D.P. Solomatine: PUBLICATIONS TO
DOWNLOAD
Most of the publications are copyrighted by the respective publishers |
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Full list of publications can be found here
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Before 1998 |
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244K
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D.P. Solomatine. Application
of Global Optimization to Models Calibration (1995). Internal
report. |
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150K |
D.P. Solomatine, A. Avila Torres.
Neural Network
Approximation of a Hydrodynamic Model in Optimizing Reservoir
Operation. Proc. 2nd International Conference on Hydroinformatics.
Zurich, Switzerland, August 1996, 201-206. |
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1998 |
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A.J. Abebe, D.P. Solomatine. Application
of global optimization to the design of pipe networks. Proc.
3rd International Conference on Hydroinformatics. Copenhagen,
Denmark, August 1998, 989-996. |
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S. Velickov, R.K. Price, D. P. Solomatine.
Using Internet for
hydroinformatics – practical examples of client/server
modelling. Proc. 3rd International Conference on Hydroinformatics.
Copenhagen, Denmark, August 1998, 965-972. |
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D.P. Solomatine. Genetic
and other global optimization algorithms - comparison and use
in calibration problems. Proc. 3rd International Conference
on Hydroinformatics. Copenhagen, Denmark, August 1998, 1021-1028. |
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R. K. Price, J.N. Samedov and D.
P. Solomatine. An
artificial neural network model of a generalised channel network.
Proc. 3rd International Conference on Hydroinformatics. Copenhagen,
Denmark, August 1998, 813-818. |
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1999 |
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A.H. Lobbrecht and D.P. Solomatine.
Control
of water levels in polder areas using neural networks and fuzzy
adaptive systems. In: Water Industry Systems: Modelling
and Optimization Applications, vol.1, D.Savic, G. Walters (eds.).
Research Studies Press, Ltd. Baldlock, UK, 1999, pp. 509-518. |
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D.P. Solomatine. Random
search methods in model calibration and pipe network design.
In: Water Industry Systems: Modelling and Optimization Applications,
vol.1, D.Savic, G. Walters (eds.). Research Studies Press, Ltd.
Baldlock, UK, 1999, pp. 509-518. |
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Solomatine D.P. Two
strategies of adaptive cluster covering with descent and their
comparison to other algorithms. Journal of Global Optimization,
1999, vol. 14, No. 1, pp. 55-78. (All plots are here). |
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Y. Dibike, D. P. Solomatine. River
flow forecasting using artificial neural networks. European
Geophysical Society (EGS) XXIV General Assembly, The Hague,
The Netherlands, 19-23 April 1999. |
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B. Bazartseren, D.P. Solomatine,
A.W. Minns, M.B. Abbott. Improving
the quality of judgement in environmental impact assessment
by using an analytic hierarchy process. Proceedings of the
International Association for Hydraulic Research (IAHR), XXVIII
Congress, 22-27 August 1999, Graz, Austria. p. 213. |
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H.Yan , D.P. Solomatine , S. Velickov,
M.B.Abbott. Distributed
Environmental Impact Assessment Using Internet. Journal
of Hydroinformatics, July 1999, vol. 1, No.1, pp. 59-70. |
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Solomatine D.P., Dibike Y.B., Kukuric
N. Automatic
calibration of groundwater models using global optimization
techniques. Hydrological Sciences Journal, vol. 44 (6),
December 1999, pp. 879-894. |
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2000 |
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A. J. Abebe, D. P. Solomatine, R.
Venneker. Application
of adaptive fuzzy rule-based models for reconstruction of missing
precipitation events. Hydrological Sciences Journal,
2000, vol. 45, No. 3, pp. 425-436. |
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S. Velickov, D.P. Solomatine. Predictive
data mining: practical examples. In: AI methods in Civil
Engineering Applications (O. Schleider, A. Zijderveld, eds).
Cottbus, 2000, pp. 3-19. |
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Maskey, S., Dibike, Y. B. Jonoski,
A. and D.P. Solomatine. Groundwater
model approximation with artificial neural network for selecting
optimal pumping strategy for plume removal, In: AI methods
in Civil Engineering Applications (O. Schleider, A. Zijderveld,
eds), Cottbus, 2000, pp. 67-80. |
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Y.B. Dibike, S. Velickov, D.P. Solomatine.
Support vector
machines: review and applications in civil engineering.
