Work
I am proud to belong to the school of my PhD supervisor Prof. Shlomo Havlin who was awarded the Nicholson Medal (2006) and 2010 Julius Edgar Lilienfeld Prize of the American Physical Society for achivements in science and teaching. His list of publications encounters more than 770 papers in peer-reviewed journals (more than 20 in "Nature"), with collaborators in 30 countries. His teaching made me a researcher.
ORCID ID 0000-0003-3759-9013
Scopus ID 19337595200
I am a Chartered Mathematician and Fellow of the Insitute of Mathematics and its Applications (CMath FIMA).
Book
The future of atmospheric oxygen, Springer Briefs in Environmental Sciences, ISBN 978-3-030-43664-3 (2020)
Published papers
Estimation of the Fatigue Life of a Fiber Bragg Grating Overhead Line Sag Sensor, IEEE I2MTC 2024
Machine learning explanations by design: a case study explaining the predicted degradation of a roto-dynamic pump. NDT 2023 - 60th Annual British Conference on NDT, Northampton, UK (2023)
Impact of the COVID-19 pandemic on levels of deep-ocean acoustic noise, Nature Scientific Reports 13, 4631 (2023).
Network analysis: Connected climate tipping elements, Nature Climate Change 13, 15–16 (2023)
Long-Term Wind and Solar Energy Generation Forecasts, and Optimisation of Power Purchase Agreements, Energy Reports 9, 292-302 (2023)
Standardisation of Artificial Intelligence: Making a “New World” Brave, with Support of Human Requirements in a Machine Intelligence Environment, In "E-learning for sustainability and education beyond pandemic", Eds. J. Uhomoibhi, P. Linecar, M. Ross, and G. Staples, International Conference INSPIRE XXVII, British Computer Society, ISBN 978-1-85923-289-7, pp 237-252 (2022)
Full-cycle failure analysis using conventional time series and machine learning techniques, Journal of Failure Analysis and Prevention 22, 1121–1134 (2022)
Scaling the 14C-excursion signal in multiple tree-ring series with Dynamic Time Warping, Radiocarbon, 2022, DOI:10.1017/RDC.2022.25
Machine Learning for Text Classification in Building Management Systems, Journal of Civil Engineering and Management 28 (5), 408-421 (2022)
Power spectrum scaling as a measure of critical slowing down and precursor to tipping points in dynamical systems, Environmental Research Letters 17, 035004 (2022)
Early Warning Signals of Failures in Building Management Systems, International Journal of Metrology and Quality Engineering 12, 11 (2021).
Data-driven resilience assessment for transport infrastructure exposed to multiple hazards by integrating multiscale terrestrial and airborne monitoring systems, Proceedings of IABMAS: 10th International conference on Bridge Maintenance, Safety and Management, 2021.
Detectability of an AMOC decline in current and projected climate changes, Geophys. Res. Lett. 47, e089974 (2020).
Machine learning for BMS analysis and optimisation, Engineering Research Express 2, 045003 (2020).
Tipping point analysis of electrical resistance data with early warning signals of failure for predictive maintenance, Journal of Electronic Testing 36, 569-576 (2020); arXiv:1904.04636
Modelling Demand Response Interventions with Long-Short-Term-Memory Networks, Energy Efficiency 13, 1263-1280, DOI: 10.1007/s12053-020-09879-z (2020).
Some trends and features in deep-ocean noise determined from the CTBTO hydroacoustc stations, The Journal of the Acoustical Society of America 146, 2848 (2019); https://doi.org/10.1121/1.5136879
Analysis of Primary Care Computerised Medical Records with Deep Learning, Stud Health Technol Inform. 258, 249-250 (2019).
Analysis of Primary Care Computerised Medical Records Data with Deep Autoencoders, Frontiers in Applied Mathematics and Statistics 5:42 (2019), doi: 10.3389/fams.2019.00042
Generalised early warning signals in multivariate and gridded data, Chaos 29, 073105 (2019).
What Drives Symbiotic Calcium Signalling In Legumes? Insights And Challenges Of Imaging, International Journal of Molecular Science 20, 2245 (2019), doi:10.3390/ijms20092245.
A statistical method for the evaluation of long term trends in underwater noise measurements, The Journal of the Acoustical Society of America 145, 228 (2019).
