#sentinel1 — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #sentinel1, aggregated by home.social.
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🌳 Quantifying Calgary’s Microclimatic Imbalance: The Solid-to-Tree Ratio
To evaluate the structural heat load across Calgary's communities, I calculated the ratio of high-thermal artificial surfaces to cooling tree canopy: Solid / (Park + Forest), based on my 2025 satellite land cover model (LULC v6.0).
Why this ratio matters:
🔹 Thermal Stress Indicator: It measures how many square meters of heat-absorbing surfaces (asphalt, concrete, roofs, bare soil) exist for every square meter of tree canopy.
🔹 Spatial Inequality: While mature western neighborhoods maintain ratios between 1.5 and 4, eastern and peripheral zones reach values from 10 to over 50.
🔹 Evidence-Based Planning: It moves the discussion from generic averages to identifying exact spatial boundaries where microclimatic mitigation is most needed.Note: The map uses a logarithmic scale.
#Calgary #YYC #DataScience #GIS #RStats #RemoteSensing #UrbanHeat #DataViz #SpatialAnalysis #MachineLearning #GreennessOfCalgary #FOSSGIS #Sentinel1 #Sentinel2
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🌳 Quantifying Calgary’s Microclimatic Imbalance: The Solid-to-Tree Ratio
To evaluate the structural heat load across Calgary's communities, I calculated the ratio of high-thermal artificial surfaces to cooling tree canopy: Solid / (Park + Forest), based on my 2025 satellite land cover model (LULC v6.0).
Why this ratio matters:
🔹 Thermal Stress Indicator: It measures how many square meters of heat-absorbing surfaces (asphalt, concrete, roofs, bare soil) exist for every square meter of tree canopy.
🔹 Spatial Inequality: While mature western neighborhoods maintain ratios between 1.5 and 4, eastern and peripheral zones reach values from 10 to over 50.
🔹 Evidence-Based Planning: It moves the discussion from generic averages to identifying exact spatial boundaries where microclimatic mitigation is most needed.Note: The map uses a logarithmic scale.
#Calgary #YYC #DataScience #GIS #RStats #RemoteSensing #UrbanHeat #DataViz #SpatialAnalysis #MachineLearning #GreennessOfCalgary #FOSSGIS #Sentinel1 #Sentinel2
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🌳 Quantifying Calgary’s Microclimatic Imbalance: The Solid-to-Tree Ratio
To evaluate the structural heat load across Calgary's communities, I calculated the ratio of high-thermal artificial surfaces to cooling tree canopy: Solid / (Park + Forest), based on my 2025 satellite land cover model (LULC v6.0).
Why this ratio matters:
🔹 Thermal Stress Indicator: It measures how many square meters of heat-absorbing surfaces (asphalt, concrete, roofs, bare soil) exist for every square meter of tree canopy.
🔹 Spatial Inequality: While mature western neighborhoods maintain ratios between 1.5 and 4, eastern and peripheral zones reach values from 10 to over 50.
🔹 Evidence-Based Planning: It moves the discussion from generic averages to identifying exact spatial boundaries where microclimatic mitigation is most needed.Note: The map uses a logarithmic scale.
#Calgary #YYC #DataScience #GIS #RStats #RemoteSensing #UrbanHeat #DataViz #SpatialAnalysis #MachineLearning #GreennessOfCalgary #FOSSGIS #Sentinel1 #Sentinel2
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🌳 Quantifying Calgary’s Microclimatic Imbalance: The Solid-to-Tree Ratio
To evaluate the structural heat load across Calgary's communities, I calculated the ratio of high-thermal artificial surfaces to cooling tree canopy: Solid / (Park + Forest), based on my 2025 satellite land cover model (LULC v6.0).
Why this ratio matters:
🔹 Thermal Stress Indicator: It measures how many square meters of heat-absorbing surfaces (asphalt, concrete, roofs, bare soil) exist for every square meter of tree canopy.
🔹 Spatial Inequality: While mature western neighborhoods maintain ratios between 1.5 and 4, eastern and peripheral zones reach values from 10 to over 50.
🔹 Evidence-Based Planning: It moves the discussion from generic averages to identifying exact spatial boundaries where microclimatic mitigation is most needed.Note: The map uses a logarithmic scale.
