Changes
On March 10, 2021 at 12:26:36 PM UTC,
-
Updated description of resource GEE (Google Earth Engine) script (JavaScript) to derived the output map (v1.0) in Cropland and grassland map of Switzerland based on Sentinel-2 data from
The code used in Google Earth Engine to derive the cropland, grassland and shrubland map of Switzerland
to!!! Please check out the newer version in the repository !!! The code used in Google Earth Engine to derive the cropland, grassland and shrubland map of Switzerland
f | 1 | { | f | 1 | { |
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4 | \"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", \"identifier\": | 4 | \"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", \"identifier\": | ||
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8 | \"given_name\": \"Nica\", \"identifier\": \"0000-0001-5427-6836\", | 8 | \"given_name\": \"Nica\", \"identifier\": \"0000-0001-5427-6836\", | ||
9 | \"name\": \"Huber\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": | 9 | \"name\": \"Huber\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": | ||
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11 | \"email\": \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", | 11 | \"email\": \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", | ||
12 | \"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}, | 12 | \"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}, | ||
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14 | \"affiliation_03\": \"\", \"data_credit\": \"collection\", \"email\": | 14 | \"affiliation_03\": \"\", \"data_credit\": \"collection\", \"email\": | ||
15 | \"christian.ginzler@wsl.ch\", \"given_name\": \"Christian\", | 15 | \"christian.ginzler@wsl.ch\", \"given_name\": \"Christian\", | ||
16 | \"identifier\": \"0000-0001-6365-2151\", \"name\": \"Ginzler\"}, | 16 | \"identifier\": \"0000-0001-6365-2151\", \"name\": \"Ginzler\"}, | ||
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19 | \"bronwyn.price@wsl.ch\", \"given_name\": \"Bronwyn\", \"identifier\": | 19 | \"bronwyn.price@wsl.ch\", \"given_name\": \"Bronwyn\", \"identifier\": | ||
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21 | "author_email": null, | 21 | "author_email": null, | ||
22 | "creator_user_id": "952d204e-0c2b-43a5-bacc-681a2d4088e4", | 22 | "creator_user_id": "952d204e-0c2b-43a5-bacc-681a2d4088e4", | ||
23 | "date": "[{\"date\": \"2021-01-18\", \"date_type\": \"created\", | 23 | "date": "[{\"date\": \"2021-01-18\", \"date_type\": \"created\", | ||
24 | \"end_date\": \"\"}]", | 24 | \"end_date\": \"\"}]", | ||
25 | "doi": "10.16904/envidat.205", | 25 | "doi": "10.16904/envidat.205", | ||
26 | "funding": "[{\"grant_number\": \"\", \"institution\": \"WSL\", | 26 | "funding": "[{\"grant_number\": \"\", \"institution\": \"WSL\", | ||
27 | \"institution_url\": \"\"}, {\"grant_number\": \"\", \"institution\": | 27 | \"institution_url\": \"\"}, {\"grant_number\": \"\", \"institution\": | ||
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29 | "groups": [], | 29 | "groups": [], | ||
30 | "id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | 30 | "id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | ||
31 | "isopen": true, | 31 | "isopen": true, | ||
32 | "language": "en", | 32 | "language": "en", | ||
33 | "license_id": "odc-odbl", | 33 | "license_id": "odc-odbl", | ||
34 | "license_title": "ODbL with Database Contents License (DbCL)", | 34 | "license_title": "ODbL with Database Contents License (DbCL)", | ||
35 | "license_url": "https://opendefinition.org/licenses/odc-odbl", | 35 | "license_url": "https://opendefinition.org/licenses/odc-odbl", | ||
36 | "maintainer": "{\"affiliation\": \"Swiss Federal Research Institute | 36 | "maintainer": "{\"affiliation\": \"Swiss Federal Research Institute | ||
37 | WSL\", \"email\": \"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", | 37 | WSL\", \"email\": \"robert.pazur@wsl.ch\", \"given_name\": \"Robert\", | ||
