International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




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Research Paper | Computer Science & Engineering | India | Volume 10 Issue 10, October 2021


Time Series Visualization using Transformer for Prediction of Natural Catastrophe

Shivam Pandey, Mahek Jain


Abstract: The extension of the forecast time is an essential requirement for real-world applications, which includes early caution for severe climate conditions. In this paper, we come up with a new approach to time series forecasting. The time-series data is generic in lots of disciplines and engineering. Time series prediction is a vital assignment in time-series data modeling and is an important area of deep learning. We have developed a novel technique that makes use of a Transformer-based deep learning model for the prediction of time-series data. This technique works with the aid of self-attention mechanisms to study complicated patterns and dynamics from time-series data. Moreover, it is a preferred framework and may be implemented in univariate and multivariate time series data, in addition to time series embedding. Using natural disasters such as flood forecasting as a case study, we show that the forecast outcomes produced using our technique are similar to the state-of-the-art.


Keywords: Weather Forecasting, Transformer Networks, Time Series, Deep Learning, Attention Mechanisms


Edition: Volume 10 Issue 10, October 2021,


Pages: 1137 - 1146


How to Cite this Article?

Shivam Pandey, Mahek Jain, "Time Series Visualization using Transformer for Prediction of Natural Catastrophe", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=SR211022155010, Volume 10 Issue 10, October 2021, 1137 - 1146

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