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WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM

Yıl 2017, Cilt: 30 Sayı: 4, 152 - 161, 11.12.2017

Öz

The visualization
and forecasting system for northern areas of Pakistan has been developed to
help users to visualize historical temporal weather data in their respective
region. This system is designed with the goal to supplement the productivity of
already available website of Pakistan meteorological department. The system is
flexible enough to visualize current data. It also presents multiple weather
scenarios to visualize weather data. The weather data which is visualized is
available from 1980 to 2010 from different weather stations of Pakistan, maintained
by the Pakistan Meteorological Department. Two types of weather forecasting has
been implemented. Short term weather forecasting has been done to predict the
daily forecast and Long term forecasting uses linear regression for predicting
the weather trends from year 2011 to 2026 based on real-time data. The system
is designed in such a way that it can present data in user friendly and
comprehensible graphical formats and plots. The results for long term
forecasting show that in next ten years rain fall will decrease effectively in
the northern areas of Pakistan, whereas, an increase in the humidity has been
observed after carefully reading the forecasted plots.

Kaynakça

  • A. Crowell, A. Fabian and N. Nelson, "An interactive 4D visualization system for air traffic concept analysis," in Proc. IEEE/AIAA 31st Digital Avionics Systems Conf. (DASC), 2012.
  • J. R. Alder and S. W. Hostetler, "Web based visualization of large climate data sets," Environmental Modelling & Software , vol. 68, pp. 175-180, 2015.
  • B. Fjukstad, J. M. Bjørndalen and O. Anshus, "Uncertainty estimation and visualization of wind inweather forecasts," in Proc. Int. Conf. Information Visualization Theory and Applications (IVAPP), 2014.
  • C. Li, Y. Wang and X. Liu, "Research on natural disaster forecasting data processing and visualization technology," in Proc. 4th Int. Congress Image and Signal Processing, 2011.
  • D. Kannangara, N. Fernando and D. Dias, "A web based methodology for Visualizing Time-varying Spatial Information," in Proc. Int. Conf. Industrial and Information Systems (ICIIS), 2009.
  • P. S. Quinan and M. Meyer, "Visually Comparing Weather Features in Forecasts," IEEE Transactions on Visualization and Computer Graphics, vol. 22, pp. 389-398, #jan# 2016.
  • K. Saleem, S. M. Sadjadi and S. C. Chen, "Towards a Self-Configurable Weather Research and Forecasting System," in Proc. Int. Conf. Autonomic Computing, 2008.
  • M. M. Ahmed, M. Abdel-Aty, J. Lee and R. Yu, "Real-time assessment of fog-related crashes using airport weather data: A feasibility analysis," Accident Analysis & Prevention , vol. 72, pp. 309-317, 2014.
  • P. Lundblad, J. Thoursie and M. Jern, "Swedish Road Weather Visualization," in Proc. 14th Int. Conf. Information Visualisation, 2010.
  • J. Kehrer, F. Ladstädter, P. Muigg, H. Doleisch, A. Steiner and H. Hauser, "Hypothesis Generation in Climate Research with Interactive Visual Data Exploration," IEEE Transactions on Visualization and Computer Graphics, vol. 14, pp. 1579-1586, #nov# 2008.
  • C. M. Wynnyk, "Wind analysis in aviation applications," in Proc. IEEE/AIAA 31st Digital Avionics Systems Conf. (DASC), 2012.
  • I. Simeonov, H. Kilifarev and R. Ilarionov, "Algorithmic Realization of System for Short-term Weather Forecasting," in Proceedings of the 2007 International Conference on Computer Systems and Technologies, New York, NY, USA, 2007.
  • P. Lundblad, H. Lofving, A. Elovsson and J. Johansson, "Exploratory Visualization for Weather Data Verification," in 2011 15th International Conference on Information Visualisation, 2011.
  • A. Grover, A. Kapoor and E. Horvitz, "A Deep Hybrid Model for Weather Forecasting," in Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA, 2015.
  • S. S. Soman, H. Zareipour, O. Malik and P. Mandal, "A review of wind power and wind speed forecasting methods with different time horizons," in Proc. North American Power Symp. 2010, 2010.
Yıl 2017, Cilt: 30 Sayı: 4, 152 - 161, 11.12.2017