38 | \"identifier\": \"0000-0002-9600-7420\", \"name\": \"Paz\u00far\"}", | 38 | \"identifier\": \"0000-0002-9600-7420\", \"name\": \"Paz\u00far\"}", | ||
39 | "maintainer_email": null, | 39 | "maintainer_email": null, | ||
40 | "metadata_created": "2021-01-23T17:12:00.238656", | 40 | "metadata_created": "2021-01-23T17:12:00.238656", | ||
n | 41 | "metadata_modified": "2021-03-10T12:26:03.926699", | n | 41 | "metadata_modified": "2021-03-10T12:26:36.618996", |
42 | "name": | 42 | "name": | ||
43 | "cropland-and-grassland-map-of-switzerland-based-on-sentinel-2-data", | 43 | "cropland-and-grassland-map-of-switzerland-based-on-sentinel-2-data", | ||
44 | "notes": "We developed a map of cropland and grassland allocation | 44 | "notes": "We developed a map of cropland and grassland allocation | ||
45 | for Switzerland based on several indices dominantly derived from | 45 | for Switzerland based on several indices dominantly derived from | ||
46 | Sentinel-2 satellite imagery captured over multiple growing seasons. | 46 | Sentinel-2 satellite imagery captured over multiple growing seasons. | ||
47 | The classification model was trained based on parcel-based data | 47 | The classification model was trained based on parcel-based data | ||
48 | derived from landholder reporting. The mapping was conducted on Google | 48 | derived from landholder reporting. The mapping was conducted on Google | ||
49 | Earth Engine platform using random forest classifier. Areas of high | 49 | Earth Engine platform using random forest classifier. Areas of high | ||
50 | vegetation, shrubland, sealed surface and non-vegetated areas were | 50 | vegetation, shrubland, sealed surface and non-vegetated areas were | ||
51 | masked out from the country-wide map. The resulting map has high | 51 | masked out from the country-wide map. The resulting map has high | ||
52 | accuracy in lowlands as well as mountainous areas. \r\n", | 52 | accuracy in lowlands as well as mountainous areas. \r\n", | ||
53 | "num_resources": 10, | 53 | "num_resources": 10, | ||
54 | "num_tags": 10, | 54 | "num_tags": 10, | ||
55 | "organization": { | 55 | "organization": { | ||
56 | "approval_status": "approved", | 56 | "approval_status": "approved", | ||
57 | "created": "2017-04-20T16:51:21.920128", | 57 | "created": "2017-04-20T16:51:21.920128", | ||
58 | "description": "We develop and apply comprehensive and robust | 58 | "description": "We develop and apply comprehensive and robust | ||
59 | methods to extract and classify natural objects from continuous and | 59 | methods to extract and classify natural objects from continuous and | ||
60 | discrete raster datasets. Relevant features are acquired to describe | 60 | discrete raster datasets. Relevant features are acquired to describe | ||
61 | changes in landscape and land resources at different levels using | 61 | changes in landscape and land resources at different levels using | ||
62 | image data. Mathematical-statistical methods are adopted for automatic | 62 | image data. Mathematical-statistical methods are adopted for automatic | ||
63 | detection and description of image objects. Thus we contribute | 63 | detection and description of image objects. Thus we contribute | ||
64 | concepts, methods and data to describe/detect area wide changes and | 64 | concepts, methods and data to describe/detect area wide changes and | ||
65 | processes in the resources of landscape.\r\n\r\n### Tasks and main | 65 | processes in the resources of landscape.\r\n\r\n### Tasks and main | ||
66 | research\r\n\r\n* Development and application of methods to extract | 66 | research\r\n\r\n* Development and application of methods to extract | ||
67 | natural objects from continuous data.\r\n* Development of methods for | 67 | natural objects from continuous data.\r\n* Development of methods for | ||
68 | a comprehensive description of natural and anthropogenetic boundaries | 68 | a comprehensive description of natural and anthropogenetic boundaries | ||