Model-based algorithms for phenotyping from 3D imaging of dense wheat crops, Proceedings of the IEEE International Workshop on Metrology for Agriculture and Forestry, MetroAgriFor, 95-99 (2019).
Automated differentiation of incident and prevalent cases in primary care computerised medical records, Studies in Health Technology and Informatics, 247,151-155 (2018).
A novel scaling indicator of early warning signals helps anticipate tropical cyclones, Europhysics Letters 121, 10002 (2018)
Tipping point analysis of ocean acoustic noise, Nonlinear Processes in Geophysics 25, 89-97 (2018).
The human physiological impact of global deoxygenation, Journal of Physiological Sciences 67, 97-106 (2017).
Estimation of background gas concentration from differential absorption lidar measurements, Atmospheric Measurement Techniques 9, 4879-4890 (2016) .
Optimisation of costs and carbon savings in relation to the economic dispatch problem as associated with power system operation, Electric Power Systems Research 140, 173-183 (2016).
Tipping point analysis of cracking in reinforced concrete, Smart Materials and Structures, 25 (1), 015027 (2016).
Detecting and anticipating climate tipping points, in "Extreme events: observations, modelling, and economics" (Eds. M.Chavez, M.Ghil, and J.Urrutia-Fucugauchi), AGU monograph 214, Wiley-Blackwell, pp. 51-62 (2016)
Application of ensemble Kalman filter in forecasting the electricity grid carbon factor, International Journal of Electrical Energy, 3 (4) 209-212 (2015)
Carbon savings in the UK Demand Side Response programmes, Applied Energy 159, 478-459 (2015)
The UK electricity Demand Side Response: carbon savings analysis, Proceedings of the 12th International Conference on the European Energy Market, Lisbon, 19-22 May 2015.
Tipping point analysis of atmospheric oxygen concentration, Chaos 25, 036403 (2015). The pdf-preprint is available in ResearchGate.
Optimisation of carbon emissions in smart grids, IEEEXplore, Proceedings of Power Engineering Conference (UPEC), 4p (2014).
Early warning signals of ecological transitions: methods for spatial patterns, PLoS ONE 9 (3): e92097 (2014), doi: 10.1371/journal.pone.0092097
Tipping point analysis of the NPL footbridge, Journal of Civil Structural Health Monitoring, 4, 91-98 (2014), doi: DOI 10.1007/s13349-013-0066-z
Modelling carbon emissions in electric systems, Energy Conversion and Management, 80, 573-581 (2014), doi: 10.1016/j.enconman.2014.01.045
Spontaneous, abrupt climate change due to an atmospheric blocking/sea-ice/ocean feedback in an unforced climate model simulation, Proceedings of the National Academy of Sciences, 110 (49), 19713–19718 (2013), doi: 10.1073/pnas.1304912110
No increase in global temperature variability despite changing regional patterns, Nature 500, 327-330 (2013), doi: 10.1038/nature12310
Forecasting the underlying potential governing the time series of a dynamical system, Physica A, 392 (18), 3891-3902 (2013), doi: http://dx.doi.org/10.1016/j.physa.2013.04.036
Dansgaard-Oeschger events: bifurcation points in the climate system, Climate of the Past , 9, 323-333 (2013), doi:10.5194/cp-9-323-2013
A recent tipping point in the Arctic sea-ice cover: abrupt and persistent increase in the seasonal cycle since 2007, The Cryosphere 7, 275-286 (2013), doi:10.5194/tc-7-275-2013
Methods for Detecting Early Warnings of Critical Transitions in Time Series Illustrated Using Simulated Ecological Data, PLoS ONE 7(7): e41010 (2012), doi:10.1371/journal.pone.0041010
Climate bifurcation during the last deglaciation? Climate of the Past 8, 1127–1139 (2012), DOI:10.5194/cp-8-1127-2012
Early warning of climate tipping points from critical slowing down: comparing methods to improve robustness, Philosophical Transactions of the Royal Society A 370, 1185-1204 (2012), DOI:10.1098/rsta.2011.0304
An independent test of methods of detecting system states and bifurcations in time-series data, Physica A, 391 (3), 485-496 (2012), DOI: 10.1016/j.physa.2011.08.025
Changing climate states and stability: from Pliocene to present, Climate Dynamics, 37 (11-12), 2437-2453 (2011), DOI: 10.1007/s00382-010-0980-2
Seasonality effects on nonlinear properties of hydrometeorological records, In Extremis: Disruptive Events and Trends in Climate and Hydrology (Eds. J. Kropp & H. J. Schellnhuber), Springer (2011).