#Calgary #YYC #DataScience #GIS #RStats #RemoteSensing #UrbanHeat #DataViz #SpatialAnalysis #MachineLearning #GreennessOfCalgary #FOSSGIS #Sentinel1 #Sentinel2
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🌳 Quantifying Calgary’s Microclimatic Imbalance: The Solid-to-Tree Ratio
To evaluate the structural heat load across Calgary's communities, I calculated the ratio of high-thermal artificial surfaces to cooling tree canopy: Solid / (Park + Forest), based on my 2025 satellite land cover model (LULC v6.0).
Why this ratio matters:
🔹 Thermal Stress Indicator: It measures how many square meters of heat-absorbing surfaces (asphalt, concrete, roofs, bare soil) exist for every square meter of tree canopy.
🔹 Spatial Inequality: While mature western neighborhoods maintain ratios between 1.5 and 4, eastern and peripheral zones reach values from 10 to over 50.
🔹 Evidence-Based Planning: It moves the discussion from generic averages to identifying exact spatial boundaries where microclimatic mitigation is most needed.Note: The map uses a logarithmic scale.
#Calgary #YYC #DataScience #GIS #RStats #RemoteSensing #UrbanHeat #DataViz #SpatialAnalysis #MachineLearning #GreennessOfCalgary #FOSSGIS #Sentinel1 #Sentinel2
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Es geht um die Präsentation der Raumfahrt auf der ILA, die neuesten Entwicklungen zur #Artemis III-Mission mit #ESA-Astronaut Luca Parmitano und um die Mission von ESA-Reserveastronaut Aleš Svoboda. Außerdem gibt es Informationen zur Nachfolgemission zur Erdbeobachtungsmission #Sentinel-1, zu den Missionen Hera und Proba-3 und zur historischen Aufarbeitung der Geschichte der DLR-Vorgängerorganisationen.
2/3
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Es geht um die Präsentation der Raumfahrt auf der ILA, die neuesten Entwicklungen zur #Artemis III-Mission mit #ESA-Astronaut Luca Parmitano und um die Mission von ESA-Reserveastronaut Aleš Svoboda. Außerdem gibt es Informationen zur Nachfolgemission zur Erdbeobachtungsmission #Sentinel-1, zu den Missionen Hera und Proba-3 und zur historischen Aufarbeitung der Geschichte der DLR-Vorgängerorganisationen.
2/3
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Es geht um die Präsentation der Raumfahrt auf der ILA, die neuesten Entwicklungen zur #Artemis III-Mission mit #ESA-Astronaut Luca Parmitano und um die Mission von ESA-Reserveastronaut Aleš Svoboda. Außerdem gibt es Informationen zur Nachfolgemission zur Erdbeobachtungsmission #Sentinel-1, zu den Missionen Hera und Proba-3 und zur historischen Aufarbeitung der Geschichte der DLR-Vorgängerorganisationen.
2/3
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Es geht um die Präsentation der Raumfahrt auf der ILA, die neuesten Entwicklungen zur #Artemis III-Mission mit #ESA-Astronaut Luca Parmitano und um die Mission von ESA-Reserveastronaut Aleš Svoboda. Außerdem gibt es Informationen zur Nachfolgemission zur Erdbeobachtungsmission #Sentinel-1, zu den Missionen Hera und Proba-3 und zur historischen Aufarbeitung der Geschichte der DLR-Vorgängerorganisationen.
2/3
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Es geht um die Präsentation der Raumfahrt auf der ILA, die neuesten Entwicklungen zur #Artemis III-Mission mit #ESA-Astronaut Luca Parmitano und um die Mission von ESA-Reserveastronaut Aleš Svoboda. Außerdem gibt es Informationen zur Nachfolgemission zur Erdbeobachtungsmission #Sentinel-1, zu den Missionen Hera und Proba-3 und zur historischen Aufarbeitung der Geschichte der DLR-Vorgängerorganisationen.
