostics. Proceedings of the 34th IEEE Aerospace Conference (pp 1-8) RIS download Bibtex download
  • Taylor B, Thompson H, Hall A & Harrison R (2011) . 5th IET Conference on Railway Condition Monitoring and Non-Destructive Testing (RCM 2011) RIS download Bibtex download
  • Taylor B, Thompson HA, Hall A & Harrison RF (2011) Energy harvesting for remote condition monitoring. Fifth IET Conference on Railway Condition Monitoring and Non-destructive Testing (pp 127-132). Derby RIS download Bibtex download
  • Zaidan MA, Mills AR & Harrison RF (2011) Towards enhanced prognostics with advanced data-driven modelling. Proceedings of the Eighth International Conference on Condition Monitoring and Machinery Failure Prevention Technologies RIS download Bibtex download
  • Fang Y, Chen M & Harrison RF (2011) . Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics (pp 7-12) RIS download Bibtex download
  • Deng J, Li K, Irwin GW & Harrison RF (2010) . Proceedings of the IEEE Conference on Decision and Control (pp 2825-2830) RIS download Bibtex download
  • Bizzi S, Harrison RF & Lerner DN (2009) The Growing Hierarchical Self-Organizing Map (GHSOM) for analysing multi-dimensional stream habitat datasets. 18TH WORLD IMACS CONGRESS AND MODSIM09 INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION (pp 734-740) RIS download Bibtex download
  • Kaewkham-ai B & Harrison RF (2009) Dst index prediction using joint and dual unscented Kalman filter. Proceedings of the IASTED International Conference on Applied Simulation and Modelling, ASM 2009 (pp 30-36) RIS download Bibtex download
  • Harrison RF & Dodd TJ (2007) . IFAC Proceedings Volumes (IFAC-PapersOnline), Vol. 7(PART 1) (pp 776-781) RIS download Bibtex download
  • Çimen T, McCaffrey D, Harrison RF & Banks SP (2007) . IFAC Proceedings Volumes (IFAC-PapersOnline), Vol. 17(PART 1) (pp 756-761) RIS download Bibtex download
  • Pasupa K, Harrison RF & Willett P (2007) Parsimonious kernel Fisher discrimination. Pattern Recognition and Image Analysis, Pt 1, Proceedings, Vol. 4477 (pp 531-538) RIS download Bibtex download
  • Wan Y, Wong CX, Dodd TJ & Harrison RF (2005) . IFAC Proceedings Volumes, Vol. 38(1) (pp 698-703) RIS download Bibtex download
  • Dodd TJ, Nair S & Harrison RF (2005) . IFAC Proceedings Volumes (IFAC-PapersOnline), Vol. 16 (pp 704-709) RIS download Bibtex download
  • Wan Y, Dodd TJ & Harrison RF (2005) . IFAC Proceedings Volumes (IFAC-PapersOnline), Vol. 16 (pp 779-784) RIS download Bibtex download
  • Wan Y, Dodd TJ & Harrison RF (2005) . IFAC Proceedings Volumes (IFAC-PapersOnline), Vol. 16 (pp 785-790) RIS download Bibtex download
  • Mitchinson B & Harrison RF (2003) Non-stationary channel equalisation via adaptive kernel-based filtering. INTELLIGENT CONTROL SYSTEMS AND SIGNAL PROCESSING 2003 (pp 505-510) RIS download Bibtex download
  • Dodd TJ, Kadirkantanathan V & Harrison RF (2003) Function estimation in Hilbert space using sequential projections. INTELLIGENT CONTROL SYSTEMS AND SIGNAL PROCESSING 2003 (pp 105-110) RIS download Bibtex download
  • Dodd TJ & Harrison RF (2003) Estimating Volterra felters in Helbert space. INTELLIGENT CONTROL SYSTEMS AND SIGNAL PROCESSING 2003 (pp 499-504) RIS download Bibtex download
