Georgia Papacharalampous
@georgiapapachar.bsky.social
430 followers 400 following 16 posts
I am an engineer, PhD, MSc working mainly on the intersection of geoscience and statistical modelling with a focus on machine learning algorithms, their combination with physics-based models and predictive uncertainty estimation.
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georgiapapachar.bsky.social
Very happy (😊) to share our new paper, in which we introduce deep Huber quantile regression networks:
👉 doi.org/10.1016/j.ne...
👉 authors.elsevier.com/a/1knnz3BBjK...
#DeepLearning #MachineLearning #PredictiveUncertainty
georgiapapachar.bsky.social
Thank you so much, Nicholas!!
kinarnicholas.bsky.social
Hydrology Paper of the Day @georgiapapachar.bsky.social on estimating uncertainties associated with gridded precipitation data products derived from satellite remote sensing: non-linear ensemble learning and quantile loss functions; predictor variable reduction; stacking; and assessing performance.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @georgiapapachar.bsky.social on estimating uncertainties associated with gridded precipitation data products derived from satellite remote sensing: non-linear ensemble learning and quantile loss functions; predictor variable reduction; stacking; and assessing performance.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @hydrochrista.bsky.social on characteristics of watersheds that drive the flashiness hydrological signature: multiple regression to identify predictor importance in the Mid-Atlantic region; the Richards-Baker flashiness index and peaks-over-threshold; and 10 years of data.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @bkshriver.bsky.social on why woody plants are apparently more prevalent in dryland areas: long-term increases in tree population are responsible for more young trees, and low rates of tree establishment over the past 400 years in the Great Basin and Colorado Plateau.
bkshriver.bsky.social
Why has woody plant density been increasing in dryland ecosystems? In a new paper in @pnas.org we show that increasing tree density in pinyon-juniper woodlands could largely be a result of long-term population growth, rather than recent anthropogenic effects. www.pnas.org/doi/10.1073/...
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
www.pnas.org
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @davidjgibson.bsky.social @bjenquist.bsky.social on the patterns of forest openings in southern Illinois: spatial statistics (Moran's I and autocorrelograms) utilized to assess landscape-scale patterns; soil depth effects related to glaciation; and diversity clusters.
davidjgibson.bsky.social
@bjenquist.bsky.social‬ - our latest #FunctionalTraits paper 🧮➕📏 #landscapeecology #macroecology

Barfknecht, Heikens, & Gibson. 2024.
Temporal changes in spatial scale and autocorrelation structure of forest openings based on taxonomic, phylogenetic, and functional turnover

doi.org/10.1016/j.ac...
Redirecting
doi.org
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @ecoevo.bsky.social @davidjgibson.bsky.social on how a rainfall gradient and restored grasslands influence species richness in the Great Plains: regional differences in diversity and composition; hydrological drivers; and relationships between mixed versus local ecotypes.
davidjgibson.bsky.social
Thanks @applvegsci.bsky.social for the recognition of our paper. #Gibsonlab

@ecoevo.bsky.social et al.
The role of dominant prairie species ecotypes on plant diversity patterns of restored grasslands across a rainfall gradient in the US Great Plains

doi.org/10.1111/avsc...
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @rockiceandsnow.bsky.social on determining the age of Hells Canyon, the deepest river gorge in North America: cosmogenic nuclide dating of river deposits in a cave; how the Snake River shifted by stream capture; river incision rates; and paleo-drainage channels.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @alidacantor.bsky.social on the geography of pumped storage hydropower: a review of reservoir exchanges from a social geography perspective; policies, developments and spatial impacts; and considerations related to community acceptance and environmental justice.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @hydrologywsl.bsky.social on pumped storage hydropower in the Alps: an overview of systems and sociohydrology; projections and assessments of change and sustainability; and impacts in the context of communities, management and climate change at high elevations.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @olefeldt.bsky.social on how a new version of the Global Lakes and Wetlands Database was calculated from freely-available satellite and ground based observations: capturing seasonality and classes; integration of wetlands and peatlands; and robust validation.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @rarakihydro.bsky.social on a model of soil moisture loss that utilizes a nonlinear function: model fitting to SMAP remote sensing data; an examination of global-scale patterns; how aridity, sand fraction and landcover affects outputs; and the role of evapotranspiration.
rarakihydro.bsky.social
My 2nd PhD chapter is out! Soil drying speeds encode the signature of evapotranspiration. Using SMAP data, we demonstrated that, introducing nonlinearity in a traditional soil model help capture aggressive vs conservative vegetation water consumption.