In: AI methods in Civil Engineering Applications (O. Schleider,
A. Zijderveld, eds). Cottbus, 2000, p.45-58. |
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D.P. Solomatine, C. Rojas, S. Velickov,
H. Wust. Chaos
theory in predicting surge water levels in the North Sea.
Proc. 4th Int. Conference on Hydroinformatics. Iowa, USA, July
2000. |
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S. Velickov, D.P. Solomatine, X.
Yu, R.K. Price. Application of Data Mining Techniques for Remote
Sensing Image Analysis. Proc. 4th Int. Conference on Hydroinformatics.
Iowa, USA, July 2000. |
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B. Bhattacharya, D.P. Solomatine.
Application
of artificial neural network in stage-discharge relationship.
Proc. 4th Int. Conference on Hydroinformatics. Iowa, USA, July
2000. |
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Abebe A.J., V. Guinot, D.P. Solomatine.
Fuzzy alpha-cut
vs. Monte Carlo techniques in assessing uncertainty in model
parameters. Proc. 4th Int. Conference on Hydroinformatics.
Iowa, USA, July 2000. |
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R.K. Price, D.P. Solomatine, S.
Velickov. Internet-based
computing and knowledge management for engineering services.
Proc. 4th Int. Conference on Hydroinformatics. Iowa, USA, July
2000. |
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2001 |
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Dibike Y.B. and Solomatine D.P. River
Flow Forecasting Using Artificial Neural Networks, Journal
of Physics and Chemistry of the Earth, Part B: Hydrology, Oceans
and Atmosphere, 2001, Vol. 26, No.1, pp. 1-8 |
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Dibike Y.B., Velickov S., Solomatine
D.P. and Abbott M.B. Model
induction with support vector machines: introduction and applications.
Journal of Computing in Civil Engineering, American Society
of Civil Engineers (ASCE), vol. 15, No.3, 2001, pp. 208-216.
(online
access to the journal) |
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D.P. Solomatine, S. Velickov, J.C.
Wüst. Predicting
water levels and currents in the North Sea using chaos theory
and neural networks. Proc. 29th IAHR Congress, Beijing,
China, September 2001. |
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2002 |
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S. Maskey, A. Jonoski, D.P. Solomatine.
Groundwater
remediation strategy using global optimization algorithms.
ASCE Journal of Water Resources Planning and Management,
2002, vol 128, No. 6, pp. 431-440. (online
access to the journal) |
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D.P. Solomatine. Computational intelligence
techniques in modeling water systems: some applications. Proc.
World Congress on Computational Intelligence, USA, May 2002. |
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D.P. Solomatine. Data-driven
modelling: paradigm, methods, experiences. Proc. 5th Int.
Conference on Hydroinformatics. Cardiff, UK, July 2002, pp.757-763.
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B. Bhattacharya, A.H. Lobbrecht,
D.P. Solomatine. Control
of water levels of regional water systems using reinforcement
learning Proc. 5th Int. Conference on Hydroinformatics.
Cardiff, UK, July 2002, pp. 952-957. |
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M. Noguchi, D. P. Solomatine and
W. Nishida. Calibration
of Water Quality Model by Global Optimization Techniques.
Proc. 5th Int. Conference on Hydroinformatics. Cardiff, UK,
July 2002, pp. 464-469. |
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Y. Dibike, A.H. Lobbrecht, D.P.
Solomatine.Neural network and fuzzy logic technologies for control
of the water system of Overwaard in The Netherlands. Proc. 5th
Int. Conference on Hydroinformatics. Cardiff, UK, July 2002,
pp.715-721. |
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D.P. Solomatine. Applications
of data-driven modelling and machine learning in control of
water resources. In: Computational intelligence in control,
M. Mohammadian, R.A. Sarker and X. Yao (eds.). Idea Group Publishing,
2002, pp. 197 - 217. |
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A.H. Lobbrecht, D.P. Solomatine. Machine
learning in real-time control of water systems. Urban
Water 4, 2002, 283-289.
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2003 |
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D.P. Solomatine, K.N. Dulal. Model
trees as an alternative to neural networks in rainfall-runoff
modeling. Hydrological Sciences Journal, 48 (3), 2003, 399-411.
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Solomatine, D.P. Mixtures
of simple models vs ANNs in hydrological modeling. Proc.