  • Lim CP, Kuan MM & Harrison RF (2003) An ART-based hybrid network for medical pattern classification tasks with missing data. KNOWLEDGE-BASED INTELLIGNET INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS, Vol. 2774 (pp 7-15) RIS download Bibtex download
  • Dodd TJ & Harrison RF (2002) . IFAC Proceedings Volumes, Vol. 35(1) (pp 67-72) RIS download Bibtex download
  • Dodd TJ & Harrison RF (2002) . IFAC Proceedings Volumes, Vol. 35(1) (pp 103-108) RIS download Bibtex download
  • Dodd TJ & Harrison RF (2002) On sparse interpolation in reproducing kernel Hilbert spaces. PROCEEDING OF THE 2002 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-3 (pp 1962-1967) RIS download Bibtex download
  • Drezet PM, Harrison RF & Balikhin M (2002) A kernel-based technique for forecasting geomagnetic activity and prediction of D-st. ADVANCES IN GLOBAL MAGNETOSPHERIC STRUCTURE, DYNAMICS, AND REGION COUPLING, PROCEEDINGS, Vol. 30(10) (pp 2181-2188) RIS download Bibtex download
  • Harrison RF & Drezet PM (2002) The application of non-linear filtering methods to the forecast of geomagnetic indices. SOLAR-TERRESTRIAL MAGNETIC ACTIVITY AND SPACE ENVIRONMENT, Vol. 14 (pp 427-437) RIS download Bibtex download
  • Harrison RF & Drezet PM (2001) The application of an adaptive non-linear systems identification technique to the on-line forecast of D-st index. SHEFFIELD SPACE PLASMA MEETING: MULTIPOINT MEASUREMENT VERSUS THEORY, PROCEEDINGS, Vol. 492 (pp 141-146) RIS download Bibtex download
  • Kuan MM, Lim CP, Morad N & Harrison RF (2000) Experimental study of original and ordered fuzzy ARTMAP neural networks in pattern classification tasks. IEEE Region 10 Annual International Conference, Proceedings/TENCON, Vol. 2 RIS download Bibtex download
  • Cross SS, Walker AJ & Harrison RF (2000) Identifying discriminant features in the histopathology diagnosis of inflammatory bowel disease using a novel variant of the growing cell structure network technique. ARTIFICIAL NEURAL NETWORKS IN MEDICINE AND BIOLOGY (pp 168-173) RIS download Bibtex download
  • Drezet P & Harrison RF (1999) . 1999 European Control Conference (ECC), 31 August 1999 - 3 September 1999. RIS download Bibtex download
  • Lim CP, Goay PY, Teoh PS & Harrison RF (1999) Combination of decisions from a multiple neural network classifier system.. KES (pp 191-194) RIS download Bibtex download
  • Frieß T-T & Harrison RF (1999) A kernel based adaline.. ESANN (pp 245-250) RIS download Bibtex download
  • Drezet PML & Harrison RF (1999) An efficient formulation of sparsity controlled support vector regression.. ESANN (pp 207-212) RIS download Bibtex download
  • Drezet PML, Harrison RF & Cross SS (1998) . IEE Colloquium Intelligent Methods in Healthcare and Medical Applications RIS download Bibtex download
  • Harrison RF (1998) Non-linear stabilisation and regulation via an optimal gain schedule. IEE Colloquium (Digest)(521) RIS download Bibtex download
  • Walker AJ, Cross SS & Harrison RF (1998) Integrated data visualisation and classification using growing cell structure neural networks applied to the diagnosis of breast cancer. IEE Colloquium (Digest)(514) RIS download Bibtex download
