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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/15885
Title: Optimized scenario of temperature forecasting using SOA and soft computing techniques
Authors: Nath A.
Niyogi, Rajdeep
Rath S.K.
Bansal J.C.
Das K.N.
Nagar A.
Pant M.
Deep K.
Published in: Proceedings of Advances in Intelligent Systems and Computing
Abstract: Weather forecasting at a given instant of time and location is a challenging activity as its data are continuous, highly intensive, multidimensional, and dynamic in nature. This paper presents an approach for maximum temperature forecasting over a given period of time using the service-oriented architecture (SOA) and soft computing techniques. SOA is used for collecting data of a particular location using the principles of SOA, i.e., reusability, interoperability, and composability. Large number of attributes of weather dataset gathered with the help of SOA concept can be curtailed sing one of the soft computing techniques, i.e., rough set theory (RST). The RST technique works by finding the relevant attributes and eliminating the irrelevant attribute which are not essential. The residual attributes are used to forecast temperature based on artificial neural network (ANN) technique. RST technique has been applied to improve the performance of ANN computationally as well as by its accuracy. © Springer Science+Business Media Singapore 2016.
Citation: Proceedings of Advances in Intelligent Systems and Computing, (2016), 127- 139
URI: https://doi.org/10.1007/978-981-10-0448-3_11
http://repository.iitr.ac.in/handle/123456789/15885
Issue Date: 2016
Publisher: Springer Verlag
Keywords: Artificial neural network (ANN)
Java business integration (JBI)
Rough set theory (RST)
Service-oriented architecture (SOA)
Temperature forecasting
ISBN: 9.78981E+12
ISSN: 21945357
Author Scopus IDs: 57188553302
35100732400
55428272300
Author Affiliations: Nath, A., Indian Institute of Technology Roorkee, Roorkee, Uttarakhand 247667, India
Niyogi, R., Indian Institute of Technology Roorkee, Roorkee, Uttarakhand 247667, India
Rath, S.K., National Institute of Technology Rourkela, Rourkela, Odisha 769008, India
Corresponding Author: Nath, A.; Indian Institute of Technology RoorkeeIndia; email: amardishilva@gmail.com
Appears in Collections:Conference Publications [CS]

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