2/3
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https://www.europesays.com/ie/547800/ Tessera AI model takes on the Earth observation world #AiModel #EarthObservation #Éire #FoundationalData #GIS #hero #IE #Ireland #Science #Sentinel1 #Sentinel2 #SyntheticApertureRadar #Tessera
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https://www.europesays.com/ee/170350/ Tammepuu kavaldab röövikud üle | Loodus #BreakingNews #BreakingNews #EE #Eesti #EestiKeel #Estonia #Estonian #FeaturedNews #FeaturedNews #Headlines #käsnalainelane #kevad #LatestNews #LatestNews #Maailm #News #PopulaarseimadLood #pung #röövik #Sentinel1 #tamm #tammepuu #tammik #TopStories #TopStories #ÜldisedUudised #Uudised #ViimasedUudised #World #WorldNews #WorldNews
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#SpatialSource:
"
Sentinel-1D satellite declared fully operational
"
"The Sentinel-1D satellite has passed its commissioning phase and is now fully operational.The synthetic aperture radar Earth observation spacecraft was launched on 4 November 2025, and is the fourth and last in the first generation of Sentinel-1 satellites. .."
https://www.spatialsource.com.au/sentinel-1d-satellite-declared-fully-operational/
4.5.2026
#Copernicus #EO #Erdbeobachtung #ESA #GMES #Radar #Raumfahrt #SAR #Satelliten #Sentinel1 #Sentinel1D #SpaceFlight
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#SpatialSource:
"
Sentinel-1D satellite declared fully operational
"
"The Sentinel-1D satellite has passed its commissioning phase and is now fully operational.The synthetic aperture radar Earth observation spacecraft was launched on 4 November 2025, and is the fourth and last in the first generation of Sentinel-1 satellites. .."
https://www.spatialsource.com.au/sentinel-1d-satellite-declared-fully-operational/
4.5.2026
#Copernicus #EO #Erdbeobachtung #ESA #GMES #Radar #Raumfahrt #SAR #Satelliten #Sentinel1 #Sentinel1D #SpaceFlight
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#SpatialSource:
"
Sentinel-1D satellite declared fully operational
"
"The Sentinel-1D satellite has passed its commissioning phase and is now fully operational.The synthetic aperture radar Earth observation spacecraft was launched on 4 November 2025, and is the fourth and last in the first generation of Sentinel-1 satellites. .."
https://www.spatialsource.com.au/sentinel-1d-satellite-declared-fully-operational/
4.5.2026
#Copernicus #EO #Erdbeobachtung #ESA #GMES #Radar #Raumfahrt #SAR #Satelliten #Sentinel1 #Sentinel1D #SpaceFlight
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#SpatialSource:
"
Sentinel-1D satellite declared fully operational
"
"The Sentinel-1D satellite has passed its commissioning phase and is now fully operational.The synthetic aperture radar Earth observation spacecraft was launched on 4 November 2025, and is the fourth and last in the first generation of Sentinel-1 satellites. .."
https://www.spatialsource.com.au/sentinel-1d-satellite-declared-fully-operational/
4.5.2026
#Copernicus #EO #Erdbeobachtung #ESA #GMES #Radar #Raumfahrt #SAR #Satelliten #Sentinel1 #Sentinel1D #SpaceFlight
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#SpatialSource:
"
Sentinel-1D satellite declared fully operational
"
"The Sentinel-1D satellite has passed its commissioning phase and is now fully operational.The synthetic aperture radar Earth observation spacecraft was launched on 4 November 2025, and is the fourth and last in the first generation of Sentinel-1 satellites. .."