Resonance induced by repulsive interactions in a model of globally coupled bistable systems, Phys. Rev. E 81, 041103 (2010)
Potential analysis reveals changing number of climate states during the last 60 kyr, Climate of the Past 6, 77-82 (2010)
Using GENIE to study a tipping point in the climate system, Philosophical Transactions of the Royal Society A 367, 871 (2009)
A wavelet coefficient score for the comparison of two-dimensional climatic data fields, Quarterly Journal of Royal Meteorological Society 134, 941 (2008)
Long-term memory in earthquakes and the distribution of interoccurrence times, Europhysics Letters, 81, 69001 (2008), doi:10.1209/0295-5075/81/69001
Effects of atmospheric dynamics and ocean resolution on bi-stability of the thermohaline circulation examined using the Grid ENabled Integrated Earth system modelling framework, Climate Dynamics 29 (6), 591 (2007)
Temporal scaling comparison of real hydrological data and model runoff records, Journal of Hydrology 336 (1-2), 186-198 (2007)
A modified method for detecting incipient bifurcations in a dynamical system, Geophys. Res. Lett. 34, L03712 (2007)
Memory in the occurrence of earthquakes, Phys. Rev. Lett. 95, 208501 (2005)
Recurrence intervals between earthquakes strongly depend on history, Physica A 348, 591 (2005)
A stochastic model of river discharge fluctuations, Physica A 330, 283 (2003)
Multifractality of river runoff and precipitation: comparison of fluctuation analysis and wavelet methods, Physica A 330, 240 (2003)
Nonlinear volatility of river flux fluctuations, Phys. Rev. E 67, 042101 (2003)
Approximating finite-dimensional reductions of functionals of the Ginzburg-Landau type. Proceedings of International conference ”Differential and integral equations”. Chelyabinsk, June 22-26, 1999, p.73 (in Russian).
On periodic solutions of the Ginzburg-Landau equation. International conference ”Pontryagin readings - X” ”Modern methods in the theory of boundary problems”. Voronezh, 1999, p.156 (in Russian).
Approximating final-dimensional reductions and visualization of functionals of the Ginzburg-Landau type. Collection of papers of postgraduate students of Voronezh State University. Voronezh, 1999, p.79-84 (in Russian).
On critical orbits of the Ginzburg-Landau functional on the space of periodic functions. Proceedings of conference ”Mathematical system modelling. Methods and applications”. October 12-16, 1998. Voronezh, 1998, p.25-26 (in Russian).
Perturbation of symmetry in the Ginzburg-Landau equation and continuum of periodic solutions. Proceedings of Mathematical Department of Voronezh State University, 1998, N.2, p.9-13 (in Russian).
Bifurcation of periodic solutions of the Ginzburg-Landau equation. Proceedings of International conference of students and young scientists in fundamental sciences ”Lomonosov”. Moscow State University, 1998, Issue 2, p.77-79 (in Russian).
About TeX. Students tutorial. Voronezh State University, 1997, p.1-16 (in Russian).
Investigation of critical points of some functionals of the Ginzburg-Landau type. International Conference ”Stochastic and Global Analysis”, 13-19.01.1997. Voronezh University Press, 1996, P.44-45 (in Russian).
On bifurcations of extremals of the Ginzburg-Landau functional. Proceedings of mathematical department of Voronezh State University, 1996, N.1, p.56-61 (in Russian).
Finite-dimensional reductions for superfluid phase of helium. Proceedings of Voronezh spring mathematical school ”Pontryagin readings - VII”, April 17-23, 1996. Voronezh State University, 1996, p.116 (in Russian).
Spin dynamics of B-phase of He-3. Proceedings of XXVI Voronezh winter mathematical school. January 28 - February 3, 1994. Voronezh State University, 1994, p.23 (in Russian).
