Open Sustainable Technology
A curated list of open technology projects to sustain a stable climate, energy supply, biodiversity and natural resources.
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MegaDetector
Deep learning tools that accelerate the review of motion-triggered wildlife camera images.
aiforearth camera-traps computer-vision conservation machine-learning wildlife
Biosphere - Terrestrial Animals - Last synced: 09 Dec 2023 - Ranking: 10.4
Awesome-forests
A curated list of ground-truth forest datasets for the machine learning and forestry community.
biodiversity carbon climate-change datasets deep-learning ecosystems forestry machine-learning
Sustainable Development - Curated Lists - Last synced: 09 Dec 2023 - Ranking: 7.1
PyESD
Downscale any climate variables e.g. precipitation and temperature using predictors from reanalysis datasets to point scale.
deep-learning downscaling ensemble-machine-learning machine-learning precipitation sckit-learn tensorflow2
Climate Change - Climate Downscaling - Last synced: 09 Dec 2023 - Ranking: 7.7
OrcaHello
A real-time AI-assisted killer whale notification system.
artificial-intelligence audio-analysis audio-processing bioacoustics deep-learning inference machine-learning marine marine-biology neural-network orcas real-time realtime whales
Biosphere - Marine Life and Fishery - Last synced: 08 Dec 2023 - Ranking: 7.9
VIAME
Video and Image Analytics for Marine Environments.
annotation-framework artificial-intelligence computer-vision conservation deep-learning ecology image-annotation image-processing machine-learning marine-biology object-detection oceanography open-source video-analysis video-analytics video-annotation video-search
Biosphere - Marine Life and Fishery - Last synced: 08 Dec 2023 - Ranking: 9.6
deep-smoke-machine
Deep learning models and dataset for recognizing industrial smoke emissions.
air-quality citizen-science computer-vision deep-learning machine-learning neural-network python pytorch smoke smoke-recognition
Emissions - Emission Observation and Modeling - Last synced: 08 Dec 2023 - Ranking: 5.3
load_forecasting
Load forecasting on Delhi area electric power load using ARIMA, RNN, LSTM and GRU models.
arima electric-load-forecasting gru lstm machine-learning rnn ses sma time-series-forecasting wma
Energy Systems - Energy Modeling and Optimization - Last synced: 08 Dec 2023 - Ranking: 7.1
carbon footprint
Calculate your carbon footprint easily using a command line interface.
carbon carbon-cycle carbon-dioxide carbon-emissions carbon-footprint climate climate-analysis climate-change climate-data climate-model climate-models climate-science climatology co2 co2-concentration co2-emission co2-emissions co2-measurements co2monitor machine-learning
Emissions - Carbon Intensity and Accounting - Last synced: 08 Dec 2023 - Ranking: 3.5
Callisto-Dataset-Collection
A list of datasets aiming to enable Artificial Intelligence applications that use Earth Observation, satellite and other data.
data-repository dataset datasets deep-learning machine-learning machine-learning-datasets remote-sensing satellite-imagery
Sustainable Development - Curated Lists - Last synced: 08 Dec 2023 - Ranking: 6.8
Machine-Learning-for-Solar-Energy-Prediction
Predict the power production of a solar panel farm from weather measurements using machine learning.
data-processing machine-learning matlab neural-network python tensorflow
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 08 Dec 2023 - Ranking: 5.9
Renewcast
Forecasting renewable energy generation in EU countries with machine learning algorithms, based on Streamlit and sktime.
machine-learning pycaret renewable-energy streamlit time-series time-series-forecasting
Energy Systems - Energy Modeling and Optimization - Last synced: 08 Dec 2023 - Ranking: 3.5
Smart-Energy-Monitor
The goal is to accurately predict the monthly electricity bill of the household using minimum hardware and by acquiring electrical data at a single location.
appliance-level-consumption arduino electronics energy-consumption energy-disaggregation energy-monitor hardware machine-learning naive-bayes-classifier raspberry-pi smarthome
Consumption - Buildings and Heating - Last synced: 08 Dec 2023 - Ranking: 4.1
elpv-dataset
A dataset of functional and defective solar cells extracted from EL images of solar modules.
computer-vision machine-learning photovoltaic solar-cells solar-energy
Renewable Energy - Photovoltaics and Solar Energy - Last synced: 08 Dec 2023 - Ranking: 5.1
STARCOP
Semantic Segmentation of Methane Plumes with Hyperspectral Machine Learning models.
aviris aviris-ng emit hyperspectral hyperspectral-datasets machine-learning methane methane-detection
Emissions - Emission Observation and Modeling - Last synced: 08 Dec 2023 - Ranking: 2.8
XCast
A free and open source climate forecasting toolkit written by Kyle Hall & Nachiketa Acharya, designed to help forecasters and earth scientists apply state-of-the-art postprocessing techniques to gridded data sets.
