Changes
On January 3, 2024 at 10:08:56 AM UTC, Dominique Weber:
-
Updated description of Grassland-use intensity maps for Switzerland from
A rule-based algorithm [(Schwieder et al., 2022)](https://doi.org/10.1016/j.rse.2021.112795) was used to produce annual maps for 2018–2021 of grassland-management events, i.e. mowing and/or grazing, for Switzerland using Sentinel-2 and Landsat 8 satellite time series. All satellite images were processed with the [FORCE](https://force-eo.readthedocs.io) framework. The resulting maps provide information on the number and timing of grassland-management events at a spatial resolution of 10 m × 10 m for the whole of Switzerland. For the final maps, permanent grasslands were masked using a variety of land-use layers, according to [Huber et al. (2022)](https://doi.org/10.1002/rse2.298) but replacing the crop mask with the agricultural-use data from the cantons. We assessed the detection of management events based on independent reference data, which we acquired from daily time series of publicly available webcams that are widely distributed across Switzerland. We further tested the ecological relevance of the generated intensity measures in relation to nationwide biodiversity data (see Weber et al., 2023).
toA rule-based algorithm [(Schwieder et al., 2022)](https://doi.org/10.1016/j.rse.2021.112795) was used to produce annual maps for 2018–2021 of grassland-management events, i.e. mowing and/or grazing, for Switzerland using Sentinel-2 and Landsat 8 satellite time series. All satellite images were processed with the [FORCE](https://force-eo.readthedocs.io) framework. The resulting maps provide information on the number and timing of grassland-management events at a spatial resolution of 10 m × 10 m for the whole of Switzerland. For the final maps, permanent grasslands were masked using a variety of land-use layers, according to [Huber et al. (2022)](https://doi.org/10.1002/rse2.298) but replacing the crop mask with the agricultural-use data from the cantons. We assessed the detection of management events based on independent reference data, which we acquired from daily time series of publicly available webcams that are widely distributed across Switzerland. We further tested the ecological relevance of the generated intensity measures in relation to nationwide biodiversity data (see [Weber et al., 2023]()).
f | 1 | { | f | 1 | { |
2 | "author": "[{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", | 2 | "author": "[{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", | ||
3 | \"affiliation_03\": \"\", \"data_credit\": [\"collection\", | 3 | \"affiliation_03\": \"\", \"data_credit\": [\"collection\", | ||
4 | \"validation\", \"curation\", \"software\", \"publication\"], | 4 | \"validation\", \"curation\", \"software\", \"publication\"], | ||
5 | \"email\": \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", | 5 | \"email\": \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", | ||
6 | \"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}, | 6 | \"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}, | ||
7 | {\"affiliation\": \"Johann Heinrich von Th\\u00fcnen-Institut\", | 7 | {\"affiliation\": \"Johann Heinrich von Th\\u00fcnen-Institut\", | ||
8 | \"affiliation_02\": \"Humboldt-Universit\\u00e4t zu Berlin\", | 8 | \"affiliation_02\": \"Humboldt-Universit\\u00e4t zu Berlin\", | ||
9 | \"affiliation_03\": \"\", \"data_credit\": [\"collection\", | 9 | \"affiliation_03\": \"\", \"data_credit\": [\"collection\", | ||
10 | \"validation\", \"curation\", \"software\", \"publication\"], | 10 | \"validation\", \"curation\", \"software\", \"publication\"], | ||
11 | \"email\": \"marcel.schwieder@thuenen.de\", \"given_name\": | 11 | \"email\": \"marcel.schwieder@thuenen.de\", \"given_name\": | ||
12 | \"Marcel\", \"identifier\": \"0000-0003-2103-8828\", \"name\": | 12 | \"Marcel\", \"identifier\": \"0000-0003-2103-8828\", \"name\": | ||
13 | \"Schwieder\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": \"\", | 13 | \"Schwieder\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": \"\", | ||
14 | \"affiliation_03\": \"\", \"data_credit\": [\"validation\", | 14 | \"affiliation_03\": \"\", \"data_credit\": [\"validation\", | ||
