Our satellite radar based damage map of Gaza is on the front page of the New York Times today. This is the result of a collaboration with
@coreymaps
and
@wallacetim
to document the effects of the war across all of Gaza every 5-6 days.
automating ag+forest damage detection in Gaza with Sentinel-2 data. Over 300 damage sites > 300 m2 in size detected between May 10-15
@trbrtc
@ckoettl
@wallacetim
🌈Funding alert🛰️🌍We're recruiting PhD students to join the Conflict Ecology lab in Fall 2023 and contribute to satellite and geospatial data-driven research projects on forced displacement and landscape changes. Please share widely!
New app for exploring bomb damage in Gaza Three Sentinel-2 images right now but loads in new dates as they're available. Made with
#GoogleEarthEngine
and help from
@jstnbraaten
Here's to using
#openEO
for open conflict mapping🛰️
automating ag+forest damage detection in Gaza with Sentinel-2 data. Over 300 damage sites > 300 m2 in size detected between May 10-15
@trbrtc
@ckoettl
@wallacetim
2 days before the 100th day of war: 138-172k of buildings have likely been damaged or destroyed. All govts show a large amount of likely damage. 72-84% of buildings in Gaza govt are likely damaged. Even Rafah, the least affected, has 21-31% of buildings likely damaged
@coreymaps
New
#GoogleEarthEngine
🌍 app to detect, visualize, and document vegetation damage in
#Gaza
👉
Choose your Sentinel-2 🛰️ images, customize your settings, map prominent changes, and export locations💾
#openEO
for open conflict monitoring /thx
@jstnbraaten
New app for exploring bomb damage in Gaza Three Sentinel-2 images right now but loads in new dates as they're available. Made with
#GoogleEarthEngine
and help from
@jstnbraaten
Here's to using
#openEO
for open conflict mapping🛰️
We are inching closer to the likely reality that 50% of buildings in Gaza have been damaged or destroyed. Those 143k buildings are dispersed throughout Gaza -- across much of the north from the earliest bombing and through the south where Gazans were forced to flee.
@coreymaps
Are you involved in climate hazard or environmental risk research that centers the needs, concerns, and strengths of marginalized people?? If so -- please submit an abstract to our
#AGU
session by Aug 2nd:
@LauraERPeters
@wxpizza
This is our 21st assessment of
#damage
across
#Gaza
. We don't see much new damage in this map but it's all relative. Hundreds of buildings being damaged in prior wars in Gaza would be notable. But it's only a "rounding error" in this war of such extensive destruction.
@coreymaps
With the Russian invasion of Ukraine now a month in, the deluge of satellite images of the war has been unprecedented and represents a new paradigm for decentralized war monitoring, enabled by access to commercial (Maxar, Planet) & public (Sentinel, Landsat) satellite images. /1
We published our initial estimates of the number of buildings likely damaged across the
#Gaza
Strip at -- between 38k and 45k buildings were likely damaged through October 29. Admin-level breakdown 👇
@coreymaps
@wallacetim
Updated estimates of building damage across the Gaza Strip based on 10 November 2023 Sentinel-1 InSAR analysis. 16-21% of buildings have likely been damaged since the start of the war, and 7-9% of buildings in Gaza were likely damaged in the 5 days between 5-10 November.
Our
@RemoteSens_MDPI
special issue on "RS of geopolitics" is open through July 2021. Seeking 🛰️✈️🛩️🚀🛸analysis of displacement, land use during/after conflict, environ. consequences of war, etc. Please reach out with any ?s
@LadiesOfLandsat
@SistersofSAR
24% to 31% of all buildings across Gaza are likely damaged as of 22 Nov. Our low-end estimates in North Gaza and Gaza governorates approach 50%, with a sharp uptick in likely damage in the other three governorates. Expect a "ceasefire" damage map update in 3-4 days.
@coreymaps
Take a look at the expansive damage that surrounds displaced Gazans in Rafah. The red areas trace the loss of homes, businesses, and communities since the start of this war and show the increasing extinction of alternative places for displaced Gazans to (re-)relocate.
@coreymaps
🚨We don't have a good grasp on climate hazards at most refugee camps. In our new Nature Scientific Reports paper led by
@moweneast
w/
@wxpizza
, we gauge enviro and climatic exposure in
#refugee
camps using regionally tailored climate hazard data👉
3 weeks into a new term and I am so proud of my
#remotesensing
with
#GoogleEarthEngine
students for not commenting on all the cardboard boxes plainly visible in my video
We have a new paper "No peace for the forest" led by
@paulomur
on widespread forest loss in Colombia during+after conflict. The +1 innovation: empirically modeling deforestation and conflict incidence to show causality! Free to view/download through July 1
Humanitarian Applications Using NASA
#EarthObservations
starts tomorrow. This four-part introductory training will occur in the days surrounding
#WorldRefugeeDay
. Register and learn how NASA satellite imagery can help to inform
#humanitarian
aid:
I will be presenting on teaching
#remotesensing
with
#GoogleEarthEngine
as part of the EE-Edu virtual speakers series at 10am PST today. Join us to see how many times I can say 'map' in 30 minutes.