  • Harrison RF & Banks SP (1998) Towards real-time, non-linear quadratic optimal regulation. ALGORITHMS AND ARCHITECTURES FOR REAL-TIME CONTROL 1998 (AARTC'98) (pp 89-94) RIS download Bibtex download
  • Cross SS, Harrison RF & Drezet P (1998) Making the distinction between Crohn's disease and ulcerative colitis by histopathological examination: A comparison of human performance, logistic regression and adaptive resonance theory mapping neural networks (ARTMAP). PROCEEDING OF THE THIRD INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND EXPERT SYSTEMS IN MEDICINE AND HEALTHCARE (pp 116-124) RIS download Bibtex download
  • Marriott S & Harrison RF (1998) A novel approach to the integration of posterior knowledge into condition monitoring systems: Theory and practice.. UKACC INTERNATIONAL CONFERENCE ON CONTROL '98, VOLS I&II (pp 1492-1497) RIS download Bibtex download
  • Harrison RF & Banks SP (1998) A new non-linear design method for active vehicle suspension systems. INTELLIGENT COMPONENTS FOR VEHICLES (pp 365-370) RIS download Bibtex download
  • Drezet PML & Harrison RF (1998) Support Vector Machines for system identification. UKACC INTERNATIONAL CONFERENCE ON CONTROL '98, VOLS I&II (pp 688-692) RIS download Bibtex download
  • Lim CP & Harrison RF (1996) . IEE Conference Publication(427 /1) (pp 199-204) RIS download Bibtex download
  • Jervis BW, Roberts T, Lacey A, Woodcock R, Yu S, Harrison RF, Lim CP, Allen EM & Oke S (1996) Detection of brain conditions from evoked responses using artificial neural networks. IEE Colloquium (Digest)(100) RIS download Bibtex download
  • Marriott S & Harrison RF (1996) Self-organising adaptive neurocontroller using reinforcement learning. IEE Conference Publication(427 /2) (pp 1113-1118) RIS download Bibtex download
  • Harrison RF (1996) From the laboratory to casualty: Neural networks in the management of chest pain. NEURAL NETWORKS - PRODUCING DEPENDABLE SYSTEMS, CONFERENCE PROCEEDINGS, Vol. 95(973) (pp 31-39) RIS download Bibtex download
  • Lim CP & Harrison RF (1995) . IEE Conference Publication(409) (pp 148-153) RIS download Bibtex download
  • Downs J, Harrison RF & Kennedy RL (1995) A prototype neural network decision-support tool for the early diagnosis of acute myocardial infarction. ARTIFICIAL INTELLIGENCE IN MEDICINE, Vol. 934 (pp 355-366) RIS download Bibtex download
  • Downs J, Harrison RF, Kennedy RL & Woods K (1995) The use of fuzzy ARTMAP to identify low risk coronary care patients. ARTIFICIAL NEURAL NETS AND GENETIC ALGORITHMS (pp 511-514) RIS download Bibtex download
  • Lim CP & Harrison RF (1995) Minimal error rate classification in a non-stationary environment via a modified fuzzy ARTMAP network. ARTIFICIAL NEURAL NETS AND GENETIC ALGORITHMS (pp 503-506) RIS download Bibtex download
  • Downs J, Harrison RF & Cross SS (1995) Evaluating a neural network decision-support tool for the diagnosis of breast cancer. ARTIFICIAL INTELLIGENCE IN MEDICINE, Vol. 934 (pp 239-250) RIS download Bibtex download