15 | \"software\", \"publication\"], \"email\": | 15 | \"software\", \"publication\"], \"email\": | ||
16 | \"lukas.ritter@hotmail.com\", \"given_name\": \"Lukas\", | 16 | \"lukas.ritter@hotmail.com\", \"given_name\": \"Lukas\", | ||
17 | \"identifier\": \"\", \"name\": \"Ritter\"}, {\"affiliation\": | 17 | \"identifier\": \"\", \"name\": \"Ritter\"}, {\"affiliation\": | ||
18 | \"WSL\", \"affiliation_02\": \"UZH\", \"affiliation_03\": \"\", | 18 | \"WSL\", \"affiliation_02\": \"UZH\", \"affiliation_03\": \"\", | ||
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23 | \"affiliation_03\": \"\", \"data_credit\": \"publication\", \"email\": | 23 | \"affiliation_03\": \"\", \"data_credit\": \"publication\", \"email\": | ||
24 | \"achilleas.psomas@wsl.ch\", \"given_name\": \"Achilleas\", | 24 | \"achilleas.psomas@wsl.ch\", \"given_name\": \"Achilleas\", | ||
25 | \"identifier\": \"\", \"name\": \"Psomas\"}, {\"affiliation\": | 25 | \"identifier\": \"\", \"name\": \"Psomas\"}, {\"affiliation\": | ||
26 | \"WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", | 26 | \"WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", | ||
27 | \"data_credit\": [\"collection\", \"publication\"], \"email\": | 27 | \"data_credit\": [\"collection\", \"publication\"], \"email\": | ||
28 | \"nica.huber@wsl.ch\", \"given_name\": \"Nica\", \"identifier\": | 28 | \"nica.huber@wsl.ch\", \"given_name\": \"Nica\", \"identifier\": | ||
29 | \"0000-0001-5427-6836\", \"name\": \"Huber\"}, {\"affiliation\": | 29 | \"0000-0001-5427-6836\", \"name\": \"Huber\"}, {\"affiliation\": | ||
30 | \"Remote Sensing, Landscape Change Science, Swiss Federal Institute | 30 | \"Remote Sensing, Landscape Change Science, Swiss Federal Institute | ||
31 | for Forest, Snow and Landscape Research WSL, 8903 Birmensdorf, | 31 | for Forest, Snow and Landscape Research WSL, 8903 Birmensdorf, | ||
32 | Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", | 32 | Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", | ||
33 | \"data_credit\": [\"publication\", \"supervision\"], \"email\": | 33 | \"data_credit\": [\"publication\", \"supervision\"], \"email\": | ||
34 | \"christian.ginzler@wsl.ch\", \"given_name\": \"Christian\", | 34 | \"christian.ginzler@wsl.ch\", \"given_name\": \"Christian\", | ||
35 | \"identifier\": \"0000-0001-6365-2151\", \"name\": \"Ginzler\"}, | 35 | \"identifier\": \"0000-0001-6365-2151\", \"name\": \"Ginzler\"}, | ||
36 | {\"affiliation\": \"WSL Swiss Federal Research Institute, Birmensdorf, | 36 | {\"affiliation\": \"WSL Swiss Federal Research Institute, Birmensdorf, | ||
37 | Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", | 37 | Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", | ||
38 | \"data_credit\": [\"publication\", \"supervision\"], \"email\": | 38 | \"data_credit\": [\"publication\", \"supervision\"], \"email\": | ||
39 | \"steffen.boch@wsl.ch\", \"given_name\": \"Steffen\", \"identifier\": | 39 | \"steffen.boch@wsl.ch\", \"given_name\": \"Steffen\", \"identifier\": | ||
40 | \"0000-0003-2814-5343\", \"name\": \"Boch\"}]", | 40 | \"0000-0003-2814-5343\", \"name\": \"Boch\"}]", | ||
41 | "author_email": null, | 41 | "author_email": null, | ||
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43 | "date": "[{\"date\": \"2018-01-01\", \"date_type\": \"collected\", | 43 | "date": "[{\"date\": \"2018-01-01\", \"date_type\": \"collected\", | ||
44 | \"end_date\": \"2021-12-31\"}]", | 44 | \"end_date\": \"2021-12-31\"}]", | ||
45 | "doi": "10.16904/envidat.428", | 45 | "doi": "10.16904/envidat.428", | ||
46 | "funding": "[{\"grant_number\": \"\", \"institution\": \"WSL\", | 46 | "funding": "[{\"grant_number\": \"\", \"institution\": \"WSL\", | ||
47 | \"institution_url\": \"\"}, {\"grant_number\": \"\", \"institution\": | 47 | \"institution_url\": \"\"}, {\"grant_number\": \"\", \"institution\": | ||
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52 | "language": "en", | 52 | "language": "en", | ||
53 | "license_id": "cc-by-sa", | 53 | "license_id": "cc-by-sa", | ||
54 | "license_title": "Creative Commons Attribution Share-Alike | 54 | "license_title": "Creative Commons Attribution Share-Alike | ||
55 | (CC-BY-SA)", | 55 | (CC-BY-SA)", | ||
