Alejandra Isaza , Jason P. Evans , Merlinde Kay , Abhnil Prasad , Stephen Brember
{"title":"利用高分辨率模拟 2019-20 年澳大利亚丛林大火对太阳能光伏发电的影响","authors":"Alejandra Isaza , Jason P. Evans , Merlinde Kay , Abhnil Prasad , Stephen Brember","doi":"10.1016/j.solener.2024.113025","DOIUrl":null,"url":null,"abstract":"<div><div>As a key component of the clean energy transition, solar photovoltaic (PV) generation is expanding rapidly. Atmospheric aerosols affect solar resources, reducing usable radiation and decreasing PV potential. To investigate the aerosols role on Australian PV potential, the WRF-Solar model is used to simulate the 2019 climate, focusing on the summer bushfire season. Four experiments with different aerosol configurations were conducted, in a 10-km grid spacing domain in continental Australia and a 2-km nested domain over New South Wales. The control experiment (no aerosols) is compared with three experiments that incorporate climatological and time-varying aerosol optical depth (AOD) from the Modern-Era Retrospective Analysis for Research and Applications Version 2 (MERRA2) and Himawari-8 satellite. The results of the simulated global horizontal irradiance (GHI) and direct normal irradiance (DNI) are evaluated against observations. The resultant PV power potential for each experiment is estimated using a resource-to-power conversion model. During the bushfire season, the inclusion of MERRA2 AOD significantly improved the simulation of solar irradiance, especially the DNI, compared to ground stations (up to 83% bias improvement) and satellite-derived irradiance (up to 18% improvement in the root mean square deviation). The inclusion of Himawari-8 AOD data is also beneficial, but its spatio-temporal coverage is highly limited due to the large number of gaps from cloudy pixels. Reductions of up to 16% in the PV power potential were evident in the experiment including MERRA2 3-hourly AOD compared to the control experiment, demonstrating the importance of including time-varying aerosols when simulating the PV energy production.</div></div>","PeriodicalId":428,"journal":{"name":"Solar Energy","volume":"284 ","pages":"Article 113025"},"PeriodicalIF":6.0000,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Impacts of 2019–20 Australian bushfires on solar photovoltaic generation using high-resolution simulations\",\"authors\":\"Alejandra Isaza , Jason P. Evans , Merlinde Kay , Abhnil Prasad , Stephen Brember\",\"doi\":\"10.1016/j.solener.2024.113025\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>As a key component of the clean energy transition, solar photovoltaic (PV) generation is expanding rapidly. Atmospheric aerosols affect solar resources, reducing usable radiation and decreasing PV potential. To investigate the aerosols role on Australian PV potential, the WRF-Solar model is used to simulate the 2019 climate, focusing on the summer bushfire season. Four experiments with different aerosol configurations were conducted, in a 10-km grid spacing domain in continental Australia and a 2-km nested domain over New South Wales. The control experiment (no aerosols) is compared with three experiments that incorporate climatological and time-varying aerosol optical depth (AOD) from the Modern-Era Retrospective Analysis for Research and Applications Version 2 (MERRA2) and Himawari-8 satellite. The results of the simulated global horizontal irradiance (GHI) and direct normal irradiance (DNI) are evaluated against observations. The resultant PV power potential for each experiment is estimated using a resource-to-power conversion model. During the bushfire season, the inclusion of MERRA2 AOD significantly improved the simulation of solar irradiance, especially the DNI, compared to ground stations (up to 83% bias improvement) and satellite-derived irradiance (up to 18% improvement in the root mean square deviation). The inclusion of Himawari-8 AOD data is also beneficial, but its spatio-temporal coverage is highly limited due to the large number of gaps from cloudy pixels. Reductions of up to 16% in the PV power potential were evident in the experiment including MERRA2 3-hourly AOD compared to the control experiment, demonstrating the importance of including time-varying aerosols when simulating the PV energy production.</div></div>\",\"PeriodicalId\":428,\"journal\":{\"name\":\"Solar Energy\",\"volume\":\"284 \",\"pages\":\"Article 113025\"},\"PeriodicalIF\":6.0000,\"publicationDate\":\"2024-11-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Solar Energy\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0038092X24007205\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENERGY & FUELS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Solar Energy","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0038092X24007205","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
Impacts of 2019–20 Australian bushfires on solar photovoltaic generation using high-resolution simulations
As a key component of the clean energy transition, solar photovoltaic (PV) generation is expanding rapidly. Atmospheric aerosols affect solar resources, reducing usable radiation and decreasing PV potential. To investigate the aerosols role on Australian PV potential, the WRF-Solar model is used to simulate the 2019 climate, focusing on the summer bushfire season. Four experiments with different aerosol configurations were conducted, in a 10-km grid spacing domain in continental Australia and a 2-km nested domain over New South Wales. The control experiment (no aerosols) is compared with three experiments that incorporate climatological and time-varying aerosol optical depth (AOD) from the Modern-Era Retrospective Analysis for Research and Applications Version 2 (MERRA2) and Himawari-8 satellite. The results of the simulated global horizontal irradiance (GHI) and direct normal irradiance (DNI) are evaluated against observations. The resultant PV power potential for each experiment is estimated using a resource-to-power conversion model. During the bushfire season, the inclusion of MERRA2 AOD significantly improved the simulation of solar irradiance, especially the DNI, compared to ground stations (up to 83% bias improvement) and satellite-derived irradiance (up to 18% improvement in the root mean square deviation). The inclusion of Himawari-8 AOD data is also beneficial, but its spatio-temporal coverage is highly limited due to the large number of gaps from cloudy pixels. Reductions of up to 16% in the PV power potential were evident in the experiment including MERRA2 3-hourly AOD compared to the control experiment, demonstrating the importance of including time-varying aerosols when simulating the PV energy production.
期刊介绍:
Solar Energy welcomes manuscripts presenting information not previously published in journals on any aspect of solar energy research, development, application, measurement or policy. The term "solar energy" in this context includes the indirect uses such as wind energy and biomass