https://www.spatialsource.com.au/sentinel-1d-satellite-declared-fully-operational/
4.5.2026
#Copernicus #EO #Erdbeobachtung #ESA #GMES #Radar #Raumfahrt #SAR #Satelliten #Sentinel1 #Sentinel1D #SpaceFlight
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🚀 Wow, all four Sentinel-1 #satellites are live, but apparently, their groundbreaking achievement is keeping us out with a 403 Forbidden error! 🤦♂️ Looks like the only thing they’re observing from space is our inability to access the webpage. 🌐🔒
https://orbitaltoday.com/2026/05/03/all-four-sentinel-1-satellites-are-now-live-and-europes-earth-watch-just-got-stronger/ #Sentinel1 #403Forbidden #SpaceTech #WebAccess #Innovation #HackerNews #ngated -
🚀 Wow, all four Sentinel-1 #satellites are live, but apparently, their groundbreaking achievement is keeping us out with a 403 Forbidden error! 🤦♂️ Looks like the only thing they’re observing from space is our inability to access the webpage. 🌐🔒
https://orbitaltoday.com/2026/05/03/all-four-sentinel-1-satellites-are-now-live-and-europes-earth-watch-just-got-stronger/ #Sentinel1 #403Forbidden #SpaceTech #WebAccess #Innovation #HackerNews #ngated -
🚀 Wow, all four Sentinel-1 #satellites are live, but apparently, their groundbreaking achievement is keeping us out with a 403 Forbidden error! 🤦♂️ Looks like the only thing they’re observing from space is our inability to access the webpage. 🌐🔒
https://orbitaltoday.com/2026/05/03/all-four-sentinel-1-satellites-are-now-live-and-europes-earth-watch-just-got-stronger/ #Sentinel1 #403Forbidden #SpaceTech #WebAccess #Innovation #HackerNews #ngated -
🚀 Wow, all four Sentinel-1 #satellites are live, but apparently, their groundbreaking achievement is keeping us out with a 403 Forbidden error! 🤦♂️ Looks like the only thing they’re observing from space is our inability to access the webpage. 🌐🔒
https://orbitaltoday.com/2026/05/03/all-four-sentinel-1-satellites-are-now-live-and-europes-earth-watch-just-got-stronger/ #Sentinel1 #403Forbidden #SpaceTech #WebAccess #Innovation #HackerNews #ngated -
🚀 Wow, all four Sentinel-1 #satellites are live, but apparently, their groundbreaking achievement is keeping us out with a 403 Forbidden error! 🤦♂️ Looks like the only thing they’re observing from space is our inability to access the webpage. 🌐🔒
https://orbitaltoday.com/2026/05/03/all-four-sentinel-1-satellites-are-now-live-and-europes-earth-watch-just-got-stronger/ #Sentinel1 #403Forbidden #SpaceTech #WebAccess #Innovation #HackerNews #ngated -
All Four Sentinel-1 Satellites Are Now Live
#HackerNews #Sentinel1 #Satellites #EarthObservation #SpaceTechnology #Europe
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All Four Sentinel-1 Satellites Are Now Live
#HackerNews #Sentinel1 #Satellites #EarthObservation #SpaceTechnology #Europe
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All Four Sentinel-1 Satellites Are Now Live
#HackerNews #Sentinel1 #Satellites #EarthObservation #SpaceTechnology #Europe
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All Four Sentinel-1 Satellites Are Now Live
#HackerNews #Sentinel1 #Satellites #EarthObservation #SpaceTechnology #Europe
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All Four Sentinel-1 Satellites Are Now Live
#HackerNews #Sentinel1 #Satellites #EarthObservation #SpaceTechnology #Europe
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🌥️ Pflanzen wachsen nicht nach Kalender. Sie wachsen nach Wetter und Standort. Doch genau das ist oft schwer messbar – vor allem bei Wolken oder schlechtem Licht. Eine ZALF-Studie zeigt jetzt: Radar-Satelliten können helfen. 🛰️
Sie erkennen wichtige Wachstumsphasen zuverlässig. Die Daten kommen von Sentinel-1 und sind regelmäßig verfügbar.
Mehr zur Studie: https://www.zalf.de/de/aktuelles/Seiten/PB4/Phaenometrische_Erfassung_mittels_SAR.aspxBild: ESA
#Landwirtschaft #Digitalisierung #Sentinel1 #Copernicus #AgTech #Fernerkundung -
🌥️ Pflanzen wachsen nicht nach Kalender. Sie wachsen nach Wetter und Standort. Doch genau das ist oft schwer messbar – vor allem bei Wolken oder schlechtem Licht. Eine ZALF-Studie zeigt jetzt: Radar-Satelliten können helfen. 🛰️
Sie erkennen wichtige Wachstumsphasen zuverlässig. Die Daten kommen von Sentinel-1 und sind regelmäßig verfügbar.