56 | "license_url": "https://creativecommons.org/licenses/by-sa/4.0/", | 56 | "license_url": "https://creativecommons.org/licenses/by-sa/4.0/", | ||
57 | "maintainer": "{\"affiliation\": \"WSL\", \"email\": | 57 | "maintainer": "{\"affiliation\": \"WSL\", \"email\": | ||
58 | \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", | 58 | \"dominique.weber@wsl.ch\", \"given_name\": \"Dominique\", | ||
59 | \"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}", | 59 | \"identifier\": \"0000-0002-0402-9682\", \"name\": \"Weber\"}", | ||
60 | "maintainer_email": null, | 60 | "maintainer_email": null, | ||
61 | "metadata_created": "2023-08-02T08:50:55.801524", | 61 | "metadata_created": "2023-08-02T08:50:55.801524", | ||
n | 62 | "metadata_modified": "2024-01-03T10:07:26.273570", | n | 62 | "metadata_modified": "2024-01-03T10:08:55.990642", |
63 | "name": "grassland-use-intensity-maps-for-switzerland", | 63 | "name": "grassland-use-intensity-maps-for-switzerland", | ||
64 | "notes": "A rule-based algorithm [(Schwieder et al., | 64 | "notes": "A rule-based algorithm [(Schwieder et al., | ||
65 | 2022)](https://doi.org/10.1016/j.rse.2021.112795) was used to produce | 65 | 2022)](https://doi.org/10.1016/j.rse.2021.112795) was used to produce | ||
66 | annual maps for 2018\u20132021 of grassland-management events, i.e. | 66 | annual maps for 2018\u20132021 of grassland-management events, i.e. | ||
67 | mowing and/or grazing, for Switzerland using Sentinel-2 and Landsat 8 | 67 | mowing and/or grazing, for Switzerland using Sentinel-2 and Landsat 8 | ||
68 | satellite time series. All satellite images were processed with the | 68 | satellite time series. All satellite images were processed with the | ||
69 | [FORCE](https://force-eo.readthedocs.io) framework.\n\nThe resulting | 69 | [FORCE](https://force-eo.readthedocs.io) framework.\n\nThe resulting | ||
70 | maps provide information on the number and timing of | 70 | maps provide information on the number and timing of | ||
71 | grassland-management events at a spatial resolution of 10 m \u00d7 10 | 71 | grassland-management events at a spatial resolution of 10 m \u00d7 10 | ||
72 | m for the whole of Switzerland. For the final maps, permanent | 72 | m for the whole of Switzerland. For the final maps, permanent | ||
73 | grasslands were masked using a variety of land-use layers, according | 73 | grasslands were masked using a variety of land-use layers, according | ||
74 | to [Huber et al. (2022)](https://doi.org/10.1002/rse2.298) but | 74 | to [Huber et al. (2022)](https://doi.org/10.1002/rse2.298) but | ||
75 | replacing the crop mask with the agricultural-use data from the | 75 | replacing the crop mask with the agricultural-use data from the | ||
76 | cantons.\n\nWe assessed the detection of management events based on | 76 | cantons.\n\nWe assessed the detection of management events based on | ||
77 | independent reference data, which we acquired from daily time series | 77 | independent reference data, which we acquired from daily time series | ||
78 | of publicly available webcams that are widely distributed across | 78 | of publicly available webcams that are widely distributed across | ||
79 | Switzerland. We further tested the ecological relevance of the | 79 | Switzerland. We further tested the ecological relevance of the | ||
80 | generated intensity measures in relation to nationwide biodiversity | 80 | generated intensity measures in relation to nationwide biodiversity | ||
t | 81 | data (see Weber et al., 2023).", | t | 81 | data (see [Weber et al., 2023]()).", |
82 | "num_resources": 7, | 82 | "num_resources": 7, | ||
83 | "num_tags": 8, | 83 | "num_tags": 8, | ||
84 | "organization": { | 84 | "organization": { | ||
85 | "approval_status": "approved", | 85 | "approval_status": "approved", | ||
86 | "created": "2017-04-20T16:51:21.920128", | 86 | "created": "2017-04-20T16:51:21.920128", | ||
87 | "description": "We develop and apply comprehensive and robust | 87 | "description": "We develop and apply comprehensive and robust | ||
88 | methods to extract and classify natural objects from continuous and | 88 | methods to extract and classify natural objects from continuous and | ||