69 | in continuous pattern (e.g. map signatures, vegetation transition, | 69 | in continuous pattern (e.g. map signatures, vegetation transition, | ||
70 | forest borders).\r\n* Development and application of methods to | 70 | forest borders).\r\n* Development and application of methods to | ||
71 | extract 3D-information from remotely sensed data for description of | 71 | extract 3D-information from remotely sensed data for description of | ||
72 | natural structures and changes. The main focus lies on wood and its | 72 | natural structures and changes. The main focus lies on wood and its | ||
73 | embedding/interaction within/with the landscape.\r\n* Conception and | 73 | embedding/interaction within/with the landscape.\r\n* Conception and | ||
74 | development of data acquisition based on high resolution remote | 74 | development of data acquisition based on high resolution remote | ||
75 | sensing data.\r\n* Conception, development and maintenance of the | 75 | sensing data.\r\n* Conception, development and maintenance of the | ||
76 | software interface in area wide data acquisition using airborne remote | 76 | software interface in area wide data acquisition using airborne remote | ||
77 | sensing data.\r\n* Scientific expert advice and support in the fields | 77 | sensing data.\r\n* Scientific expert advice and support in the fields | ||
78 | of photogrammetry and survey at WSL. Maintenance, enhancements and | 78 | of photogrammetry and survey at WSL. Maintenance, enhancements and | ||
79 | future development in these specific fields.\r\n* Adequate | 79 | future development in these specific fields.\r\n* Adequate | ||
80 | presentation of scientific results on national level and in noted | 80 | presentation of scientific results on national level and in noted | ||
81 | international journals and at international | 81 | international journals and at international | ||
82 | congresses/workshops/symposia.\r\n\r\n__Further information__: | 82 | congresses/workshops/symposia.\r\n\r\n__Further information__: | ||
83 | l/organization/research-units/landscape-dynamics/remote-sensing.html", | 83 | l/organization/research-units/landscape-dynamics/remote-sensing.html", | ||
84 | "id": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | 84 | "id": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | ||
85 | "image_url": "2018-07-10-102816.481589LogoWSL.svg", | 85 | "image_url": "2018-07-10-102816.481589LogoWSL.svg", | ||
86 | "is_organization": true, | 86 | "is_organization": true, | ||
87 | "name": "remote-sensing", | 87 | "name": "remote-sensing", | ||
88 | "state": "active", | 88 | "state": "active", | ||
89 | "title": "Remote Sensing", | 89 | "title": "Remote Sensing", | ||
90 | "type": "organization" | 90 | "type": "organization" | ||
91 | }, | 91 | }, | ||
92 | "owner_org": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | 92 | "owner_org": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | ||
93 | "private": false, | 93 | "private": false, | ||
94 | "publication": "{\"publication_year\": \"2021\", \"publisher\": | 94 | "publication": "{\"publication_year\": \"2021\", \"publisher\": | ||
95 | \"EnviDat\"}", | 95 | \"EnviDat\"}", | ||
96 | "publication_state": "published", | 96 | "publication_state": "published", | ||
97 | "related_datasets": "", | 97 | "related_datasets": "", | ||
98 | "related_publications": "", | 98 | "related_publications": "", | ||
99 | "relationships_as_object": [], | 99 | "relationships_as_object": [], | ||
100 | "relationships_as_subject": [], | 100 | "relationships_as_subject": [], | ||
101 | "resource_type": "dataset", | 101 | "resource_type": "dataset", | ||
102 | "resource_type_general": "dataset", | 102 | "resource_type_general": "dataset", | ||
103 | "resources": [ | 103 | "resources": [ | ||
104 | { | 104 | { | ||
105 | "cache_last_updated": null, | 105 | "cache_last_updated": null, | ||
