Counting 227 Github clones since May! 🎉 Link: github.com/Art-n-MathS/...

📢PlotToSAT on-site workshop at ForestSAT conference (@forestsat.bsky.social)! Includes demonstration of new feature of extracting time-series at multiple regions defined in .shp & GEE intro. Check the details here: carlos-alberto-silva.github.io/silvalab/For... Github: github.com/Art-n-MathS/...

✨We have just enabled GitHub Discussion for PlotToSat ✨ 💡GitHub Discussions is a space where anyone can ask questions, share ideas, suggest improvements 🛠️ 🤝 Community input is what turns a good tool into a great one! Join the discussion here 👉 github.com/Art-n-MathS/...

✨ Abstract submission now open for the 4th Machine Learning for Earth Observation (#ML4EO) 2026. 📍 University of Exeter UK 📅 22–24 June 📝 Submit by 31 March 👉 ml4eo.org/call-for-abs... ML4EO brings together academic & industry experts in machine learning, remote sensing, and geospatial analysis.

📢 Abstract submission for the 4th Machine Learning for Earth Observation conference is open! Deadline 31st of March. More info: ml4eo.org/call-for-abs... Limited early bird registrations available at: ml4eo.org/call-for-abs...

PlotToSat has been cloned 158 times since May 20th, 2025!! :D Downloads are not counted, so the number shall be much higher. You may download PlotToSat and start extracting time-series of Sentinel-1 and Sentinel-2 quickly on the Google Earth Engine cloud: github.com/Art-n-MathS/...

🌱 Upcoming Workshop: PlotToSat: Extraction of Sentinel-1 and Sentinel-2 time-series at multiple regions 🌱 📅 Date: November 13, 2025 ⏰ Time: 9:00 AM – 2:00 PM (EST) 🔗https://event.fourwaves.com/forestsatworkshopseries

✨ It was a nice surprise to see PlotToSat featured in the Environmental Intelligence Network Newsletter today! Grateful for the recognition and excited to see growing interest in using #time-series #EO satellite to better understand our environment. 🌍🛰 Paper: www.sciencedirect.com/science/arti...

Save the date for the 4th Machine Learning for Earth Observation (ML4EO) confererence: 📅 22–24 June 2026 at Streatham Campus, University of Exeter. www.linkedin.com/posts/centre...

I highly recommend the webinars by IUFRO 🌍🌲 Check this one out on Linkedin. www.iufro.org/events/scien...

🌲 Excited to be one of the instructors for the ForestSAT 2026 pre-conference workshops! Interested in #EO time series extraction across multiple plot regions? I will be presenting #PlotToSat, a tool designed to streamline this process, along with an intro to #GEE for efficient large-scale analysis.

🚀 The NISAR mission has captured its first radar images of Earth 🌍, showcasing its potential to track forest ecosystems, crops, and land changes globally. Looking forward to exploring this powerful dataset in future projects! www.jpl.nasa.gov/news/nasa-is...

Only a pre-print for now, but after 4 years of hard work I couldn't resist sharing this! The Global Canopy Atlas: analysis-ready maps of 3D structure for the world's woody ecosystems 📜: doi.org/10.1101/2025... Huge team effort led by the brilliant Fabian Fischer!

🌱We are excited to announce a specialized workshop on PlotToSat: Extraction of Sentinel-1 and Sentinel-2 Time-Series at Multiple Regions, led by Dr. Milto Miltiadou. 🔗 Register here: event.fourwaves.com/forestsatwor... 📚 Learn more: carlos-alberto-silva.github.io/silvalab/For...

🚀 Excited that I will be delivering a workshop on "Extracting Sentinel-1 & Sentinel-2 time-series with PlotToSat" hosted by the ForestSAT association! 🌍🌲 📅 Date: 13th November 🛠️ Includes a quick intro to Google Earth Engine & Python API PlotToSat paper: www.sciencedirect.com/science/arti...

Honoured to step into the role of Academic Lead for the Centre for Environmental Intelligence! Excited to collaborate with the brilliant scientists involved and foster impactful partnerships. Website: www.exeter.ac.uk/research/cen... LinkedIn: www.linkedin.com/company/cent...

✨ It is very rewarding to watch MSc presentations! I am proud of my students and excited about their final products, tools, and research! 🎉👏😁

👋 Webinar on "AI on the World Stage: Comparative Legal Insights from the US, EU, UK & Africa"! They will unpack what AI compliance and risk really look like – from the EU AI Act to IP and employment implications. 📆 30 July at 4pm BST Register here: events.teams.microsoft.com/event/b56d42...

PlotToSat clones keep increasing! 🚀 17 unique clones today — and the day's not even over yet! 😄

Great to attend the "GW4 AI, Climate, Adaptation & Net Zero" Workshop at @UniofBath — inspiring talks & great organisation! PlotToSat @plottosat.bsky.social for multi-region EO time-series extraction: github.com/Art-n-MathS/... DM for updates (shapefile support & indices)!

If you didn’t quite get the grades you were expecting, don’t worry – we have some places available in clearing, so please take a look at our website to find out more and to apply. www.exeter.ac.uk/stu... 2/2

Reminder: Your CV is not a cover letter. Just saw 2 applicants submit their CV as the cover letter and both were instantly disqualified. Don't let a simple mistake cost you the opportunity.

Almost 200 of the delegates at this week's Global Tipping Points Conference in Exeter endorsed a statement calling for world leaders to take “immediate, unprecedented action” to prevent devastating #climate tipping points. @gsiexeter.bsky.social news.exeter.ac.uk/faculty-of-e...

