CATATAN dari WRI: WRI memutuskan untuk berhenti memperbarui notifikasi FORMA. Tujuannya adalah
untuk menyederhanakan pengalaman pengguna Global Forest Watch dan mengurangi redundansi.
Kami mendapati bahwa Terra-i dan
GLAD lebih sering digunakan.
Selain itu, dengan menggunakan GLAD sebagai standar, Terra-i terbukti lebih unggul daripada FORMA secara global.
Peringatan FORMA dideteksi menggunakan kombinasi dua produk MODIS: NDVI (Normalized Difference Vegetation Index) dan FIRMS (Fires Information for Resource Management System). NDVI diperbarui setiap 16 hari, sedangkan data kebakaran diperbarui setiap hari. Model
dikembangkan secara terpisah untuk setiap kelompok ekologi guna menghubungkan dua input dengan
area pembukaan lahan, menggunakan data kehilangan tutupan pohon tahunan Hansen untuk melatih
model. Nilai minimum untuk memenuhi syarat sebagai pemberitahuan adalah 25% piksel yang dibersihkan, meskipun nilai minimum bervariasi menurut kelompok ekologi untuk meminimalkan positif palsu.
Berikut adalah contoh skrip
untuk pengantar singkat tentang set data FORMA.
Gambar dalam ImageCollection ini berisi "t-statistik yang dibalik dan dikoreksi" yang digunakan dalam menghitung NTT, indeks warna vegetasi yang berasal dari NDVI MODIS yang digunakan FORMA untuk mengukur kecokelatan. Menggunakan peredam jumlah pada
berbagai rentang tanggal di ImageCollection ini menghasilkan gambar "NTT".
Gambar rusak karena "ecogroup".
Band
Ukuran Piksel 250 meter
Band
Nama
Min
Maks
Ukuran Piksel
Deskripsi
tstat_r
0*
25,41*
meter
T-statistik yang dibalik dan diperbaiki, yaitu (max(0,-t_stat)).
* perkiraan nilai min atau maks
Properti Gambar
Properti Gambar
Nama
Jenis
Deskripsi
tahun
INT
Tahun data terbaru yang disertakan dalam set data
dua mingguan
INT
Periode dua mingguan (setiap 16 hari) dalam setahun
ecogroup_id
STRING
ID ecogroup terkait
Persyaratan Penggunaan
Persyaratan Penggunaan
Set data FORMA tersedia tanpa batasan
penggunaan atau distribusi. WRI meminta agar pengguna memberikan atribusi yang tepat dan mengidentifikasi WRI dan GFW, jika berlaku, sebagai sumber data.
CATATAN dari WRI: WRI memutuskan untuk berhenti memperbarui notifikasi FORMA. Tujuannya adalah untuk menyederhanakan pengalaman pengguna Global Forest Watch dan mengurangi redundansi. Kami mendapati bahwa Terra-i dan GLAD lebih sering digunakan. Selain itu, dengan menggunakan GLAD sebagai standar, Terra-i mengungguli FORMA secara global. Peringatan FORMA terdeteksi …
[null,null,[],[[["\u003cp\u003eThe FORMA dataset provides MODIS-based vegetation change alerts, specifically "reversed rectified t-statistics" used to measure browning, with a resolution of 250 meters.\u003c/p\u003e\n"],["\u003cp\u003eWRI has discontinued updating FORMA alerts, recommending Terra-i and GLAD as preferred alternatives due to their performance and user experience.\u003c/p\u003e\n"],["\u003cp\u003eFORMA alerts were generated using NDVI and FIRMS data, trained with Hansen tree cover loss data, and triggered when 25% or more of a pixel was cleared.\u003c/p\u003e\n"],["\u003cp\u003eThe dataset is organized by ecogroups and includes bi-weekly periods for the years 2012 to 2019.\u003c/p\u003e\n"],["\u003cp\u003eThe FORMA datasets are available for use without restriction, but attribution to WRI and GFW is requested.\u003c/p\u003e\n"]]],["The WRI/GFW/FORMA vegetation t-statistics dataset, provided by the World Resources Institute/Global Forest Watch, spans from 2012 to 2019. It uses MODIS-derived NDVI and FIRMS data to detect forest clearing alerts, updating NDVI every 16 days and fire data daily. Alerts are generated when at least 25% of a pixel is cleared. The dataset, which is no longer updated, provides reversed rectified t-statistics used to measure vegetation browning and is broken down by ecogroup with 250-meter pixel size.