106 | "cache_url": null, | 106 | "cache_url": null, | ||
107 | "created": "2021-01-25T11:06:04.548652", | 107 | "created": "2021-01-25T11:06:04.548652", | ||
n | 108 | "description": "The code used in Google Earth Engine to derive | n | 108 | "description": "!!! Please check out the newer version in the |
109 | repository !!! The code used in Google Earth Engine to derive the | ||||
109 | the cropland, grassland and shrubland map of Switzerland", | 110 | cropland, grassland and shrubland map of Switzerland", | ||
110 | "doi": "", | 111 | "doi": "", | ||
111 | "format": "JS", | 112 | "format": "JS", | ||
112 | "hash": "", | 113 | "hash": "", | ||
113 | "id": "5b8620ec-a059-4f05-a131-c559049e5a44", | 114 | "id": "5b8620ec-a059-4f05-a131-c559049e5a44", | ||
114 | "last_modified": "2021-01-25T11:11:22.212025", | 115 | "last_modified": "2021-01-25T11:11:22.212025", | ||
t | 115 | "metadata_modified": "2021-01-26T10:16:35.666548", | t | 116 | "metadata_modified": "2021-03-10T12:26:36.626595", |
116 | "mimetype": "text/javascript", | 117 | "mimetype": null, | ||
117 | "mimetype_inner": null, | 118 | "mimetype_inner": null, | ||
118 | "name": "GEE (Google Earth Engine) script (JavaScript) to | 119 | "name": "GEE (Google Earth Engine) script (JavaScript) to | ||
119 | derived the output map (v1.0)", | 120 | derived the output map (v1.0)", | ||
120 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | 121 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | ||
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127 | "size": 10103, | 128 | "size": 10103, | ||
128 | "state": "active", | 129 | "state": "active", | ||
129 | "url": | 130 | "url": | ||
130 | ownload/sentinel12_wholech_croplandgraslandshrubland_published_v1.js", | 131 | ownload/sentinel12_wholech_croplandgraslandshrubland_published_v1.js", | ||
131 | "url_type": "upload" | 132 | "url_type": "upload" | ||
132 | }, | 133 | }, | ||
133 | { | 134 | { | ||
134 | "cache_last_updated": null, | 135 | "cache_last_updated": null, | ||
135 | "cache_url": null, | 136 | "cache_url": null, | ||
136 | "created": "2021-01-26T06:17:24.788237", | 137 | "created": "2021-01-26T06:17:24.788237", | ||
137 | "description": "!!! Please check out the newer version in this | 138 | "description": "!!! Please check out the newer version in this | ||
138 | repository !!! (1) cropland; (2) grassland; other LC classes are | 139 | repository !!! (1) cropland; (2) grassland; other LC classes are | ||
139 | masked out from the map\r\n", | 140 | masked out from the map\r\n", | ||
140 | "doi": "", | 141 | "doi": "", | ||
141 | "format": "TIFF", | 142 | "format": "TIFF", | ||
142 | "hash": "", | 143 | "hash": "", | ||
143 | "id": "0bb5fc4c-8331-4851-81fb-6c8b5f331207", | 144 | "id": "0bb5fc4c-8331-4851-81fb-6c8b5f331207", | ||
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148 | "name": "Cropland and grassland map of Switzerland (v.1.0)", | 149 | "name": "Cropland and grassland map of Switzerland (v.1.0)", | ||
149 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | 150 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | ||
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160 | "url_type": "upload" | 161 | "url_type": "upload" | ||
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162 | { | 163 | { | ||
163 | "cache_last_updated": null, | 164 | "cache_last_updated": null, | ||
164 | "cache_url": null, | 165 | "cache_url": null, | ||
165 | "created": "2021-01-26T06:21:17.373228", | 166 | "created": "2021-01-26T06:21:17.373228", | ||
166 | "description": "!!! Please check out the newer version in this | 167 | "description": "!!! Please check out the newer version in this | ||
167 | repository !!! (1) cropland; (2) grassland; (3) shrubland; other LC | 168 | repository !!! (1) cropland; (2) grassland; (3) shrubland; other LC | ||
168 | classes are masked out from the map\r\n", | 169 | classes are masked out from the map\r\n", | ||
169 | "doi": "", | 170 | "doi": "", | ||
