A big data prediction framework for weather forecast using MapReduce algorithm
Weather forecasting plays a vital role in daily routine, businesses and their decisions. The process of weather forecasting is developing as the effect of advancement in technology right from the realization of increasing size of data, Weather forecasting was found to be based on big data. The resea...
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| Format: | Article |
| Language: | English |
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Publishing Technology
2017
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| Online Access: | http://umpir.ump.edu.my/id/eprint/28949/1/A%20big%20data%20prediction%20framework%20for%20weather%20forecast%20.pdf |
| _version_ | 1825813442513076224 |
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| author | Khalid, Adam Mazlina, Abdul Majid Fakherldin, Mohammed Adam Ibrahim Jasni, Mohamad Zain |
| author_facet | Khalid, Adam Mazlina, Abdul Majid Fakherldin, Mohammed Adam Ibrahim Jasni, Mohamad Zain |
| author_sort | Khalid, Adam |
| collection | UMP |
| description | Weather forecasting plays a vital role in daily routine, businesses and their decisions. The process of weather forecasting is developing as the effect of advancement in technology right from the realization of increasing size of data, Weather forecasting was found to be based on big data. The researchers have taken review with the objective to study the current forecasting process and methods, and the need of a data structure is recognized for handling the weather data, which is bigger in size, used for the process of weather forecasting. This paper presents a big data analysis framework for weather dataset based on MapReduce Algorithm, and offers not only weather dataset analysis, but also various analytic capabilities on huge amounts of data. However, this work establishes a guideline for researchers and industrial practitioners on how to analysis big data. |
| first_indexed | 2024-03-06T12:44:04Z |
| format | Article |
| id | UMPir28949 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:44:04Z |
| publishDate | 2017 |
| publisher | Publishing Technology |
| record_format | dspace |
| spelling | UMPir289492022-11-03T10:02:25Z http://umpir.ump.edu.my/id/eprint/28949/ A big data prediction framework for weather forecast using MapReduce algorithm Khalid, Adam Mazlina, Abdul Majid Fakherldin, Mohammed Adam Ibrahim Jasni, Mohamad Zain QA Mathematics QA76 Computer software Weather forecasting plays a vital role in daily routine, businesses and their decisions. The process of weather forecasting is developing as the effect of advancement in technology right from the realization of increasing size of data, Weather forecasting was found to be based on big data. The researchers have taken review with the objective to study the current forecasting process and methods, and the need of a data structure is recognized for handling the weather data, which is bigger in size, used for the process of weather forecasting. This paper presents a big data analysis framework for weather dataset based on MapReduce Algorithm, and offers not only weather dataset analysis, but also various analytic capabilities on huge amounts of data. However, this work establishes a guideline for researchers and industrial practitioners on how to analysis big data. Publishing Technology 2017-11 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/28949/1/A%20big%20data%20prediction%20framework%20for%20weather%20forecast%20.pdf Khalid, Adam and Mazlina, Abdul Majid and Fakherldin, Mohammed Adam Ibrahim and Jasni, Mohamad Zain (2017) A big data prediction framework for weather forecast using MapReduce algorithm. Advanced Science Letters, 23 (11). pp. 11138-11143. ISSN 1936-6612. (Published) https://doi.org/10.1166/asl.2017.10237 https://doi.org/10.1166/asl.2017.10237 |
| spellingShingle | QA Mathematics QA76 Computer software Khalid, Adam Mazlina, Abdul Majid Fakherldin, Mohammed Adam Ibrahim Jasni, Mohamad Zain A big data prediction framework for weather forecast using MapReduce algorithm |
| title | A big data prediction framework for weather forecast using MapReduce algorithm |
| title_full | A big data prediction framework for weather forecast using MapReduce algorithm |
| title_fullStr | A big data prediction framework for weather forecast using MapReduce algorithm |
| title_full_unstemmed | A big data prediction framework for weather forecast using MapReduce algorithm |
| title_short | A big data prediction framework for weather forecast using MapReduce algorithm |
| title_sort | big data prediction framework for weather forecast using mapreduce algorithm |
| topic | QA Mathematics QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/28949/1/A%20big%20data%20prediction%20framework%20for%20weather%20forecast%20.pdf |
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