On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia
The radiation data is important for solar data analysis which is significantly for modeling, designing on energy conversion system development and outputting it as a variable that is needed by other related scientific researches.Obtaining the complete data for solar intensity is a tough job when the...
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| Format: | Article |
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Pushpa Publishing House
2016
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| author | Zainudin, Mohd Lutfi Saaban, Azizan Abu Bakar, Mohd Nazari |
| author_facet | Zainudin, Mohd Lutfi Saaban, Azizan Abu Bakar, Mohd Nazari |
| author_sort | Zainudin, Mohd Lutfi |
| collection | UUM |
| description | The radiation data is important for solar data analysis which is significantly for modeling, designing on energy conversion system development and outputting it as a variable that is needed by other related scientific researches.Obtaining the complete data for solar intensity is a tough job when the technical problem is raised either from the sensor’s devices or faulty data transmission. Next, missing values occur accordingly.As a solution, missing value estimation has been introduced to substitute the absent values with imputed values.This article is highlighted to propose cubic Bézier interpolation as potential techniques to generate replacement values. Afterwards, compare the performance capability of few submitted interpolation techniques dealing with difference amount of simulated missing data. Based on our knowledge, curiosity works for replaceable values by applying Bézier interpolation on solar radiation data is limited. The cubic Bézier interpolation performs very well on both areas but the most effective condition is at the lower missing values and higher absent values that come from Alor Setar and Penang cities, respectively, which offer the lowest RMSE value and the r² value nearest to 1 |
| first_indexed | 2024-07-04T06:11:03Z |
| format | Article |
| id | uum-19637 |
| institution | Universiti Utara Malaysia |
| last_indexed | 2024-07-04T06:11:03Z |
| publishDate | 2016 |
| publisher | Pushpa Publishing House |
| record_format | eprints |
| spelling | uum-196372016-11-15T08:11:56Z https://repo.uum.edu.my/id/eprint/19637/ On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia Zainudin, Mohd Lutfi Saaban, Azizan Abu Bakar, Mohd Nazari QA75 Electronic computers. Computer science The radiation data is important for solar data analysis which is significantly for modeling, designing on energy conversion system development and outputting it as a variable that is needed by other related scientific researches.Obtaining the complete data for solar intensity is a tough job when the technical problem is raised either from the sensor’s devices or faulty data transmission. Next, missing values occur accordingly.As a solution, missing value estimation has been introduced to substitute the absent values with imputed values.This article is highlighted to propose cubic Bézier interpolation as potential techniques to generate replacement values. Afterwards, compare the performance capability of few submitted interpolation techniques dealing with difference amount of simulated missing data. Based on our knowledge, curiosity works for replaceable values by applying Bézier interpolation on solar radiation data is limited. The cubic Bézier interpolation performs very well on both areas but the most effective condition is at the lower missing values and higher absent values that come from Alor Setar and Penang cities, respectively, which offer the lowest RMSE value and the r² value nearest to 1 Pushpa Publishing House 2016 Article PeerReviewed Zainudin, Mohd Lutfi and Saaban, Azizan and Abu Bakar, Mohd Nazari (2016) On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia. Far East Journal of Mathematical Sciences (FJMS), 100 (2). pp. 271-290. ISSN 0972-0871 http://doi.org/10.17654/MS100020271 doi:10.17654/MS100020271 doi:10.17654/MS100020271 |
| spellingShingle | QA75 Electronic computers. Computer science Zainudin, Mohd Lutfi Saaban, Azizan Abu Bakar, Mohd Nazari On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia |
| title | On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia |
| title_full | On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia |
| title_fullStr | On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia |
| title_full_unstemmed | On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia |
| title_short | On comparison of estimation techniques for solar radiation missing data at Alor Setar and Penang area in northern peninsular Malaysia |
| title_sort | on comparison of estimation techniques for solar radiation missing data at alor setar and penang area in northern peninsular malaysia |
| topic | QA75 Electronic computers. Computer science |
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