  • DOWNS J, HARRISON RF & CROSS SS (1995) A neural network decision-support tool for the diagnosis of breast cancer. HYBRID PROBLEMS, HYBRID SOLUTIONS, Vol. 27 (pp 51-60) RIS download Bibtex download
  • MA Z, HARRISON RF & KENNEDY RL (1995) A heuristic for general rule extraction from a multilayer perceptron. HYBRID PROBLEMS, HYBRID SOLUTIONS, Vol. 27 (pp 133-144) RIS download Bibtex download
  • Ma Z, Harrison RF & Kennedy RL (1995) GR2 - A hybrid knowledge-based system using general rules. IJCAI-95 - PROCEEDINGS OF THE FOURTEENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS 1 AND 2 (pp 488-493) RIS download Bibtex download
  • Harrison RF, Kennedy RL & Marshall SJ (1992) . Applications of Artificial Neural Networks III RIS download Bibtex download
  • Marshall SJ & Harrison RF (1991) Optimization and training of feedforward neural networks by genetic algorithms. IEE Conference Publication(349) (pp 39-43) RIS download Bibtex download
  • Marshall SJ, Harrison RF & Kennedy R (1991) Neural classification of chest pain symptoms. A comparative study. IEE Conference Publication(349) (pp 200-204) RIS download Bibtex download
  • Hammond JK, Lee JS & Harrison RF (1986) RELATIONSHIP BETWEEN WIGNER-VILLE AND EVOLUTIONARY SPECTRA FOR FREQUENCY MODULATED RANDOM PROCESSES.. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (pp 2327-2330) RIS download Bibtex download
  • Hammond JK & Harrison RF (1985) WIGNER-VILLE AND EVOLUTIONARY SPECTRA FOR COVARIANCE EQUIVALENT NONSTATIONARY RANDOM PROCESSES.. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings (pp 1025-1028) RIS download Bibtex download
  • Harrison RF & Hammond JK (1984) STATE SPACE APPROACH TO THE ANALYSIS OF NONSTATIONARY, NONLINEAR RANDOM VIBRATION WITH PARTICULAR APPLICATION TO THE PROBLEM OF VEHICLES ON ROUGH GROUND., Vol. 2 (pp 673-680) RIS download Bibtex download
  • Hammond JK & Harrison RF (1984) MODELLING AND DECONVOLUTION OF NONSTATIONARY ACOUSTIC SIGNALS FROM MOVING SOURCES USING A COVARIANCE EQUIVALENT FORMULATION.. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Vol. 2 RIS download Bibtex download
  • Hammond JK & Harrison RF (1984) RESPONSE OF DYNAMICAL SYSTEMS TO NONSTATIONARY RANDOM PROCESSES HAVING A FREQUENCY MODULATED FORM, WITH APPLICATIONS TO VEHICLE MOTION AND STRUCTURAL VIBRATION.. Mecanique, materiaux, electricite(404) (pp 74-76) RIS download Bibtex download
  • Hammond JK, Tsao YH & Harrison RF (1983) EVOLUTIONARY SPECTRAL DENSITY MODELS FOR RANDOM PROCESSES HAVING A FREQUENCY MODULATED STRUCTURE.. ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Vol. 1 (pp 261-264) RIS download Bibtex download
  • Hammond JK & Harrison RF (1980) NONSTATIONARY RESPONSE OF VEHICLES ON ROUGH GROUND - A STATE SPACE APPROACH.. American Society of Mechanical Engineers (Paper)(80 -WA/DSC-22) RIS download Bibtex download
  • Hammond JK & Harrison RF (1980) NONSTATIONARY RESPONSE OF VEHICLES ON ROUGH GROUND - A STATE SPACE APPROACH.. American Society of Mechanical Engineers (Paper)(80 -WA/DSC-22) RIS download Bibtex download
  • Harrison RF, Marshall SJ & Kennedy RL () . IJCNN-91-Seattle International Joint Conference on Neural Networks RIS download Bibtex download