Mehr zur Studie: https://www.zalf.de/de/aktuelles/Seiten/PB4/Phaenometrische_Erfassung_mittels_SAR.aspxBild: ESA
#Landwirtschaft #Digitalisierung #Sentinel1 #Copernicus #AgTech #Fernerkundung -
🌥️ Pflanzen wachsen nicht nach Kalender. Sie wachsen nach Wetter und Standort. Doch genau das ist oft schwer messbar – vor allem bei Wolken oder schlechtem Licht. Eine ZALF-Studie zeigt jetzt: Radar-Satelliten können helfen. 🛰️
Sie erkennen wichtige Wachstumsphasen zuverlässig. Die Daten kommen von Sentinel-1 und sind regelmäßig verfügbar.
Mehr zur Studie: https://www.zalf.de/de/aktuelles/Seiten/PB4/Phaenometrische_Erfassung_mittels_SAR.aspxBild: ESA
#Landwirtschaft #Digitalisierung #Sentinel1 #Copernicus #AgTech #Fernerkundung -
🌥️ Pflanzen wachsen nicht nach Kalender. Sie wachsen nach Wetter und Standort. Doch genau das ist oft schwer messbar – vor allem bei Wolken oder schlechtem Licht. Eine ZALF-Studie zeigt jetzt: Radar-Satelliten können helfen. 🛰️
Sie erkennen wichtige Wachstumsphasen zuverlässig. Die Daten kommen von Sentinel-1 und sind regelmäßig verfügbar.
Mehr zur Studie: https://www.zalf.de/de/aktuelles/Seiten/PB4/Phaenometrische_Erfassung_mittels_SAR.aspxBild: ESA
#Landwirtschaft #Digitalisierung #Sentinel1 #Copernicus #AgTech #Fernerkundung -
🌥️ Pflanzen wachsen nicht nach Kalender. Sie wachsen nach Wetter und Standort. Doch genau das ist oft schwer messbar – vor allem bei Wolken oder schlechtem Licht. Eine ZALF-Studie zeigt jetzt: Radar-Satelliten können helfen. 🛰️
Sie erkennen wichtige Wachstumsphasen zuverlässig. Die Daten kommen von Sentinel-1 und sind regelmäßig verfügbar.
Mehr zur Studie: https://www.zalf.de/de/aktuelles/Seiten/PB4/Phaenometrische_Erfassung_mittels_SAR.aspxBild: ESA
#Landwirtschaft #Digitalisierung #Sentinel1 #Copernicus #AgTech #Fernerkundung -
RE: https://mastodon.social/@stephspace/116335003582981168
🥳
Here we go: Sentinel-1D is available operationally and data have started to accumulate over the weekend.Easiest way to access them is via Copernicus Browser, where a filter for Sentinel-1D has been added last Friday.
https://browser.dataspace.copernicus.euLast week’s additional ESA news on the operational data opening:
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-from-17-april-2026 -
RE: https://mastodon.social/@stephspace/116335003582981168
🥳
Here we go: Sentinel-1D is available operationally and data have started to accumulate over the weekend.Easiest way to access them is via Copernicus Browser, where a filter for Sentinel-1D has been added last Friday.
https://browser.dataspace.copernicus.euLast week’s additional ESA news on the operational data opening:
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-from-17-april-2026 -
RE: https://mastodon.social/@stephspace/116335003582981168
🥳
Here we go: Sentinel-1D is available operationally and data have started to accumulate over the weekend.Easiest way to access them is via Copernicus Browser, where a filter for Sentinel-1D has been added last Friday.
https://browser.dataspace.copernicus.euLast week’s additional ESA news on the operational data opening:
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-from-17-april-2026 -
RE: https://mastodon.social/@stephspace/116335003582981168
🥳
Here we go: Sentinel-1D is available operationally and data have started to accumulate over the weekend.Easiest way to access them is via Copernicus Browser, where a filter for Sentinel-1D has been added last Friday.
https://browser.dataspace.copernicus.euLast week’s additional ESA news on the operational data opening:
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-from-17-april-2026 -
RE: https://mastodon.social/@stephspace/116335003582981168
🥳
Here we go: Sentinel-1D is available operationally and data have started to accumulate over the weekend.Easiest way to access them is via Copernicus Browser, where a filter for Sentinel-1D has been added last Friday.
