正確な AET 情報は、灌漑、食料安全保障、環境管理にとって重要です。世界の多くの地域と同様に、オーストラリアでも水資源は限られており、AET は水収支の最大の消費要素です。オーストラリアでは、利用可能な水の 70% が農作物や牧草地の灌漑に使用されています。モニタリングの改善により、このセクターでの水の利用効率が向上し、節水された水は環境流量として利用できるようになります。また、地下水依存生態系（GDE）は、面積は小さいものの「生物多様性のホットスポット」です。水の必要量を把握することで、これらの重要な領域の管理を強化できます。AET は、集水域の水収支をモデル化するためにも使用できます。水収支（質量収支）の計算で使用する場合は、この AET 値にその月の日数を掛ける必要があります。
Juan P. Guerschman、Tim R. McVicar、Jamie Vleeshower、Thomas G. Van Niel,
Jorge L. Peña-Arancibia, Yun Chen. Estimating actual evapotranspiration at field-to-continent scales by calibrating the CMRSET algorithm with MODIS, VIIRS, Landsat and Sentinel-2 data, Journal of Hydrology, Volume 605, 2022, 127318, doi:10.1016/j.jhydrol.2021.127318。
[null,null,[],[[["\u003cp\u003eThe TERN/AET/CMRSET_LANDSAT_V2_2 dataset provides daily actual evapotranspiration (AET) estimates for Australia from 2000-02-01 to 2024-06-01.\u003c/p\u003e\n"],["\u003cp\u003eIt utilizes the CMRSET algorithm with Landsat data, incorporating blending and interpolation for cloud-free, gap-free coverage.\u003c/p\u003e\n"],["\u003cp\u003eAET data is crucial for managing water resources, especially in agriculture, and supports applications like irrigation and environmental monitoring.\u003c/p\u003e\n"],["\u003cp\u003eThe dataset is available at 30-meter resolution and includes a pixel QA band for data source and quality information.\u003c/p\u003e\n"],["\u003cp\u003eUsers are encouraged to contact the developers for updates or questions.\u003c/p\u003e\n"]]],[],null,["# Actual Evapotranspiration for Australia (CMRSET Landsat V2.2)\n\nDataset Availability\n: 2000-02-01T00:00:00Z--2024-06-01T00:00:00Z\n\nDataset Provider\n:\n\n\n [TERN Landscapes / CSIRO Land and Water](https://portal.tern.org.au/actual-evapotranspiration-australia-cmrset-algorithm/21915)\n\nTags\n:\n [agriculture](/earth-engine/datasets/tags/agriculture) [australia](/earth-engine/datasets/tags/australia) [csiro](/earth-engine/datasets/tags/csiro) [evaporation](/earth-engine/datasets/tags/evaporation) [evapotranspiration](/earth-engine/datasets/tags/evapotranspiration) [landsat-derived](/earth-engine/datasets/tags/landsat-derived) [tern](/earth-engine/datasets/tags/tern) [water-vapor](/earth-engine/datasets/tags/water-vapor) \nviirs-derived \n\n#### Description\n\nThis dataset provides accurate actual evapotranspiration (AET or ETa) for\nAustralia using the CMRSET algorithm. The AET band (named 'ETa') contains\nthe average daily value from the CMRSET model for all cloud-free Landsat\nobservations in that month (indicated with value 3 in the AET Data Source QA\nbits). After the Landsat 7 ETM+ Scan Line Corrector (SLC) failed on 31 May\n2003, Landsat 7 ETM+ data are only used if there are no cloud-free Landsat 5\nTM or Landsat 8 OLI data for that month. If there is no cloud-free Landsat\ndata available, pixels are infilled with blended data. The blended data will\nbe blended Landsat-MODIS until Feb 2012, then blended Landsat-VIIRS onwards\n(indicated with value 2 in the AET Data Source QA bits). If there is no\nblended data available in a month, then missing monthly AET values are\nlinearly interpolated (indicated with value 1 in the AET Data Source QA\nbits). This means monthly 30 m AET data covering all Australia, with no gaps\ndue to cloud, are available and ready to use.\n\nAccurate AET information is important for irrigation, food security, and\nenvironmental management. Like many other parts of the world, water\navailability in Australia is limited and AET is the largest consumptive\ncomponent of the water balance. In Australia 70% of available water is used\nfor crop and pasture irrigation. Better monitoring will support improved\nwater use efficiency in this sector, with any water savings available as\nenvironmental flows. Additionally, ground-water dependent ecosystems (GDE)\noccupy a small area yet are \"biodiversity hotspots\". Knowing their water\nneeds enables enhanced management of these critical areas. AET can also be\nused to model the catchment water balance. If used in water balance (mass\nbalance) calculations, then this AET value needs to be multiplied by the\nnumber of days in the month.