170 | "format": "TIFF", | 171 | "format": "TIFF", | ||
171 | "hash": "", | 172 | "hash": "", | ||
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175 | "mimetype": null, | 176 | "mimetype": null, | ||
176 | "mimetype_inner": null, | 177 | "mimetype_inner": null, | ||
177 | "name": "Cropland, grassland, and shrubland map of Switzerland | 178 | "name": "Cropland, grassland, and shrubland map of Switzerland | ||
178 | (v1.0)", | 179 | (v1.0)", | ||
179 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | 180 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | ||
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186 | "size": 773453532, | 187 | "size": 773453532, | ||
187 | "state": "active", | 188 | "state": "active", | ||
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189 | -49eb-a082-2f9244034b19/download/ch_cropgrassmap_v2_4_withshrubs.tif", | 190 | -49eb-a082-2f9244034b19/download/ch_cropgrassmap_v2_4_withshrubs.tif", | ||
190 | "url_type": "upload" | 191 | "url_type": "upload" | ||
191 | }, | 192 | }, | ||
192 | { | 193 | { | ||
193 | "cache_last_updated": null, | 194 | "cache_last_updated": null, | ||
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195 | "created": "2021-01-26T10:09:55.749493", | 196 | "created": "2021-01-26T10:09:55.749493", | ||
196 | "description": "!!! Please check out the newer version in this | 197 | "description": "!!! Please check out the newer version in this | ||
197 | repository !!! Assuming that sealed surfaces have little or no | 198 | repository !!! Assuming that sealed surfaces have little or no | ||
198 | phenological response we calculated a mask of unsealed surfaces based | 199 | phenological response we calculated a mask of unsealed surfaces based | ||
199 | on the 3 years (2017-2019) Sentinel-2 NDVI 95th percentile threshold | 200 | on the 3 years (2017-2019) Sentinel-2 NDVI 95th percentile threshold | ||
200 | value: 0.7.", | 201 | value: 0.7.", | ||
201 | "doi": "", | 202 | "doi": "", | ||
202 | "format": "TIFF", | 203 | "format": "TIFF", | ||
203 | "hash": "", | 204 | "hash": "", | ||
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205 | "last_modified": "2021-01-26T10:09:55.493934", | 206 | "last_modified": "2021-01-26T10:09:55.493934", | ||
206 | "metadata_modified": "2021-02-23T23:46:49.739091", | 207 | "metadata_modified": "2021-02-23T23:46:49.739091", | ||
207 | "mimetype": null, | 208 | "mimetype": null, | ||
208 | "mimetype_inner": null, | 209 | "mimetype_inner": null, | ||
209 | "name": "Mask of unsealed surfaces of Switzerland based on 3 | 210 | "name": "Mask of unsealed surfaces of Switzerland based on 3 | ||
210 | years Sentinel-2 NDVI 95th percentile threshold value: 0.7 (v1.0)", | 211 | years Sentinel-2 NDVI 95th percentile threshold value: 0.7 (v1.0)", | ||
211 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | 212 | "package_id": "00ff9ac3-c96b-4cb5-a300-b205ad9698cc", | ||
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218 | "size": 22351282, | 219 | "size": 22351282, | ||
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222 | "url_type": "upload" | 223 | "url_type": "upload" | ||
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379 | the cropland, grassland and shrubland map of Switzerland. Compare to | 380 | the cropland, grassland and shrubland map of Switzerland. Compare to | ||
380 | the previous version the newer version includes the shadow masking | 381 | the previous version the newer version includes the shadow masking | ||
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482 | } | 483 | } | ||
483 | ], | 484 | ], | ||
484 | "title": "Cropland and grassland map of Switzerland based on | 485 | "title": "Cropland and grassland map of Switzerland based on | ||
485 | Sentinel-2 data", | 486 | Sentinel-2 data", | ||
486 | "type": "dataset", | 487 | "type": "dataset", | ||
487 | "url": null, | 488 | "url": null, | ||
488 | "version": "1.0" | 489 | "version": "1.0" | ||
489 | } | 490 | } |