doi.org/10.1029/2024...
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @dustinmulvaney.bsky.social @alidacantor.bsky.social on solar electricity in California's Imperial Valley: connections to markets, territories, and water management issues; tribal lands and the sociology of rural communities and water rights; and legacies of the Salton Sea
dustinmulvaney.bsky.social
If you’re interested in the history of how the first solar project approved by the Bureau of Land Management, and the California Energy Commission ended up not getting built, and how the largest solar project in the USA got built on farmland instead. This paper is for you. #EnergySky #GreenSky☀️🔌💡
dustinmulvaney.bsky.social
New paper! Sunrise at the Salton Sea: environmental justice, land use change, and hydrosocial dynamics of solar energy transitions in the Imperial Valley, California. ☀️🔌💡 #solarpower #justtransition #energysky #greensky link.springer.com/article/10.1...
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @kzhill.bsky.social on how sea level rise in coastal areas transports volatile organic compounds (VOCs) in conjunction with civil engineering infrastructure; assessing risk to schools, residences and daycares in the San Francisco Bay Area in the context of sociohydrology.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @eees-clemsonu.bsky.social on how date (Phoenix dactylifera) plant waste can provide electrochemical water filtration membranes to remove bacteria fom wastewater: electrospinning to produce membranes; low voltage requirements (6V) for deployment; and filtration benefits.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @adrianehoevel.bsky.social on characterizing runoff response to rainfall by soil moisture observations: temporal patterns determined using data from a wireless sensor network and groundwater measurements; searching for patterns in time series; and identifying correlations.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @trevorcaughlin.bsky.social on agricultural tree mortality characterized by remote sensing and mathematical models: predicting tree mortality at a landscape-based level in the tropics; the need for adequate pasture management in the context of risk; and spatial patterns.
trevorcaughlin.bsky.social
🚨 New paper, led by Cristina Barber. We used high-resolution aerial imagery to study tree mortality in a tropical landscape. Large, isolated trees were most likely to die--alarming finding! @ecologicalsociety.bsky.social esajournals.onlinelibrary.wiley.com/doi/10.1002/...
A map of tree crowns in southwestern Panama, showing satellite imagery of a tropical landscape
A scientist surveying trees in a pastoral landscape with a GPS unit
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @akgrewal.bsky.social on understanding seasonality of permafrost hydrological processes in 10 Yukon catchments: Seasonal active-layer thaw and ion pathways; spatial permafrost extents and DOC; and a spatiotemporal geography of chemistry, concentrations and discharge.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @marcosbenso.bsky.social on understanding how climate change is linked to food security: application of machine learning; climate indices, maize and soybeans in Brazil; dataset fusion including crop yields; reanalysis datasets; and hydrological drivers and thresholds.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @hayleyjfowler.bsky.social @vikkithompson.bsky.social on linkages between convective rainfall events and global warming: mini-ensemble models; application of a hydrostatic regional climate model; and increases in extreme events with an increase in global temperatures.
hayleyjfowler.bsky.social
This is a very nice new paper I was involved in. It is a very powerful new method for investigating the thermodynamic effects of climate change on rainfall extremes, with some quite sobering results showing very large increases in intensity.
vikkithompson.bsky.social
🌧️🌍💧 Our new paper, led by Geert Lenderink, shows recent European extreme rainfall events have localised climate change responses beyond the expected Clausius-Clapeyron rate – potentially enhancing flash floods in a warmer climate.