\n\nTo let the developers know you are using this dataset, to get information on\nupdates, or if you have any questions please contact: tim.mcvicar@csiro.au,\ntom.vanniel@csiro.au, jamie.vleeshouwer@csiro.au.\n\n### Bands\n\n\n**Pixel Size**\n\n30 meters\n\n**Bands**\n\n| Name | Units | Pixel Size | Description |\n|------------|-------|------------|----------------------------------|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n| `ETa` | mm/d | meters | Average daily evapotranspiration |\n| `pixel_qa` | | meters | Pixel QA attributes |\n| Bitmask for pixel_qa - Bits 0-1: AET Data Source - 0: N/A (i.e., surrounding oceans) - 1: AET value was linearly interpolated. - 2: AET value was from data blending. (CMRSET_MCD43_C6_LANDSAT_V2_0 until Feb 2012, then CMRSET_VIIRS_LANDSAT_V2_0 onwards) - 3: AET value was from CMRSET_LANDSAT_V2_0 - Bit 2: Condensation Adjustment - 0: AET value was not adjusted. - 1: AET value was adjusted to 0 mm/day (due to a negative value). - Bits 3-6: Number of Landsat observations used for this pixel (0-15). - Bit 7: SLC-Off - 0: SLC-Off was not applied. - 1: SLC-Off was applied to Landsat 7 (may contain sensor artifacts). ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n\n### Terms of Use\n\n**Terms of Use**\n\n[CC-BY-4.0](https://spdx.org/licenses/CC-BY-4.0.html)\n\n### Citations\n\nCitations:\n\n- Juan P. Guerschman, Tim R. McVicar, Jamie Vleeshower, Thomas G. Van Niel,\n Jorge L. Peña-Arancibia, Yun Chen. Estimating actual evapotranspiration at\n field-to-continent scales by calibrating the CMRSET algorithm with MODIS,\n VIIRS, Landsat and Sentinel-2 data, Journal of Hydrology, Volume 605, 2022,\n 127318,\n [doi:10.1016/j.jhydrol.2021.127318](https://doi.org/10.1016/j.jhydrol.2021.127318).\n\n### DOIs\n\n- \u003chttps://doi.org/10.1016/j.jhydrol.2021.127318\u003e\n\n### Explore with Earth Engine\n\n| **Important:** Earth Engine is a platform for petabyte-scale scientific analysis and visualization of geospatial datasets, both for public benefit and for business and government users. Earth Engine is free to use for research, education, and nonprofit use. To get started, please [register for Earth Engine access.](https://console.cloud.google.com/earth-engine)\n\n### Code Editor (JavaScript)\n\n```javascript\nvar dataset = ee.ImageCollection('TERN/AET/CMRSET_LANDSAT_V2_2');\n\nvar visualization = {\n bands: ['ETa'],\n min: 0,\n max: 7,\n palette: ['d7191c', 'fdae61', 'ffffbf', 'abd9e9', '2c7bb6']\n};\n\nMap.setCenter(132, -27, 4);\n\nMap.addLayer(\n dataset, visualization, 'Average daily evapotranspiration (mm/day)');\n```\n[Open in Code Editor](https://code.earthengine.google.com/?scriptPath=Examples:Datasets/TERN/TERN_AET_CMRSET_LANDSAT_V2_2) \n[Actual Evapotranspiration for Australia (CMRSET Landsat V2.2)](/earth-engine/datasets/catalog/TERN_AET_CMRSET_LANDSAT_V2_2) \nThis dataset provides accurate actual evapotranspiration (AET or ETa) for Australia using the CMRSET algorithm. The AET band (named 'ETa') contains the average daily value from the CMRSET model for all cloud-free Landsat observations in that month (indicated with value 3 in the AET Data Source QA bits). After the ... \nTERN/AET/CMRSET_LANDSAT_V2_2, agriculture,australia,csiro,evaporation,evapotranspiration,landsat-derived,tern,water-vapor \n2000-02-01T00:00:00Z/2024-06-01T00:00:00Z \n-45 110 -10 155 \nGoogle Earth Engine \nhttps://developers.google.com/earth-engine/datasets\n\n- [https://doi.org/10.1016/j.jhydrol.2021.127318](https://doi.org/https://portal.tern.org.au/actual-evapotranspiration-australia-cmrset-algorithm/21915)\n- [https://doi.org/10.1016/j.jhydrol.2021.127318](https://doi.org/https://developers.google.com/earth-engine/datasets/catalog/TERN_AET_CMRSET_LANDSAT_V2_2)"]]