https://browser.dataspace.copernicus.euLast week’s additional ESA news on the operational data opening:
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-from-17-april-2026 -
European Ground Motion Service (#EGMS)
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https://doi.org/10.1016/j.rse.2026.115389 <-- shared paper
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#GIS #spatial #mapping #EuropeanGroundMotionService #EGMS #copernicus #satellite #PersistentScattererInterferometry #SAR #sentinel #sentinel1 #displacement #deformation #useruptake #serviceevolution #Envisat #InSAR #ROSEL #CopernicusGlobalGroundMotionService #CGGMS #risk #hazard #disaster #ground #motion #surface #deformation #usecase #subsidence #differential #remotesensing #earthobservation
@ESA -
European Ground Motion Service (#EGMS)
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https://doi.org/10.1016/j.rse.2026.115389 <-- shared paper
--
#GIS #spatial #mapping #EuropeanGroundMotionService #EGMS #copernicus #satellite #PersistentScattererInterferometry #SAR #sentinel #sentinel1 #displacement #deformation #useruptake #serviceevolution #Envisat #InSAR #ROSEL #CopernicusGlobalGroundMotionService #CGGMS #risk #hazard #disaster #ground #motion #surface #deformation #usecase #subsidence #differential #remotesensing #earthobservation
@ESA -
European Ground Motion Service (#EGMS)
--
https://doi.org/10.1016/j.rse.2026.115389 <-- shared paper
--
#GIS #spatial #mapping #EuropeanGroundMotionService #EGMS #copernicus #satellite #PersistentScattererInterferometry #SAR #sentinel #sentinel1 #displacement #deformation #useruptake #serviceevolution #Envisat #InSAR #ROSEL #CopernicusGlobalGroundMotionService #CGGMS #risk #hazard #disaster #ground #motion #surface #deformation #usecase #subsidence #differential #remotesensing #earthobservation
@ESA -
European Ground Motion Service (#EGMS)
--
https://doi.org/10.1016/j.rse.2026.115389 <-- shared paper
--
#GIS #spatial #mapping #EuropeanGroundMotionService #EGMS #copernicus #satellite #PersistentScattererInterferometry #SAR #sentinel #sentinel1 #displacement #deformation #useruptake #serviceevolution #Envisat #InSAR #ROSEL #CopernicusGlobalGroundMotionService #CGGMS #risk #hazard #disaster #ground #motion #surface #deformation #usecase #subsidence #differential #remotesensing #earthobservation
@ESA -
European Ground Motion Service (#EGMS)
--
https://doi.org/10.1016/j.rse.2026.115389 <-- shared paper
--
#GIS #spatial #mapping #EuropeanGroundMotionService #EGMS #copernicus #satellite #PersistentScattererInterferometry #SAR #sentinel #sentinel1 #displacement #deformation #useruptake #serviceevolution #Envisat #InSAR #ROSEL #CopernicusGlobalGroundMotionService #CGGMS #risk #hazard #disaster #ground #motion #surface #deformation #usecase #subsidence #differential #remotesensing #earthobservation
@ESA -
💻 I took several completely independent datasets and "pitted" them against each other. One of the results is shown in this chart: the more "concrete" (roads, buildings, parking lots) my machine learning model identified in a community, the higher the surface temperature recorded by the thermal sensor.
🔥 The result: Data from different sources confirm one another. The difference in surface temperature between "green" and "concrete" residential areas averages 8–10°C throughout the summer. On certain days, this gap is likely even wider.
📉 This chart shows only established residential communities. If industrial zones were included, the trend would be even more dramatic. While modeling errors certainly exist, the overall physical pattern is undeniable.
#Calgary #OpenData #UrbanHeat #LULC #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #MachineLearning #RemoteSensing #RStats #Sentinel1 #Sentinel2 #Landsat #fossgis
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💻 I took several completely independent datasets and "pitted" them against each other. One of the results is shown in this chart: the more "concrete" (roads, buildings, parking lots) my machine learning model identified in a community, the higher the surface temperature recorded by the thermal sensor.
🔥 The result: Data from different sources confirm one another. The difference in surface temperature between "green" and "concrete" residential areas averages 8–10°C throughout the summer. On certain days, this gap is likely even wider.