89 | discrete raster datasets. Relevant features are acquired to describe | 89 | discrete raster datasets. Relevant features are acquired to describe | ||
90 | changes in landscape and land resources at different levels using | 90 | changes in landscape and land resources at different levels using | ||
91 | image data. Mathematical-statistical methods are adopted for automatic | 91 | image data. Mathematical-statistical methods are adopted for automatic | ||
92 | detection and description of image objects. Thus we contribute | 92 | detection and description of image objects. Thus we contribute | ||
93 | concepts, methods and data to describe/detect area wide changes and | 93 | concepts, methods and data to describe/detect area wide changes and | ||
94 | processes in the resources of landscape.\r\n\r\n### Tasks and main | 94 | processes in the resources of landscape.\r\n\r\n### Tasks and main | ||
95 | research\r\n\r\n* Development and application of methods to extract | 95 | research\r\n\r\n* Development and application of methods to extract | ||
96 | natural objects from continuous data.\r\n* Development of methods for | 96 | natural objects from continuous data.\r\n* Development of methods for | ||
97 | a comprehensive description of natural and anthropogenetic boundaries | 97 | a comprehensive description of natural and anthropogenetic boundaries | ||
98 | in continuous pattern (e.g. map signatures, vegetation transition, | 98 | in continuous pattern (e.g. map signatures, vegetation transition, | ||
99 | forest borders).\r\n* Development and application of methods to | 99 | forest borders).\r\n* Development and application of methods to | ||
100 | extract 3D-information from remotely sensed data for description of | 100 | extract 3D-information from remotely sensed data for description of | ||
101 | natural structures and changes. The main focus lies on wood and its | 101 | natural structures and changes. The main focus lies on wood and its | ||
102 | embedding/interaction within/with the landscape.\r\n* Conception and | 102 | embedding/interaction within/with the landscape.\r\n* Conception and | ||
103 | development of data acquisition based on high resolution remote | 103 | development of data acquisition based on high resolution remote | ||
104 | sensing data.\r\n* Conception, development and maintenance of the | 104 | sensing data.\r\n* Conception, development and maintenance of the | ||
105 | software interface in area wide data acquisition using airborne remote | 105 | software interface in area wide data acquisition using airborne remote | ||
106 | sensing data.\r\n* Scientific expert advice and support in the fields | 106 | sensing data.\r\n* Scientific expert advice and support in the fields | ||
107 | of photogrammetry and survey at WSL. Maintenance, enhancements and | 107 | of photogrammetry and survey at WSL. Maintenance, enhancements and | ||
108 | future development in these specific fields.\r\n* Adequate | 108 | future development in these specific fields.\r\n* Adequate | ||
109 | presentation of scientific results on national level and in noted | 109 | presentation of scientific results on national level and in noted | ||
110 | international journals and at international | 110 | international journals and at international | ||
111 | congresses/workshops/symposia.\r\n\r\n__Further information__: | 111 | congresses/workshops/symposia.\r\n\r\n__Further information__: | ||
112 | l/organization/research-units/landscape-dynamics/remote-sensing.html", | 112 | l/organization/research-units/landscape-dynamics/remote-sensing.html", | ||
113 | "id": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | 113 | "id": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | ||
114 | "image_url": "2018-07-10-102816.481589LogoWSL.svg", | 114 | "image_url": "2018-07-10-102816.481589LogoWSL.svg", | ||
115 | "is_organization": true, | 115 | "is_organization": true, | ||
116 | "name": "remote-sensing", | 116 | "name": "remote-sensing", | ||
117 | "state": "active", | 117 | "state": "active", | ||
118 | "title": "Remote Sensing", | 118 | "title": "Remote Sensing", | ||
119 | "type": "organization" | 119 | "type": "organization" | ||
120 | }, | 120 | }, | ||