🌍 Wrapping up Living Planet Symposium #LPS2025 in Vienna! It was a nice reconnecting with so many familiar faces; colleagues, collaborators, and friends from over the years. And it's just as exciting to meet new people. Grateful to #ESA – European Space Agency for organizing this inspiring event.

Only a few days left to apply! if you are at #LPS25 poke me to discuss this #PhD opportunity!

If you are interested in learning more about efficient scalable ways of extracting time series, come to Poster P43 today Wed at #LSP25 and learn more about the open source tool PlotToSat. www.sciencedirect.com/science/arti...

Proud to be affiliated with the University of Exeter! 😊

I recommend this #job opportunity, Professor in Application Machine Learning, in Austria. www.fhstp.ac.at/en/job-openi...

The first BIOMASS image! Happening now at Living Planet Symposium #LPS25 😁

On my way to Living Planet Symposium #LPS25! Looking forward to meeting many of you in Vienna. Please reach out if you would like to learn more about @plottosat.bsky.social

🌍 Just ended the 3rd ML4EO conference at @uniofexeternews.bsky.social! ~140 registrations from industry, NGOs, academia. ~ Great keynotes, talks & discussion on ML + Earth Observation. Huge thanks to all who made it happen—see you next year! #ML4EO #AI4Earth

Join us on sunday @esa.int #LivingPlanetSymposium where we'll showcase how to access and work with data like this from @eumetsat.int @osi-saf.eumetsat.int and @copernicusmarine.bsky.social towards the @unoceandecade.bsky.social #UNOceanDecade challenges! Sunday 22nd June 1700-1820 in Room 1.61/1.62

So proud of Beibei Zhang for leading this paper in @newphyt.bsky.social showing how soils & topography shape variation in canopy dynamics across tropical forest landscapes 🌳🔃🌐 Link to 📃: nph.onlinelibrary.wiley.com/doi/10.1111/... A short 🧵

#job #postdoc opportunity

Only two days left to register for the Machine Learning for Earth Observation (ML4EO) Conference, taking place at Streatham Campus, University of Exeter, UK! We look forward to welcoming you to Exeter - Deadline 11th of June -

🌱 Interested in a multidisciplinary #PhD in Computer Science @uniofexeternews.bsky.social? If you love independent learning in #CS, and want to explore #forest ecology + Earth Observation #EO check this out! With myself, @tommaso-jucker.bsky.social & Sareh Rowlands www.exeter.ac.uk/study/fundin...

Tree Species Map England www.data.gov.uk/dataset/0535... new distribution map of common tree species in England using optical satellite remote sensing data, from @forestresearchuk.bsky.social‬ #biodiversity #ml #remotesensing #geospatial #opendata 🌳🌲

I finally figured out how to track GitHub clones of PlotToSat (github.com/Art-n-MathS/...)! 🥳🙌🎉 Check it out if you are interested in getting time-series of Sentinel-1/2 at multiple plot regions. :D

🚨 Call for Prospective MSCA Postdoctoral Fellows! 🌍🌲 Are you interested in AI-based forest applications that use EO🛰️ data (time-series, LiDAR, SAR)? Send me your CV to arrange a 1-1 meeting and explore projects. Related projects: art-n-maths.github.io/Projects1.html #MSCA #Postdoc #EO

#postdoc opportunity

🚀 The Machine Learning for Earth Observation (#ML4EO) conference is approaching (June 18–20). Registration closes on June 11! Limited student grants available. 5 Keynotes: ml4eo.org/keynotes 2 Workshops: ml4eo.org/workshops Many high quality presentations! Full Schedule: ml4eo.org/programme #ML #EO

#oneforjournalclub Really nice example of combining TLS and tree ring records to characterise how crown architecture and canopy structure shape long-term tree growth strategies www.sciencedirect.com/science/arti...

#phd #postdoc opportunities

This tutorial will guide you through the core functionalities of PlotToSat. It will help you quickly extract Sentinel-1 🛰️ and Sentinel-2 🛰️ time series at multiple plot regions. The centres of the plots are defined in an input .csv file. #EO #ML #time-series #forests 🌲 @drmiltiadou.bsky.social

Interested in extracting EO 🛰️ time-series at multiple plot regions? @plottosat.bsky.social makes it easy Follow us for updates, research and news! Paper: www.sciencedirect.com/science/arti... Code: #EO #forest #ML #time-series Tutorial: www.youtube.com/watch?v=ItaZ... #EO #forest #ML #time-series

#phd opportunity

💥NEW POSTDOC POSITION💥 at #SmartForest at #NIBIO in Ås, Norway 📍 Full-time, 3-year position are you into #ComputerVision for sustainable #ForestManagement? 📆 Apply by June 8, 2025 Apply here 👉 www.jobbnorge.no/en/available... #PanopticSegmentation #MachineLearning #DeepLearning #AIforNature

Call for Papers! We are excited to announce a new Special Issue with @silvilaser2025.bsky.social SilviLaser 2025: Laser scanning applications in forest management ⏰ Submission deadline: 30th November 2025 More information here👇 academic.oup.com/forestry/pag...

Find it difficult to link your monitoring plots to satellite data? Our new python tool PlotToSat, led by @drmiltiadou.bsky.social makes it easy for you! 📜 Paper: lnkd.in/gGufwesj ⌨️ Code: lnkd.in/gNh_YH7M 📺 YouTube tutorial: lnkd.in/g9YwS3p4 🌲 🌳 🛰️ #forests #satellites #monitoring #machinelearning

🚀 Seeking External Partners for PGR Match Funding! The University of Exeter is looking for partners to co-fund PhD students through our Match Funding call. 🔹 Requested fund 50%+ of fees & stipend (~£53k + VAT) for a 3.5-year PhD (Jan 2026 start). 🔹 Deadline: April 15 – Reach out to discuss ideas!