Artificial neural networks as routine for error correction with an application in Singapore regional model

Springer Science and Business Media LLC - Tập 62 Số 5 - Trang 661-669 - 2012
Yabin Sun1, Vladan Babovic2, Eng Soon Chan3
1Tropical Marine Science Institute, National University of Singapore, Singapore, Singapore
2Singapore-Delft Water Alliance, National University of Singapore, Singapore, Singapore
3Department of Civil Engineering, National University of Singapore, Singapore, Singapore

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Tài liệu tham khảo

Abaranel HDI (1996) Analysis of observed chaotic data. Spring-Verlag, New York

Babovic V, Cañizares R, Jensen HR, Kling A (2001) Neural networks as routine for error updating of numerical models. J Hydraul Eng 127:181–193

Babovic V, Sannasiraj SA, Chan ES (2005) Error correction of a predictive ocean wave model using local model approximation. J Mar Syst 53:1–17

Chen M, Murali K, Khoo BC, Lou J, Kumar K (2005) Circulation modelling in the strait of Singapore. J Coast Res 21(5):960–972

Cheong HF, Shankar NJ, Chan CT (1992) Numerical modelling of tidal motion in southern waters of Singapore. Proceedings of the international conference on computer modelling for seas and coastal regions. Elsevier Applied Science

Deltares (2009) User Manual Delft3D-FLOW; Version 3.14. Delft

Gerritsen H, Twigt D, Mynett A, Calkoen C, Babovic V (2009) MustHaveBox—analysis and prediction of sea level anomalies and associated currents in Singapore and Malacca Straits. Proceedings of the 8th International conference on Hydroinformatics, Conception

Haykin S (1999) Neural networks: a comprehensive foundation. Prentice Hall, New Jersey

Kernkamp HWJ, Zijl F (2004) Further hydraulic model studies for Pulau Ubin & Pulau Tekong reclamation scheme. WL|Delft Hydraulics Report Z3437 for Singapore Housing and Development Board (HDB)

Ooi SK, Gerritsen H, Kurniawan A, Twigt D (2010) Parameter optimization and data assimilation to improve the tidal prediction of the Singapore regional model. Proceedings of the 17th IAHR-APD Congress, Auckland

Rao KR, Wang X, Ooi SK, Babovic V, Gerritsen H (2011) Improving predictions of water levels and currents for Singapore regional waters through data assimilation using OpenDA. Proceedings of the 34th IAHR Biennial Congress, Brisbane

Shankar NJ, Cheong HF, Chan CT (1997) Boundary fitted grid models for tidal motions in Singapore coastal waters. J Hydraul Res 35(4):47–60

Sun Y, Sisomphon P, Babovic V, Chan ES (2009) Applying local model approach for tidal prediction in a deterministic model. Int J Numer Meth Fluid 60(6):651–667

Sun Y, Babovic V, Chan ES (2010) Multi-step-ahead model error prediction using time-delay neural networks combined with chaos theory. J Hydrol 395(1–2):109–116

Williams GP (1997) Chaos theory tamed. Taylor & Francis, London

Zhang QY, Gin KYH (2000) Three-dimensional numerical simulation for tidal motion in Singapore’s coastal waters. Coast Eng 39:71–92