Öz

Kaynakça

  • A. Crowell, A. Fabian and N. Nelson, "An interactive 4D visualization system for air traffic concept analysis," in Proc. IEEE/AIAA 31st Digital Avionics Systems Conf. (DASC), 2012.
  • J. R. Alder and S. W. Hostetler, "Web based visualization of large climate data sets," Environmental Modelling & Software , vol. 68, pp. 175-180, 2015.
  • B. Fjukstad, J. M. Bjørndalen and O. Anshus, "Uncertainty estimation and visualization of wind inweather forecasts," in Proc. Int. Conf. Information Visualization Theory and Applications (IVAPP), 2014.
  • C. Li, Y. Wang and X. Liu, "Research on natural disaster forecasting data processing and visualization technology," in Proc. 4th Int. Congress Image and Signal Processing, 2011.
  • D. Kannangara, N. Fernando and D. Dias, "A web based methodology for Visualizing Time-varying Spatial Information," in Proc. Int. Conf. Industrial and Information Systems (ICIIS), 2009.
  • P. S. Quinan and M. Meyer, "Visually Comparing Weather Features in Forecasts," IEEE Transactions on Visualization and Computer Graphics, vol. 22, pp. 389-398, #jan# 2016.
  • K. Saleem, S. M. Sadjadi and S. C. Chen, "Towards a Self-Configurable Weather Research and Forecasting System," in Proc. Int. Conf. Autonomic Computing, 2008.
  • M. M. Ahmed, M. Abdel-Aty, J. Lee and R. Yu, "Real-time assessment of fog-related crashes using airport weather data: A feasibility analysis," Accident Analysis & Prevention , vol. 72, pp. 309-317, 2014.
  • P. Lundblad, J. Thoursie and M. Jern, "Swedish Road Weather Visualization," in Proc. 14th Int. Conf. Information Visualisation, 2010.
  • J. Kehrer, F. Ladstädter, P. Muigg, H. Doleisch, A. Steiner and H. Hauser, "Hypothesis Generation in Climate Research with Interactive Visual Data Exploration," IEEE Transactions on Visualization and Computer Graphics, vol. 14, pp. 1579-1586, #nov# 2008.
  • C. M. Wynnyk, "Wind analysis in aviation applications," in Proc. IEEE/AIAA 31st Digital Avionics Systems Conf. (DASC), 2012.
  • I. Simeonov, H. Kilifarev and R. Ilarionov, "Algorithmic Realization of System for Short-term Weather Forecasting," in Proceedings of the 2007 International Conference on Computer Systems and Technologies, New York, NY, USA, 2007.
  • P. Lundblad, H. Lofving, A. Elovsson and J. Johansson, "Exploratory Visualization for Weather Data Verification," in 2011 15th International Conference on Information Visualisation, 2011.
  • A. Grover, A. Kapoor and E. Horvitz, "A Deep Hybrid Model for Weather Forecasting," in Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, New York, NY, USA, 2015.
  • S. S. Soman, H. Zareipour, O. Malik and P. Mandal, "A review of wind power and wind speed forecasting methods with different time horizons," in Proc. North American Power Symp. 2010, 2010.
Toplam 15 adet kaynakça vardır.

Ayrıntılar

Bölüm Computer Engineering
Yazarlar

Nargis Bibi

Yayımlanma Tarihi 11 Aralık 2017
Yayımlandığı Sayı Yıl 2017 Cilt: 30 Sayı: 4

Kaynak Göster

APA Bibi, N. (2017). WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM. Gazi University Journal of Science, 30(4), 152-161.
AMA Bibi N. WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM. Gazi University Journal of Science. Aralık 2017;30(4):152-161.
Chicago Bibi, Nargis. “WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM”. Gazi University Journal of Science 30, sy. 4 (Aralık 2017): 152-61.
EndNote Bibi N (01 Aralık 2017) WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM. Gazi University Journal of Science 30 4 152–161.
IEEE N. Bibi, “WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM”, Gazi University Journal of Science, c. 30, sy. 4, ss. 152–161, 2017.
ISNAD Bibi, Nargis. “WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM”. Gazi University Journal of Science 30/4 (Aralık 2017), 152-161.
JAMA Bibi N. WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM. Gazi University Journal of Science. 2017;30:152–161.
MLA Bibi, Nargis. “WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM”. Gazi University Journal of Science, c. 30, sy. 4, 2017, ss. 152-61.
Vancouver Bibi N. WEB BASED WEATHER VISUALIZATION AND FORECASTING SYSTEM. Gazi University Journal of Science. 2017;30(4):152-61.