Downloads: 124 | Views: 287 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper | Civil Engineering | India | Volume 3 Issue 7, July 2014 | Popularity: 6.9 / 10
Application of Artificial Neural Network (ANN) for Reservoir Water Level Forecasting
Shilpi Rani, Dr. Falguni Parekh
Abstract: Future water level forecast helps in knowing the water storage capacity of reservoir which can further be employed for irrigation, water supply, hydropower, etc. These soft computing techniques can map an input-output pattern without the prior knowledge of the criteria that influence the forecast procedure. Amongst the all, the artificial neural network (ANN) is one of the most accurate models that is used in water resource management. The principal inputs that are used to compute water level at t+1 time are: Inflow, water level at t time and released water. The statistics parameters room mean square error (RMSE), coefficient of correlation (R), coefficient of determination (R2) and discrepancy ratio (D) were used to get best model out of three alternatives. The objective is to define the ANN model by applying different types of network tools like Feed Forward distributed time delay, layer recurrent and NARX on a set of input data to forecast the 10 day ahead water level for the case study, Sukhi Reservoir Project, Gujarat, India. The study reveals that, among the three algorithms applied, ANN using Feed Forward distributed time delay is an appropriate predictor for real-time Water Level forecasting of study area.
Keywords: Artificial Neural Network, Inflow, Release, Reservoir, Water Level forecast
Edition: Volume 3 Issue 7, July 2014
Pages: 1077 - 1082
Make Sure to Disable the Pop-Up Blocker of Web Browser
Similar Articles
Downloads: 4
Research Paper, Civil Engineering, India, Volume 10 Issue 7, July 2021
Pages: 318 - 323Estimation of Biomass Composition and Biological Sludge Production in SBR Plants of India
Ghazal Srivastava, Absar Ahmad Kazmi
Downloads: 7 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Experimental Result Paper, Civil Engineering, India, Volume 11 Issue 7, July 2022
Pages: 804 - 810Performance Evaluation of GGBFS and Rice Husk Ash based on Concrete Blocks
Dr. Sneha Gupta, Saurabh Kumar, Desh Deepak Kumar
Downloads: 10 | Weekly Hits: ⮙4 | Monthly Hits: ⮙4
Research Paper, Civil Engineering, India, Volume 10 Issue 10, October 2021
Pages: 323 - 349Design of a Concrete Gravity Dam for Flood Control in Brahmani River Basin
Dr. Ratnakar Swain, Payal Maharathi
Downloads: 109
Research Paper, Civil Engineering, Iraq, Volume 6 Issue 10, October 2017
Pages: 2002 - 2008Fresh and Hardened Properties of Superabsorbent Polymer Concrete
Waleed A. Abbas, Mohammed A. Jasim
Downloads: 112
Research Paper, Civil Engineering, Sudan, Volume 4 Issue 5, May 2015
Pages: 963 - 967Failure Investigation of Tawila Dam in North Darfur, Sudan
Magdi M.E. Zumrawi