Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea
Satellite-derived solar irradiance is advantageous in solar resource assessment due to its high spatiotemporal availability, but its discrepancies to ground-observed values remain an issue for reliability. Site adaptation can be employed to correct these errors by using short-term high-quality groun...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2022-11-01
|
| Series: | Energies |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1996-1073/15/23/9010 |
| _version_ | 1797463276125159424 |
|---|---|
| author | Elvina Faustina Dhata Chang Ki Kim Hyun-Goo Kim Boyoung Kim Myeongchan Oh |
| author_facet | Elvina Faustina Dhata Chang Ki Kim Hyun-Goo Kim Boyoung Kim Myeongchan Oh |
| author_sort | Elvina Faustina Dhata |
| collection | DOAJ |
| description | Satellite-derived solar irradiance is advantageous in solar resource assessment due to its high spatiotemporal availability, but its discrepancies to ground-observed values remain an issue for reliability. Site adaptation can be employed to correct these errors by using short-term high-quality ground-observed values. Recent studies have highlighted the benefits of the sequential procedure of a regressive and a distribution-mapping technique in comparison to their individual counterparts. In this paper, we attempted to improve the sequential procedure by using various distribution mapping techniques in addition to the previously proposed quantile mapping. We applied these site-adaptation techniques on the global horizontal irradiance (GHI) and direct normal irradiance (DNI) obtained from the UASIBS-KIER model in Daejeon, South Korea. The best technique, determined by a ranking methodology, can reduce the mean bias from −5.04% and 13.51% to −0.45% and −2.02% for GHI and DNI, respectively, and improve distribution similarity by 2.5 times and 4 times for GHI and DNI, respectively. Partial regression and residual plot analysis were attempted to examine our finding that the sequential procedure is better than individual techniques for GHI, whereas the opposite is true for DNI. This is an initial study to achieve generalized site-adaptation techniques for the UASIBS-KIER model output. |
| first_indexed | 2024-03-09T17:48:24Z |
| format | Article |
| id | doaj.art-632ec01a22cf4f56bbf3f1e43a42b36a |
| institution | Directory Open Access Journal |
| issn | 1996-1073 |
| language | English |
| last_indexed | 2024-03-09T17:48:24Z |
| publishDate | 2022-11-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Energies |
| spelling | doaj.art-632ec01a22cf4f56bbf3f1e43a42b36a2023-11-24T10:53:54ZengMDPI AGEnergies1996-10732022-11-011523901010.3390/en15239010Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South KoreaElvina Faustina Dhata0Chang Ki Kim1Hyun-Goo Kim2Boyoung Kim3Myeongchan Oh4New and Renewable Energy Resource Map Laboratory, Korea Institute of Energy Research, Daejeon 34129, Republic of KoreaNew and Renewable Energy Resource Map Laboratory, Korea Institute of Energy Research, Daejeon 34129, Republic of KoreaNew and Renewable Energy Resource Map Laboratory, Korea Institute of Energy Research, Daejeon 34129, Republic of KoreaNew and Renewable Energy Resource Map Laboratory, Korea Institute of Energy Research, Daejeon 34129, Republic of KoreaNew and Renewable Energy Resource Map Laboratory, Korea Institute of Energy Research, Daejeon 34129, Republic of KoreaSatellite-derived solar irradiance is advantageous in solar resource assessment due to its high spatiotemporal availability, but its discrepancies to ground-observed values remain an issue for reliability. Site adaptation can be employed to correct these errors by using short-term high-quality ground-observed values. Recent studies have highlighted the benefits of the sequential procedure of a regressive and a distribution-mapping technique in comparison to their individual counterparts. In this paper, we attempted to improve the sequential procedure by using various distribution mapping techniques in addition to the previously proposed quantile mapping. We applied these site-adaptation techniques on the global horizontal irradiance (GHI) and direct normal irradiance (DNI) obtained from the UASIBS-KIER model in Daejeon, South Korea. The best technique, determined by a ranking methodology, can reduce the mean bias from −5.04% and 13.51% to −0.45% and −2.02% for GHI and DNI, respectively, and improve distribution similarity by 2.5 times and 4 times for GHI and DNI, respectively. Partial regression and residual plot analysis were attempted to examine our finding that the sequential procedure is better than individual techniques for GHI, whereas the opposite is true for DNI. This is an initial study to achieve generalized site-adaptation techniques for the UASIBS-KIER model output.https://www.mdpi.com/1996-1073/15/23/9010site-adaptationsatellite-derived solar irradianceUASIBS-KIER modelGHIDNIsolar energy resource assessment |
| spellingShingle | Elvina Faustina Dhata Chang Ki Kim Hyun-Goo Kim Boyoung Kim Myeongchan Oh Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea Energies site-adaptation satellite-derived solar irradiance UASIBS-KIER model GHI DNI solar energy resource assessment |
| title | Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea |
| title_full | Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea |
| title_fullStr | Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea |
| title_full_unstemmed | Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea |
| title_short | Site-Adaptation for Correcting Satellite-Derived Solar Irradiance: Performance Comparison between Various Regressive and Distribution Mapping Techniques for Application in Daejeon, South Korea |
| title_sort | site adaptation for correcting satellite derived solar irradiance performance comparison between various regressive and distribution mapping techniques for application in daejeon south korea |
| topic | site-adaptation satellite-derived solar irradiance UASIBS-KIER model GHI DNI solar energy resource assessment |
| url | https://www.mdpi.com/1996-1073/15/23/9010 |
| work_keys_str_mv | AT elvinafaustinadhata siteadaptationforcorrectingsatellitederivedsolarirradianceperformancecomparisonbetweenvariousregressiveanddistributionmappingtechniquesforapplicationindaejeonsouthkorea AT changkikim siteadaptationforcorrectingsatellitederivedsolarirradianceperformancecomparisonbetweenvariousregressiveanddistributionmappingtechniquesforapplicationindaejeonsouthkorea AT hyungookim siteadaptationforcorrectingsatellitederivedsolarirradianceperformancecomparisonbetweenvariousregressiveanddistributionmappingtechniquesforapplicationindaejeonsouthkorea AT boyoungkim siteadaptationforcorrectingsatellitederivedsolarirradianceperformancecomparisonbetweenvariousregressiveanddistributionmappingtechniquesforapplicationindaejeonsouthkorea AT myeongchanoh siteadaptationforcorrectingsatellitederivedsolarirradianceperformancecomparisonbetweenvariousregressiveanddistributionmappingtechniquesforapplicationindaejeonsouthkorea |