Submitted papers
Assuring Explainability of Machine Learning Predictions for Non-Expert Users
Published reports
Report "Assessment of Weather Logistics Ltd's precipitation forecasts", 2022
Report "Review of the Hydrostar economic model", 2022
Report "Assessment of the Emtec methodology for estimation of vehicle’s carbon emissions based on mass air flow rate obtained using machine learning from on-board diagnostics", NPL report 1140, 2022
Report of CEN\CENELEC JTC21 AHG3 "Green and Sustainable AI", 2021
Report "Assessment of the Emtec methodology for carbon emissions of diesel vehicles in comparison with a Millbrook test performed on 23.01.2020", NPL report 012, 2020
Report on DSR project of a power aggregator, 2015
Report on DSR project of a telecommunication company, 2015
Report on Nesta finalist team “Community substation” Kudos(TM), 2014
Report on Nesta finalist team “Demand Shaper”, 2014
Report on Nesta finalist team “Power Vault”, 2014
Report on Nesta finalist team “thEnergy”, 2014
Report on Nesta finalist team “UPSide”, 2014
Report on CarbonGenie carbon footprint methodology, 2014
Report of the Met Eireann, "Ireland's climate: the road ahead", 2013
Report of the Institution of Mechanical Engineers "Climate Change: Adapting to the Inevitable", 2008
Students
Eng Tseng Lau (2013-2015, Brunel University, viva with minor corrections 16.02.2016), PhD thesis "Quantification of Carbon Emissions and Savings in Smart Grids".
Vicky Papaioannou (2015-2019, Reading University, viva with minor corrections 22.05.2019), PhD thesis "Uncertainty in GB electricity grid carbon intensity and its implications for carbon accounting and reporting”.
Joshua Prettyman (2015-2019, Imperial College-Reading CDT, viva with major corrections 09.09.2019, after revision and Covid lockdown delays PhD awarded in February 2021), thesis "Tipping points and early warning signals with applications to geophysical data”.
Delphine Lobelle (2015-2019, Southampton University, viva with minor corrections 17.09.2019), PhD thesis "Past, present, and future variations of the Atlantic Meridional Overturning Circulation".
Joaquin Mesa (2018-2020, Brunel University, viva with minor corrections 02.12.2020), PhD thesis "Artifical Intelligence for Optimisation and Demand Side Response in Built Environment”.
Berkem Billuroglu (one-year BSc placement, July 2019 - August 2020, Surrey University)
Mir Burhan (2020- , Strathclyde University)
Himanshi Singh (2022- , Strathclyde University)
Omnia Amin (2021- , Strathclyde University)
External examiner
Yacine Koucha (Brunel University, viva with minor corrections 07.12.2021)
Reviewer for magazines
Atmospheric Chemistry and Physics
Books of American Geophysical Union
Climate Dynamics
Climate of the Past
Complex and Intelligent Systems
Computers and Geosciences
Computer Physics Communications
MDPI Data
Earth and Planetary Science Letters
Earth System Dynamics
Ecology Letters
Energy sources, part B: Economics, Planning, and Policy
Environmental Research Letters
Environmental Science and Technology
The European Physical Journal Special Topics
Europhysical Letters
F1000Research
Frontiers in Earth Science
Frontiers in Physics
Frontiers in Physiology
Geophysical Journal International
Geophysical Research Letters
Geosciences
Global Biogeochemical Cycles
Global Change Biology
Helyion
IEEE Transactions on Reliability
International Journal of Climatology
ISA Transactions
Journal of Applied Remote Sensing
Journal of Atmospheric and Oceanic Technology
Journal of Hydrology
Journal of Meteorological Research
Journal of the Royal Society Interface
Mathematical Geosciences
Nature
Nature Geoscience
Nature Climate Change
Nature Communications
New Journal of Physics
Nonlinear Dynamics
Nonlinear Processes in Geophysics
Philosophical Transactions A of the Royal Society
Physica A
Physica D
Physical Review A
Physical Review E
Physical Review Letters
Physical Review Research
Physical Review X
Physics Letters A
PLoS ONE
Quantitative Plant Biology
Quarterly Journal of the Royal Meteorological Society
Reliability Engineering and System Safety
River Research and Applications
Scientific Programming
SIAM Journal on Applied Dynamical Systems
Shock and Vibration
Stochastic Environmental Research and Risk Assessment
Sustainable Cities and Society
Water Resources Management
Water Resources Research
I am APS Outstanding Referee (USA) and Trusted Reviewer of the Institute of Physics (UK).
My recent CV is available here.