The EE-Edu virtual speakers series continues this week with a talk by
@JamonVDH
! Join us Friday at 1pm EST (12 pm CST/10am PST) for a conversation on teaching intermediate remote sensing with
#EarthEngine
The Google Meet link is in the
#GeoForGood20
Google group or you can DM me
I wrote this piece for Fast Company about the different blindspots that come with mapping the war in Ukraine (and elsewhere) with high-res imaging
#satellites
#EOchat
new preprint w/
@hk_friedrich
that answers the ?: do satellite-based human settlement datasets capture refugee camps? to find the answer, we looked at coverage of 4 datasets across 30 refugee camps and 300k+ building footprints across Uganda
Hello! On Dec 8th, I'll be speaking about using geospatial data to monitor forced displacement in the
@theNASEM
webinar *Accelerating the Analysis of Geographic Change* alongside a dynamite and diverse group of speakers. Register 👇
- At least a third of all buildings
- At least 60% of buildings in North Gaza and Gaza
- At least 20% of buildings in Khan Younis
… have likely been damaged or destroyed.
There is no way to meaningfully quantify war at this scale. But here's our latest attempt.
@coreymaps
I'll be speaking about our Missing Millions work on mapping refugee settlements and future climate change exposure at this webinar tomorrow at 9am EST👇
Full info and registration at:
Please submit your work on armed conflict+landscape relationships for in-person or virtual presentation at . This is the first session dedicated to armed conflict effects at the Int'l Assoc for Landscape Ecology!
great work from the always innovative Black Marble team >> retire aging nighttime lights-detecting satellites to earlier nighttime orbits to capture more light!
Satellites normally park in one orbit their whole lives. What we’re advocating for in Science today would require some engineering problem solving, but would have big benefits for weather, climate, land, urban, and Earth at Night scientific communities.
Updated estimates of building damage across the Gaza Strip based on 5 November 2023 Sentinel-1 InSAR analysis. 13-18% of all buildings have likely been damaged. Widespread in the north: 31-40% of buildings in N Gaza and 24-32% of buildings in Gaza are likely damaged.
@coreymaps
One-quarter to one-third of all buildings across the Gaza Strip were likely damaged by Wednesday, 29 November 2023. Over half of all buildings in North Gaza and Gaza have likely been damaged or destroyed.
@coreymaps
@conflict_damage
How can we use space technology & Earth observation data to combat human rights abuse inc. modern slavery? Fantastic event (July 9) hosted by MIT's
@space_enabled
&
@SWFoundation
w/ great panelists inc. Rights Lab Prof Doreen Boyd: livestream registration
29-37% of all buildings across the Gaza Strip were likely damaged or destroyed by 4 Dec, including 55-69% of buildings in northern Gaza. We also estimate that Khan Younis likely had as much damage as North Gaza from 29 Nov-4 Dec, a sign that the war is shifting south.
@coreymaps
On the
@semafor
article on commercial satellite image restrictions over
#Gaza
:
1. US commercial satellite companies have been limiting/embargoing data for years in various conflict/humanitarian contexts. Gaza 2023 is just the latest. 1/x
revenge of the Kalman Filter: a new cloud and gap filling algorithm based on Landsat+MODIS fusion via
#EarthEngine
w a handy app .
The Kalman Filter is really cool and was even part of Apollo-era onboard guidance systems!
paper:
A new analysis of satellite imagery shows an estimate of the areas in Gaza that were significantly damaged in the first six days of Israel’s retaliatory airstrikes. Significant damage is most visible in several areas in northern Gaza.
🚀LAUNCH UPDATE🚀 Due to unforeseen circumstances, NASA has postponed the launch of Landsat 9 to September 23, 2021. All Landsat week events have been rescheduled accordingly, please see your favorite events for updates (note: some dates are still being finalized.)
presenting soon w/
@LauraERPeters
at the Managed Retreat conference (Session 11A; 6:30pm EST) on a new social justice framework to guide the relocation of *current* refugee populations affected by climate change
this is a great example of using basic temporal variation in image reflectance - and not image segmentation, super resolution, deep learning, etc - to add much needed insight into a complex humanitarian situation.
How does more than 1 year of war in
#Tigray
& beyond affect food security & the local economy? I use high-frequency 🛰️ imagery to map rural marketplaces & track them in real-time. Compared to pre-2020, activity is currently > 50% lower across much of northern Ethiopia [1/5]
new
#openaccess
on long-term changes in forest, agriculture, and migration in
#Nepal
>> We trace overlapping effects of global labor markets, community forestry, and smallholder land management on widespread forest cover gain. Funded by
@LCLUCProgram
Hannah Friedrich in our Conflict Ecology group
@OSUCEOAS
defended her MS thesis, *Breaking Ground: Automating the Detection of Refugee Settlement Establishment and Growth with a Case Study in Northern Uganda* last week -- congrats!