Other

  • Harrison RF (2006) . IMA J. Math. Control & Information, 23, 515-516. RIS download Bibtex download
Grants

Siemens plc, P Richmond, D I Fletcher, R F Harrison, 'S2AM 91Ö±²¥ Siemens Advanced Multi-Modal Transport Demonstrator: Phase II’ (2017), Â£87,000

RSSB, D I Fletcher, P Richmond, R F Harrison, 'Ratesetter: Improving Passenger Boarding Rate And Reducing Risk At The Platform-Train Interface’ (2017–18), Â£124,000

Western Park Hospital Cancer Charity, V Parker, A A Pacey, R F Harrison, PR Heath, 'Predicting disease relapse and failure of primary chemotherapy in patients with Gestational Trophoblastic Neoplasia’, (2016–2019), Â£200,000

EPSRC, D A Stone, M P Foster, D Gladwin, D I Fletcher, S C Koh, R F Harrison et al., 'TransEnergy – Road to Rail Energy Exchange (R2REE)', (2016 - 2019), Â£1.5²Ñ

Rolls-Royce plc, A R Mills, RF Harrison, V Kadirkamanathan, 'Lean burn', (2016-2016),&²Ô²ú²õ±è;£44,031

TSB, A R Mills, V Kadirkamanathan, J Liu, R F Harrison, ' PreDICT', (2014-2017), Â£215,000

DEFRA, D A Lerner, P R Bibby, R F Harrison, 'Validation of trading estate runoff analysis',  (2013-2015),&²Ô²ú²õ±è;£150,000

EPSRC/Network Rail, M Gilbert, CC Smith, RF Harrison, `Ultimate & permissible limit state behaviour of soil-filled masonry arch bridges´, (2011-2015), Â£468,000

Network Rail/TSB, HA Thompson, RF Harrison, `Energy harvesting and wireless sensors for remote condition monitoring of railway infrastructure´, (2010-2012), Â£160,000

Network Rail, R F Harrison, Establishment of a Rail Innovation and Technology Centre, (2009-2014), Â£400,000

91Ö±²¥ Hospitals Charitable Trust, Dr S S Cross (Genomic Medicine) R F Harrison, `Expression of cell adhesion molecules, matrix metalloproteinases and cell cycle regulator proteins in carcinoma of the oesophagus using Tissue Micro Arrays´, (2003—2005), Â£9,000

EPSRC, R F Harrison `A new approach to non-linear adaptive filtering´, (2001—2003), Â£86,000

DTI, R F Harrison, P J Fleming, N Mort, S Bennett, `Extension to Control Technology Transfer Network (CTTnet)´, (1998—2000), Â£150,000

EPSRC, R F Harrison, Rolls-Royce plc, `The inclusion of posterior knowledge in fault diagnosis´, (1995—1999), Â£324,000

SERC, R F Harrison, R L Kennedy (Medicine, Edinburgh), `Artificial neural networks in clinical decision support´, (1993—1996), Â£113,000

SERC, R F Harrison, R L Kennedy (Medicine, Edinburgh), `Neural network-based decision support systems which learn in real-time, non-stationary environments´, (1993—1996), Â£107,000

Scottish Office, R F Harrison, R L Kennedy (Medicine, Edinburgh), `Development of strategies for management of acute ischaemic heart disease´, (1993—1995), Â£116,000

Altim Medical Systems Ltd, R F Harrison, R L Kennedy (Medicine, Edinburgh) `Development of a diagnostic aid for heart attack´, (1992—1995), Â£95,000

Teaching activities
  • ACS6427 Data Modelling and Machine Intelligence
Professional activities and memberships
  • Member IFAC Technical Committee on Fuzzy and Neural Systems (1996—2003) and on Robust Control and Non-linear Control (both 2003—2006)
  • Member IFAC TCs on Cognition and Control (2003 on) and Modelling and Control of Biomedical Systems (2006 on)
  • Consulting Editor for the International Journal of Systems Science (2000 on), and member of the editorial boards of the International Journal of Hybrid Intelligent Systems (2003 - 2009) and the International Journal on Knowledge Based Intelligent Engineering Systems (2004 - 2010)
  • Professional short courses: University of the Witwatersrand (1996 & 1998); Chongqing University (2008 – 2010)
  • Industrial collaboration/consultancy: AERE, Harwell; UKAEA, Culcheth; Rolls-Royce; Corus; Astra Zeneca; GlaxoSmithKline; Pfizer; Anadigm; Altim Medical Systems; DRTS; NCAPSA; iPlas; Scottish Water; Environment Agency; Atkins plc; Network Rail; Diurnal; NHS.
  • Numerous invited talks both nationally and internationally, including the University of the Witwatersrand, UNAM (Mexico), Princeton University (USA), MIT (USA), IIT Kanpur (India), Chongqing University (China)