📉 This chart shows only established residential communities. If industrial zones were included, the trend would be even more dramatic. While modeling errors certainly exist, the overall physical pattern is undeniable.
#Calgary #OpenData #UrbanHeat #LULC #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #MachineLearning #RemoteSensing #RStats #Sentinel1 #Sentinel2 #Landsat #fossgis
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💻 I took several completely independent datasets and "pitted" them against each other. One of the results is shown in this chart: the more "concrete" (roads, buildings, parking lots) my machine learning model identified in a community, the higher the surface temperature recorded by the thermal sensor.
🔥 The result: Data from different sources confirm one another. The difference in surface temperature between "green" and "concrete" residential areas averages 8–10°C throughout the summer. On certain days, this gap is likely even wider.
📉 This chart shows only established residential communities. If industrial zones were included, the trend would be even more dramatic. While modeling errors certainly exist, the overall physical pattern is undeniable.
#Calgary #OpenData #UrbanHeat #LULC #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #MachineLearning #RemoteSensing #RStats #Sentinel1 #Sentinel2 #Landsat #fossgis
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💻 I took several completely independent datasets and "pitted" them against each other. One of the results is shown in this chart: the more "concrete" (roads, buildings, parking lots) my machine learning model identified in a community, the higher the surface temperature recorded by the thermal sensor.
🔥 The result: Data from different sources confirm one another. The difference in surface temperature between "green" and "concrete" residential areas averages 8–10°C throughout the summer. On certain days, this gap is likely even wider.
📉 This chart shows only established residential communities. If industrial zones were included, the trend would be even more dramatic. While modeling errors certainly exist, the overall physical pattern is undeniable.
#Calgary #OpenData #UrbanHeat #LULC #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #MachineLearning #RemoteSensing #RStats #Sentinel1 #Sentinel2 #Landsat #fossgis
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💻 I took several completely independent datasets and "pitted" them against each other. One of the results is shown in this chart: the more "concrete" (roads, buildings, parking lots) my machine learning model identified in a community, the higher the surface temperature recorded by the thermal sensor.
🔥 The result: Data from different sources confirm one another. The difference in surface temperature between "green" and "concrete" residential areas averages 8–10°C throughout the summer. On certain days, this gap is likely even wider.
📉 This chart shows only established residential communities. If industrial zones were included, the trend would be even more dramatic. While modeling errors certainly exist, the overall physical pattern is undeniable.
#Calgary #OpenData #UrbanHeat #LULC #DataScience #ClimateAction #YYC #GreennesOfCalgary #ClimateEquity #EnvironmentalEquity #CityPlanning #MachineLearning #RemoteSensing #RStats #Sentinel1 #Sentinel2 #Landsat #fossgis
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Goodbye Sentinel-1A 🥲. Phase-out starting.
It’s actually good news because the new Sentinel-1D satellite is almost ready to take over and data are to start flowing from mid of this month.
The complete new Sentinel-1 constellation is expected to be in place around early July.
The resulting constellation of Sentinel-1C and 1D will have a 6-day revisit cycle as the original constellation of 1A and 1B but shifted by 1 day.#EarthObservation #Copernicus #Sentinel1
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-and-future-plans -
Goodbye Sentinel-1A 🥲. Phase-out starting.
It’s actually good news because the new Sentinel-1D satellite is almost ready to take over and data are to start flowing from mid of this month.
The complete new Sentinel-1 constellation is expected to be in place around early July.
The resulting constellation of Sentinel-1C and 1D will have a 6-day revisit cycle as the original constellation of 1A and 1B but shifted by 1 day.#EarthObservation #Copernicus #Sentinel1
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-and-future-plans -
Goodbye Sentinel-1A 🥲. Phase-out starting.
It’s actually good news because the new Sentinel-1D satellite is almost ready to take over and data are to start flowing from mid of this month.
The complete new Sentinel-1 constellation is expected to be in place around early July.
The resulting constellation of Sentinel-1C and 1D will have a 6-day revisit cycle as the original constellation of 1A and 1B but shifted by 1 day.#EarthObservation #Copernicus #Sentinel1
https://sentinels.copernicus.eu/web/sentinel/-/sentinel-1d-user-data-opening-and-future-plans