International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064



Research Paper | Civil Engineering | India | Volume 3 Issue 7, July 2014

Application of Artificial Neural Network (ANN) for Reservoir Water Level Forecasting

Shilpi Rani, Dr. Falguni Parekh

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


How to Cite this Article?

Shilpi Rani, Dr. Falguni Parekh, "Application of Artificial Neural Network (ANN) for Reservoir Water Level Forecasting", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=20141211, Volume 3 Issue 7, July 2014, 1077 - 1082

41 PDF Views | 42 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Artificial Neural Network'

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this article

Research Paper, Civil Engineering, Romania, Volume 3 Issue 12, December 2014

Pages: 1398 - 1401

Prediction of Energy Consumption in Residential Buildings Before and After Retrofitting using Artificial Neural Networks

D. S. Rusu

Share this article

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1402 - 1405

Prediction of Effluent Treatment Plant Performance in a Diary Industry Using Artificial Neural Network Technique

Amrutha Vijayan, Gayathri S Mohan

Share this article

Research Paper, Civil Engineering, Romania, Volume 4 Issue 12, December 2015

Pages: 1454 - 1457

Energy Consumption Prediction Analysis for the Retrofitting of an Urban Area using Artificial Neural Networks ? Case Study

D. S. Rusu

Share this article

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1399 - 1401

Air Pollution Analysis for Kannur City Using Artificial Neural Network

Nayana Vijayaraghavan, Gayathri S Mohan

Share this article



Similar Articles with Keyword 'Inflow'

Research Paper, Civil Engineering, India, Volume 6 Issue 11, November 2017

Pages: 668 - 674

Optimal Water Treatment Plant Design

Pavan Kumar, Hem Buch

Share this article

Research Paper, Civil Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1077 - 1082

Application of Artificial Neural Network (ANN) for Reservoir Water Level Forecasting

Shilpi Rani, Dr. Falguni Parekh

Share this article



Similar Articles with Keyword 'Release'

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1870 - 1875

Assessment of Fresh Properties of Pond Ash SCC

Jai Prakash Reddy, Maneeth P D

Share this article

Research Paper, Civil Engineering, Iraq, Volume 6 Issue 10, October 2017

Pages: 2002 - 2008

Fresh and Hardened Properties of Superabsorbent Polymer Concrete

Waleed A. Abbas, Mohammed A. Jasim

Share this article

Research Paper, Civil Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1236 - 1239

Seismic Behaviour of Reinforced Concrete Bridge under Significance of Fluctuating Frequency

Sruthy Krishnan, Aswathy S. Kumar

Share this article

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1086 - 1091

Comparative Study of Diagrid Structures with and without Corner Columns

Shahana E, Aswathy S Kumar

Share this article

Case Studies, Civil Engineering, India, Volume 6 Issue 7, July 2017

Pages: 1856 - 1859

Optimization Reservoir Operation for Irrigation Using Fuzzy Logic of Jayakwadi Dam

Sahil Sanjeev Salvi

Share this article



Similar Articles with Keyword 'Reservoir'

Research Paper, Civil Engineering, Nigeria, Volume 3 Issue 8, August 2014

Pages: 2088 - 2092

Assessment of Groundwater Quality at a Waste Disposal Site of Ranji Waste Disposal Site in Bampai Industrial Area Kano-Nigeria

A. S. Aliyu

Share this article

Research Paper, Civil Engineering, Sudan, Volume 4 Issue 5, May 2015

Pages: 963 - 967

Failure Investigation of Tawila Dam in North Darfur, Sudan

Magdi M.E. Zumrawi

Share this article

Research Paper, Civil Engineering, India, Volume 5 Issue 3, March 2016

Pages: 1891 - 1893

GIS based Irrigation Canal Alignment in Wayanad District, Kerala

Aravinda Bharathi.A, Revathy.S.S

Share this article

Case Studies, Civil Engineering, India, Volume 6 Issue 7, July 2017

Pages: 1856 - 1859

Optimization Reservoir Operation for Irrigation Using Fuzzy Logic of Jayakwadi Dam

Sahil Sanjeev Salvi

Share this article

Comparative Studies, Civil Engineering, India, Volume 8 Issue 6, June 2019

Pages: 2021 - 2030

Seismic Forces and Stability Analysis of Gravity Dam

Venkata Raju Badanapuri

Share this article
Top