Work place: Punjab Technical University/Ph.D. Scholar, Kapurthala, 144601, India
E-mail: er.jasmeengill@gmail.com
Website:
Research Interests: Artificial Intelligence, Autonomic Computing, Image Processing
Biography
Jasmeen Gill was born on February 17, 1985. She has received her B.Tech. and M.Tech. degrees from Punjab Technical University, in 2006 and 2011, respectively. Presently she is pursuing Ph.D. from Punjab Technical University.
In 2007, she has joined RIMT Group of Colleges and serving as assistant professor over there till now. She has published more than 15 research articles in various journals and conferences. Her representative published articles list as follows: Training Back Propagation Neural Networks with Genetic Algorithm for Weather Forecasting ( 8th IEEE SISY, Subotica Serbia, 2010), Time Series based Temperature Prediction using Back Propagation with Genetic Algorithm Technique (International Journal of Computer Science Issues, 2011). Her areas of interest include Artificial Intelligence, Soft Computing and Digital Image Processing.
By Shaminder Singh Jasmeen Gill
DOI: https://doi.org/10.5815/ijisa.2014.12.08, Pub. Date: 8 Nov. 2014
Hybrid back propagation based genetic algorithm approach is a popular way to train neural networks for weather prediction. The major drawback of this method is that weather parameters were assumed to be independent of each other and their temporal relation with one another was not considered. So in the present research a modified time series based weather prediction model is proposed to eliminate the problems incurred in hybrid BP/GA technique. The results are very encouraging; the proposed temporal weather prediction model outperforms the previous models while performing for dynamic and chaotic weather conditions.
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