121 | "owner_org": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | 121 | "owner_org": "5243fbb4-e4e6-4779-9672-32a7ef33d5f9", | ||
122 | "private": false, | 122 | "private": false, | ||
123 | "publication": "{\"publication_year\": \"2023\", \"publisher\": | 123 | "publication": "{\"publication_year\": \"2023\", \"publisher\": | ||
124 | \"EnviDat\"}", | 124 | \"EnviDat\"}", | ||
125 | "publication_state": "published", | 125 | "publication_state": "published", | ||
126 | "related_datasets": "Huber, N., Ginzler, C., Paz\u00far, R., | 126 | "related_datasets": "Huber, N., Ginzler, C., Paz\u00far, R., | ||
127 | Descombes, P., Baltensweiler, A., Ecker, K., Meier, E., Price, B. | 127 | Descombes, P., Baltensweiler, A., Ecker, K., Meier, E., Price, B. | ||
128 | (2022). Distribution maps of permanent grassland habitats for | 128 | (2022). Distribution maps of permanent grassland habitats for | ||
129 | Switzerland. EnviDat. [doi: 10.16904/envidat.341 | 129 | Switzerland. EnviDat. [doi: 10.16904/envidat.341 | ||
130 | ](https://www.doi.org/10.16904/envidat.341)", | 130 | ](https://www.doi.org/10.16904/envidat.341)", | ||
131 | "related_publications": "Weber, D., Schwieder, M., Ritter, L., Koch, | 131 | "related_publications": "Weber, D., Schwieder, M., Ritter, L., Koch, | ||
132 | T., Psomas, A., Huber, N., Ginzler, C. and Boch, S. (2023), | 132 | T., Psomas, A., Huber, N., Ginzler, C. and Boch, S. (2023), | ||
133 | Grassland-use intensity maps for Switzerland based on satellite time | 133 | Grassland-use intensity maps for Switzerland based on satellite time | ||
134 | series: Challenges and opportunities for ecological applications. | 134 | series: Challenges and opportunities for ecological applications. | ||
135 | Remote Sens Ecol Conserv. https://doi.org/10.1002/rse2.372", | 135 | Remote Sens Ecol Conserv. https://doi.org/10.1002/rse2.372", | ||
136 | "relationships_as_object": [], | 136 | "relationships_as_object": [], | ||
137 | "relationships_as_subject": [], | 137 | "relationships_as_subject": [], | ||
138 | "resource_type": "dataset", | 138 | "resource_type": "dataset", | ||
139 | "resource_type_general": "dataset", | 139 | "resource_type_general": "dataset", | ||
140 | "resources": [ | 140 | "resources": [ | ||
141 | { | 141 | { | ||
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144 | "created": "2023-08-03T08:23:21.778777", | 144 | "created": "2023-08-03T08:23:21.778777", | ||
145 | "description": "Spatial distribution of the number of management | 145 | "description": "Spatial distribution of the number of management | ||
146 | events for Switzerland and for three zoomed-in regions (a, b, c). The | 146 | events for Switzerland and for three zoomed-in regions (a, b, c). The | ||
147 | three zoomed-in regions show different grassland-use intensities, | 147 | three zoomed-in regions show different grassland-use intensities, | ||
148 | which are reflected in the distribution of management frequency (Weber | 148 | which are reflected in the distribution of management frequency (Weber | ||
149 | et al., 2023; IN REVIEW)", | 149 | et al., 2023; IN REVIEW)", | ||
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171 | "url_type": "upload" | 171 | "url_type": "upload" | ||
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176 | "created": "2023-08-03T10:38:10.356249", | 176 | "created": "2023-08-03T10:38:10.356249", | ||
177 | "description": "Spatial distribution of the timing (day of year; | 177 | "description": "Spatial distribution of the timing (day of year; | ||
178 | DOY) of the first management event for Switzerland and for three | 178 | DOY) of the first management event for Switzerland and for three | ||
179 | zoomed-in regions (a, b, c). The three zoomed-in regions show | 179 | zoomed-in regions (a, b, c). The three zoomed-in regions show | ||
180 | different grassland-use intensities, which are reflected in the timing | 180 | different grassland-use intensities, which are reflected in the timing | ||
181 | of the first event of the year (Weber et al., 2023; IN REVIEW)", | 181 | of the first event of the year (Weber et al., 2023; IN REVIEW)", | ||
182 | "doi": "", | 182 | "doi": "", | ||
183 | "format": "PNG", | 183 | "format": "PNG", | ||
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