Modelling of reservoir water release decision using neural network and temporal pattern of reservoir water level

Proceedings - International Conference on Intelligent Systems, Modelling and Simulation, ISMS

Volumn 2015-September, Issue , 2015, Pages 127-130

  Mokhtar, Suriyati Abdul ^a   Ishak, Wan Hussain Wan ^a   Norwawi, Norita Md ^b  

^a UNIVERSITI UTARA MALAYSIA   (Malaysia)

^b UNIVERSITI SAINS ISLAM MALAYSIA   (Malaysia)

Author keywords

Neural Network; Reservoir Modelling; Reservoir Water Level; Reservoir Water Release Decision; Temporal Data Mining

Indexed keywords

DATA MINING; FLOODS; INTELLIGENT SYSTEMS; NEURAL NETWORKS; RIVERS; WATER LEVELS;

EMERGENCY SITUATION; FLOOD MITIGATION; FLOOD PRONE AREA; NEURAL NETWORK (NN); RESERVOIR MODELLING; RESERVOIR WATER; RESERVOIR WATER LEVEL; TEMPORAL DATA MINING;

RESERVOIRS (WATER);

EID: 84959915461     PISSN: 21660662     EISSN: 21660670     Source Type: Conference Proceeding    
DOI: 10.1109/ISMS.2014.27     Document Type: Conference Paper

References (20)

1. K. Smith, and R. Ward, Floods: Physical Processes and Human Impacts. Chichester: Wiley, 1998.
2. W. H. Wan Ishak, K. R. Ku-Mahamud, and N. M. Norwawi, "Reservoir Water Release Decision Modeling", Proc. of the 3rd International Conference on Computing and Informatics (8-9 Jun 2011, Bandung, Indonesia), 2011, pp. 74-79
3. R. Wurbs, "Reservoir-System Simulation and Optimization Models", Journal of Water Resources Planning and Management, vol. 119(4), 1993, pp. 455-472, doi:10. 1061/(ASCE)0733-9496(1993)119:4(455)
4. S. K. Jain, and V. P. Singh, V. P., "Reservoir operation", In Developments in Water Science, vol. 51, 2003, pp. 615-679.
5. W. H. Wan Ishak, K. R. Ku-Mahamud, and N. M. Norwawi, "Modelling Reservoir Water Release Decision Using Temporal Data Mining and Neural Network". International Journal of Emerging Technology and Advanced Engineering, vol. 2(8), 2012, pp. 422-428
6. A. Rittima, "Hedging Policy for Reservoir System Operation: A Case Study of Mun Bon and Lam Chae Reservoirs", Kasetsart Journal, Natural Sciences, vol. 43(4), 2009, pp. 833-842.
7. M-Y. Tu, N-S. Hsu, and W. W-G. Yeh, "Optimization of Reservoir Management and Operation with Hedging Rules", Journal of Water Resources Planning and Management, vol. 129(2), 2003, pp. 86-97, doi:10. 1061/(ASCE)0733-9496(2003)129:2(86)
8. P. K. Naik, and D. A. Jay, "Distinguishing human and climate influences on the Columbia River: Changes in mean flow and sediment transport", Journal of Hydrology, vol. 404(3-4), 2011, pp. 259-277, doi:10. 1016/j. jhydrol. 2011. 04. 035
9. S. H. A. Talib, M. S. Yusoff, and Z. A. Hasan, "Modeling of Sedimentation Pattern in Bukit Merah Reservoir, Perak, Malaysia", Procedia Engineering, vol. 50, 2012, pp. 201-210, doi:10. 1016/j. proeng. 2012. 10. 025
10. A. G. Koutroulis, I. K. Tsanis, I. N. Daliakopoulos, and D. Jacob, "Impact of climate change on water resources status: A case study for Crete Island, Greece", Journal of Hydrology, vol. 479, 2013, pp. 146-158, doi:10. 1016/j. jhydrol. 2012. 11. 055
11. D. Raje, and P. P. Mujumdar, "Reservoir Performance under Uncertainty in Hydrologic Impacts of Climate Change", Advances in Water Resources, vol. 33(3), 2010, pp. 312-326, doi:10. 1016/j. Advwatres. 2009. 12. 008
12. S. Suriya, and B. V. Mudgal, "Impact of urbanization on flooding: The Thirusoolam sub watershed-A case study", Journal of Hydrology, 2012, pp. 210-219, doi:10. 1016/j. jhydrol. 2011. 05. 008
13. L. L. Ngo, "Optimising reservoir operation: A case study of the Hoa Binh reservoir, Vietnam", PhD Thesis, Institute of Environment & Resources Technical University of Denmark, 2006.
14. H. Raman, and Chandramouli, "Deriving a General Operating Policy for Reservoirs Using Neural Network", Journal of Water Resources Planning and Management, vol. 122(5), 1996, pp. 342-347, doi:10. 1061/(ASCE)0733-9496(1996)122:5(342)
15. T. Neelakantan, and N. Pundarikanthan, "Neural Network-Based Simulation-Optimization Model for Reservoir Operation", Journal of Water Resources Planning and Management, vol. 126(2), 2000, pp. 57-64, doi:10. 1061/(ASCE)0733-9496(2000)126:2(57)
16. A. Cancelliere, G. Giuliano, A. Ancarani, and G. Rossi, "A Neural Networks Approach for Deriving Irrigation Reservoir Operating Rules", Water Resources Management, vol. 16(1), 2002, pp. 71-88, doi:10. 1023/A:1015563820136
17. V. Ramani Bai, C. S. Woo, F. Othman, and G. Ramadas, "Data Mining In Reservoir Operation and Flood Control Using Artificial Neural Networks", Proceeding of the 2nd International Conference on Informatics, 2007. Retrieved February 15, 2013, from http://myais. fsktm. um. edu. my/1467/
18. W. H. Wan Ishak, K. R. Ku-Mahamud, and N. M. Norwawi, "Mining Temporal Reservoir Data Using Sliding Window Techniques", CiiT International Journal of Data Mining Knowledge Engineering, vol. 3(8), Jun 2011, pp. 473-478, doi: DMKE062011004
19. F. Mat-Yamin, W. H. Wan Ishak and S. N. Othman, "Procedure in Developing Neural Network Model", International Conference on Technology Management (ICTM 2006), Palm Garden Hotel, IOI Resort, Kolej Universiti Teknologi Tun Hussein Onn
20. W. Sarle, "Stopped Training and Other Remedies for Overfitting", Proceedings of the 27th Symposium on the Interface of Computing Science and Statistics, 1995, pp. 352-360, Retrieved March 18, 2002 from World Wide Web: ftp://ftp. sas. com/pub/neural/