3rd International Conference on Hybrid Intelligent Systems (HIS'03),
Melbourne, December 2003. |
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Bhattacharya, B., and Solomatine,
D.P. An algorithm
for clustering and classification of series data with constraint
of contiguity, Proc. 3rd International Conference on Hybrid
Intelligent Systems (HIS'03), Melbourne, December 2003. |
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Bhattacharya, B., Shrestha, D.L.,
Solomatine, D.P. (2003) Neural
Networks in Reconstructing Missing Wave Data in Sedimentation
Modelling. Proceedings of the XXXth IAHR Congress, Thessaloniki,
Greece, August, 2003. |
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Velickov, S., Price, R.K., Solomatine,
D.P. Prediction
of Nonlinear Dynamical Systems Based on Time Series Analysis:
Issues of Entropy, Complexity and Predictability. Proceedings
of the XXXth IAHR Congress, Thessaloniki, Greece, August, 2003. |
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Bhattacharya, B., and Solomatine,
D.P. Application of artificial neural networks and M5 model
trees to modelling stage-discharge relationship, in: B.S. Wu,
Z.Y. Wang, G.Q. Wang, G.H. Huang, H.W. Fang, and J.C. Huang,
eds, Proc. of the 2nd International Symposium on Flood Defence,
Beijing, China, Science Press New York Ltd., New York, 2003,
pp.1029-1036. |
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Bhattacharya, B., Deibel, I.K.,
Karstens, S.A.M., Solomatine, D.P. (2003). Neural Networks in
Sedimentation Modelling for the Approach Channel of the Port
of Rotterdam, Proceedings of the 7th International Conference
on Nearshore and Estuarine Cohesive Sediment Transport Processes
(INTERCOH), Virginia Institute of Marine Science, Virginia,
USA, October, 2003 (in press). |
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Solomatine, D.P. Data-driven modelling
for flood-related problems. Proceedings of the NCR days 2003
(November), Roermond, Netherlands. |
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Bhattacharya, B., and Solomatine,
D.P. (2003) Neural Networks and M5 Model Trees in Modelling
Water Level-Discharge Relationship for an Indian River, Proceedings
of the 11th European Symposium on Artificial Neural Networks,
Bruges, Belgium, April, 2003. |
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Bhattacharya, B., Lobbrecht, A.H.,
Solomatine, D.P. (2003). Neural
networks and reinforcement learning in control of water systems.
ASCE Journal of Water Resources Planning and Management,
129 (6), 458-465. (online
access to the journal) |
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2004 |
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D.P. Solomatine, M.B. Siek. Flexible
and optimal m5 model trees with applications to flow predictions.
Proc. 6th Intern. Conference on Hydroinformatics, Singapore,
June 2004. World Scientific, 2004. |
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B. Bhattacharya, R.K. Price and
D.P. Solomatine. A
data mining approach to modelling sediment transport. Proc.
6th Intern. Conference on Hydroinformatics, Singapore, June
2004. World Scientific, 2004. |
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R.K. Price and D.P. Solomatine.
Innovative
approaches to flood forecasting using data driven and hybrid
modeling. Proc. 6th Intern. Conference on Hydroinformatics.
Singapore, June 2004. World Scientific, 2004. |
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D.P. Solomatine, Y. Xue. M5
model trees compared to neural networks: application to flood
forecasting in the upper reach of the Huai River in China.
ASCE Journal of Hydrologic Engineering, 9(6), 2004, pp.
491-501. (online
access to the journal) |
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2005 |
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B. Bhattacharya and D.P. Solomatine.
Neural networks
and M5 model trees in modelling water level-discharge relationship.
Neurocomputing 63, 2005, 381-396. (online access: http://www.elsevier.com/locate/neucom). |
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A.H. Lobbrecht, Y. Dibike and D.P.
Solomatine. Artificial
Neural Networks and Fuzzy Systems in Model Based Control of
the Overwaard Polder. ASCE Journal of Water Resources
Planning and Management, 131 (2), 2005, 135-145. (online
access to the journal) |
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M.B. Siek and D. P. Solomatine. Optimizing
Mixtures Of Local Experts In Tree-Like
Regression Models. Proc. IASTED Conference on Artificial
Intelligence and
Apllications, M.H. Hamza, (ed), Innsbruck, Austria, February
2005, 497-502. |
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Bhattacharya, B., Buraimo, C., Solomatine
D.P. Data-driven Modelling in Context to Sediment Transport.
Journal of Physics and Chemistry of the Earth, Part B: Hydrology,
Oceans and Atmosphere, 2004 (submitted). |
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D.P. Solomatine and M. Maskey. Instance-based
learning compared to other data-driven methods in hydrologic
forecasting. Journal of Hydrology (submitted). |
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(total: 100) |
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