\n"],null,["# FORMA Vegetation T-Statistics\n\nDataset Availability\n: 2012-01-01T00:00:00Z--2019-04-23T00:00:00Z\n\nDataset Provider\n:\n\n\n [World Resources Institute / Global Forest Watch](https://www.globalforestwatch.org/)\n\nTags\n:\n[daily](/earth-engine/datasets/tags/daily) [deforestation](/earth-engine/datasets/tags/deforestation) [forest](/earth-engine/datasets/tags/forest) [forest-biomass](/earth-engine/datasets/tags/forest-biomass) [forma](/earth-engine/datasets/tags/forma) [gfw](/earth-engine/datasets/tags/gfw) [modis](/earth-engine/datasets/tags/modis) [monitoring](/earth-engine/datasets/tags/monitoring) [wri](/earth-engine/datasets/tags/wri) \n\n#### Description\n\n**NOTE from WRI** : WRI decided to stop updating FORMA alerts. The goal was\nto simplify the [Global Forest Watch](https://www.globalforestwatch.org)\nuser experience and reduce redundancy.\nWe found that [Terra-i](http://www.terra-i.org/terra-i.html) and\n[GLAD](https://glad-forest-alert.appspot.com/) were more frequently used.\nMoreover, using GLAD as a standard, found that Terra-i outperformed\nFORMA globally.\n\nFORMA alerts are detected using a combination of two MODIS\nproducts: NDVI (Normalized Difference Vegetation Index) and FIRMS\n(Fires Information for Resource Management System). NDVI updates are\nprocessed every 16 days, while fire updates are processed daily. Models\nare developed individually for each ecogroup to relate the two inputs to\nthe area of clearing, using the Hansen annual tree cover loss data to train\nthe model. The minimum threshold to qualify as an alert is 25% of the pixel\ncleared, though thresholds vary by ecogroup to minimize false positives.\nHere is an [example script](https://code.earthengine.google.com/f29b1e4360f3fc36847bd789ceeb20f6)\nfor a quick introduction to the FORMA datasets.\n\nThe images in this ImageCollection contain the \"reversed rectified\nt-statistics\" used in calculating NTT, the vegetation color index derived\nfrom MODIS NDVI that FORMA uses to measure browning. Using a sum reducer on\nover various date ranges in this ImageCollection produces an \"NTT\" image.\n\nThe images are broken by \"ecogroup\".\n\n### Bands\n\n\n**Pixel Size**\n\n250 meters\n\n**Bands**\n\n| Name | Min | Max | Pixel Size | Description |\n|-----------|-----|---------|------------|--------------------------------------------------------|\n| `tstat_r` | 0\\* | 25.41\\* | meters | Reversed rectified, ie (max(0,-t_stat)), t-statistics. |\n\n\\* estimated min or max value\n\n### Image Properties\n\n**Image Properties**\n\n| Name | Type | Description |\n|-------------|--------|------------------------------------------------------|\n| year | INT | Year of the most recent data included in the dataset |\n| biweekly | INT | The biweekly (every 16 days) period of the year |\n| ecogroup_id | STRING | ID of associated ecogroup |\n\n### Terms of Use\n\n**Terms of Use**\n\nThe FORMA datasets are available without restriction\non use or distribution. WRI does request that the\nuser give proper attribution and identify WRI and GFW, where applicable,\nas the source of the data.\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('WRI/GFW/FORMA/vegetation_tstats')\n .filter(ee.Filter.date('2018-07-01', '2018-07-15'));\nvar tstat = dataset.select('tstat_r');\nvar visParams = {\n min: 0,\n max: 1,\n};\nMap.setCenter(26, -8, 3);\nMap.addLayer(tstat, visParams, 'Reversed rectified t-statistics');\n```\n[Open in Code Editor](https://code.earthengine.google.com/?scriptPath=Examples:Datasets/WRI/WRI_GFW_FORMA_vegetation_tstats) \n[FORMA Vegetation T-Statistics](/earth-engine/datasets/catalog/WRI_GFW_FORMA_vegetation_tstats) \nNOTE from WRI: WRI decided to stop updating FORMA alerts. The goal was to simplify the Global Forest Watch user experience and reduce redundancy. We found that Terra-i and GLAD were more frequently used. Moreover, using GLAD as a standard, found that Terra-i outperformed FORMA globally. FORMA alerts are detected ... \nWRI/GFW/FORMA/vegetation_tstats, daily,deforestation,forest,forest-biomass,forma,gfw,modis,monitoring,wri \n2012-01-01T00:00:00Z/2019-04-23T00:00:00Z \n-50 -120 40 180 \nGoogle Earth Engine \nhttps://developers.google.com/earth-engine/datasets\n\n- [](https://doi.org/https://www.globalforestwatch.org/)\n- [](https://doi.org/https://developers.google.com/earth-engine/datasets/catalog/WRI_GFW_FORMA_vegetation_tstats)"]]