#WorldRefugeeDay
our article << Supersystem Risk and the End of The Anthropocene >> is out in Issue 01 of the exciting, beautiful, innovative TERA Journal:
@LauraERPeters
Another
@USGSLandsat
timelapse vid made with
@googleearth
Engine for Satellite Disparities at
@sharjaharch
. This shows all imagery from 1984-2019 over a randomly sampled site (lon 38.4, lat 29.98) where each frame is a false color three-date NDVI composite
🚨Submissions are open for our special issue: *Addressing Climate Risks in
#Refugee
Settings* in Frontiers in Climate. Manuscripts are due on 16 June 2024 just before World Refugee Day👉
Are refugee settlements captured in satellite-based maps of where people live? New paper with
@hk_friedrich
maps the exclusion of refugee settings with a series of pink, cyan, and grey maps (Malibu Dream House palette) and charts path to inclusive mapping
Yet another study focusing on refugee camps that overlooks the fact that most off-the-shelf satellite-based built-up/urban products *do not capture refugee camps*. See our study showing widespread exclusion of camps even for datasets with >90% accuracy.
appeal for satellite data sharing for Ukraine >>
“Outdated optical satellite imagery is applicable for PR purposes and as evidence of war crimes for future international criminal court proceedings."
#EOS
GEO and Google Earth Engine announce funding for 32 projects to improve our planet with
#opendata
@GoogleEarth
+
@EOdatascience
are providing $3 million USD towards production licenses and $1 million in technical support for projects over next 2 years!
The visual aesthetic -- color, rate of change, spatial pattern -- of each video for Satellite Disparities at
@sharjaharch
is so distinct. Here's lon -62.12, lat -17.48 . Opening in 2 days!
We've posted the recording of the kickoff webinar of the PERN seminar on "Refugee and internally displaced populations, environmental impacts and climate risks" 👇
Check out our open-access chapter/tutorial/code on
#humanitarian
applications with
#EarthEngine
in the new open-access "Cloud-Based Remote Sensing with Google Earth Engine" text Just one of 55 chapters!
@hk_friedrich
@prial78
@EnviroEm
@dev_333
Hi! We don't have all the numbers on this yet, but it's clear that much/most of the reforestation is on *private* abandoned ag lands, especially in the Middle Hills, as well as communally managed forests.
on a new paper, we measure just how much greenhouse gas (GHG) is released when drought visits dams, strips away their water, exposes the soil underneath, and then rewets the soil. important since drought frequency and intensity are expected to increase.
from "Anti-Racist Learning and Teaching in British Geography" --
3 guiding principles for the incorporation of explicitly
#antiracist
praxis:
1) Recognize each other’s humanity
2) Say the unsayable
3) Interrogate (y)our history
take 16 minutes out of your day to learn about "Geographies of Racial Capitalism" with the amazing Ruth Wilson Gilmore from the new
@antipodeonline
Film Project
Please join our PERN cyberseminar on "Refugee and internally displaced populations, environmental impacts and climate risks" on Monday at 10am EST/14:00 UTC -- excellent speakers and discussion await👉 Recording will be posted online afterwards
With that -- here's to the end of war. The end of needing to detect war. The end of forced displacement. The end of disfigurement and death. The end of war's toxic environmental legacy. The end of toxic masculinity that drives war. The end of imperialism. ✌️🛰️✌️ /15
breathtaking Ngurrara Canvas II used by Aboriginal Ngurrara people to prove ancestral land claim in the Great Sandy Desert. 80 sw meters, painted by 40 artists 22 yrs ago
@sharjaharch
On
#WorldRefugeeDay
, we launched a new research topic in
@FrontiersIn
Climate: *Addressing Climate Risks in
#Refugee
Settings*. Abstracts are due 19 Aug, and full submissions due 17 Dec 2023. Please share widely!
Full description and submission info👉
my
#GeoForGood20
lightning talk on urban conflict damage monitoring with
#GoogleEarthEngine
👉 thanks to
@SeanWohltman
for coordinating and to the rest of the presenters across the nearly 4 hour block! 🛰️🏙️💻🗺️
thanks to
@OMSI
for inviting us to talk about the 22nd Century Survival Project on collaboration, risk, climate change, refugees, migration, and policy solutions that will help us overcome 21st century problems
@sealab_osu
Please take a look at the paper if you'd like to learn more about our methods or access the code or open data. And check out our related
@NASAARSET
training on "Assessing Climate Hazards at Refugee Camps" from last June
How often do students in a class solve real-world problems? These students did -
@OSUCEOAS
Geog599 taught by
@JamonVDH
developed a method for tracking settlements of internally displaced persons (IDPs).
@oregonstategeog
@MichelleKlampe