Read it here: doi.org/10.1016/j.wa... @hayleyjfowler.bsky.social
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @davstott.bsky.social on how people in the past on the Zimbabwe plateau managed water near Dhaka pits probably utilized as water reservoirs: Airborne laser scanning and a ground survey of soils and water sources; urban water conservation; and water landscapes.
davstott.bsky.social
Our work on Great Zimbabwe used surface hydrology, ethnographic survey and geoarc to show that dhaka pits, previously interpreted as clay pits, were likely intended to collect and store water.

These smart local adaptations to water scarcity are so interesting

www.sciencedirect.com/science/arti...
A relief map showing Great Zimbabwe and its immediate landscape context, along with the dhaka pits identified as closed depressions using hydrological analyses of lidar data, coloured by their volumetric capacity. Two of the pits have profiles across them, showing how the spoil was used to create a catchwork / dam across contour.
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @charliejgardner.bsky.social on a global decline in seed dispersal: problem scope, challenges, and ecological processes; evolutionary change in seed dispersers; interactions, threats, and consequences; changes in functional composition and the carbon cycle; and management
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @pedramh.bsky.social on artificial intelligence forecasting of extreme weather events: strong cyclones cannot be easily predicted on a global scale; the veracity of regional-scale forecasting; the need for careful design of learning strategies for training; and AI limits.
pedramh.bsky.social
Can AI weather models predict out-of-distribution gray swan extremes? We report @pnas.org that the answer is NO for global gray swans, YES for regional ones: AI models can't extrapolate from weaker events but can learn from similar events in other regions during training! doi.org/10.1073/pnas...
Can AI weather models predict out-of-distribution gray swan tropical cyclones? | PNAS
Predicting gray swan weather extremes, which are possible but so rare that they are absent from the training dataset, is a major concern for AI wea...
doi.org
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @rockyrivers.bsky.social on hydrological connectivity of Apalachicola River sloughs: changes in flow conditions characterized by the HEC-RAS model; post-restoration scenarios in the Spiders Cut system near the Jim Woodruff Dam; and characterizing restoration engineering.
rockyrivers.bsky.social
Enjoyed working on this paper led by Love Kumar
ufgeog.bsky.social
NEW - Modeling Changes in Flow Dynamics From the Restoration of a Distributary Slough Along a Large Floodplain River, by Love Kumar, @rockyrivers.bsky.social and colleagues onlinelibrary.wiley.com/doi/full/10....
Reposted by Georgia Papacharalampous
kinarnicholas.bsky.social
Hydrology Paper of the Day @geoallen.bsky.social on how a log-normal distribution of river widths within a stream order is related to the lengths of river networks: a Pareto distribution for fractal spatial scaling; river surface area estimation; remote sensing measurements; and applications.
geoallen.bsky.social
🚨New paper🚨 shows a remarkably clean relationship between river width and stream order across the US

𝑇ℎ𝑒 𝑊𝑖𝑑𝑡ℎ𝑠 𝑜𝑓 𝑅𝑖𝑣𝑒𝑟𝑠 𝑎𝑛𝑑 𝑆𝑡𝑟𝑒𝑎𝑚𝑠 𝐴𝑐𝑟𝑜𝑠𝑠 𝑆𝑝𝑎𝑡𝑖𝑎𝑙 𝑆𝑐𝑎𝑙𝑒𝑠... 🔗 doi.org/10.1029/2025...

#hydrology #geomorphology #rivers #RemoteSensing
River widths of each stream order exhibit predictable log-normal distributions.
Reposted by Georgia Papacharalampous
queen-mab-hydro.bsky.social
HEPEX, the Hydrological Ensemble Prediction EXperiment, is now on Bluesky! Find it at @hepexorg.bsky.social