artificial-intelligence big-data climate-data climate-forecasting climate-science machine-learning multimodel-ensemble parallel-computing predictive-analytics python xarray
Climate Change - Climate Data Processing and Analysis - Last synced: 07 Dec 2023 - Ranking: 5.5
PyForecast
A statistical modeling tool used by Reclamation water managers and reservoir operators to train and build predictive models for seasonal inflows and streamflows.
forecasting hydrology machine-learning python statistical-models
Natural Resources - Water Supply - Last synced: 07 Dec 2023 - Ranking: 5.6
SustainBench
Benchmarks for Monitoring the Sustainable Development Goals with Machine Learning.
deep-learning machine-learning sdgs sustainability
Sustainable Development - Sustainable Development Goals - Last synced: 07 Dec 2023 - Ranking: 5.2
OSDG
Tool that assigns Sustainable Development Goals labels to your input.
machine-learning machine-learning-algorithms machine-translation ml open-source osdg sdg sdg-data sdgs sustainability sustainability-score sustainable-development sustainable-development-goals united-nations
Sustainable Development - Sustainable Development Goals - Last synced: 07 Dec 2023 - Ranking: 4.6
Kepler
Uses eBPF to probe energy related system stats and exports as Prometheus metrics.
cloud-native ebpf energy-consumption energy-efficiency energy-monitor kubernetes machine-learning prometheus prometheus-exporter sustainability
Consumption - Computation and Communication - Last synced: 07 Dec 2023 - Ranking: 12.5
openmodelica-microgrid-gym
An OpenAI Gym Environment for Microgrids.
control electrical-engineering energy-system-modeling engineering machine-learning microgrid modelica openai-gym openai-gym-environments openmodelica power-electronics power-supply power-systems python reinforcement-learning simulation smart-grids
Energy Systems - Energy Distribution and Grids - Last synced: 07 Dec 2023 - Ranking: 11.7
ForesToolboxRS
Remote Sensing Tools for Forest Monitoring.
change-detection deforestation machine-learning remote-sensing
Biosphere - Forest Observation and Management - Last synced: 07 Dec 2023 - Ranking: 4.6
NYISOToolkit
A collection of modules for accessing power system data, generating statistics, and creating visualizations from the New York Independent System Operator.
analysis clcpa clean-energy data datascience datasets decarbonization electricity energy kaggle kaggle-competition kaggle-dataset machine-learning ml newyork nyiso renewable-energy visualization
Energy Systems - Energy System Data Access - Last synced: 07 Dec 2023 - Ranking: 5.3
wtphm
The Wind Turbine Prognostics and Health Management library processes wind turbine events data, as well as operational SCADA data for easier fault detection, prognostics or reliability research.
fault-detection machine-learning scada wind-energy wind-turbine
Renewable Energy - Wind Energy - Last synced: 07 Dec 2023 - Ranking: 7.1
EcoAssist
An open-source application designed to streamline the work of ecologists dealing with camera trap images.
annotation-tool cameratraps conservation deploy ecology linux machine-learning macos megadetector object-detection python train windows yolov5
Biosphere - Terrestrial Animals - Last synced: 07 Dec 2023 - Ranking: 6.5
btp-ai-sustainability-bootcamp
Showcasing SAP partners how to add Intelligence and Sustainability into your industry cloud solutions on SAP Business Technology Platform.
computer-vision condition-monitoring deep-learning defect-detection image-segmentation machine-learning predictive-maintenance sac-planning sample sample-code sap-ai-core sap-ai-launchpad sap-analytics-cloud sound-classification sustainability
Consumption - Production and Industry - Last synced: 07 Dec 2023 - Ranking: 6.4
ClimateLearn
A Python library for accessing state-of-the-art climate data and machine learning models in a standardized, straightforward way.
climate-change climate-science deep-learning machine-learning
Climate Change - Climate Data Visualization and Access - Last synced: 07 Dec 2023 - Ranking: 13.2
ClimaAtmos.jl
A library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools.
climate data-assimilation fluid-dynamics julia machine-learning optimization
Atmosphere - Atmospheric Composition and Dynamics - Last synced: 07 Dec 2023 - Ranking: -Infinity
Hagelslag
An object-based severe storm forecasting system that utilizing image processing and machine learning tools to derive calibrated probabilities of severe hazards from convection-allowing numerical weather prediction model output.
geojson hail hrrr machine-learning mrms netcdf performance performance-diagram python reliability segmentation storms tracking verification weather zarr
Climate Change - Natural Hazard and Storm - Last synced: 07 Dec 2023 - Ranking: 11.4
sup3r
The Super Resolution for Renewable Resource Data software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolution inputs.
climate-change climate-data deep-learning generative-adversarial-network machine-learning renewable-energy solar-energy tensorflow wind-energy
Energy Systems - Energy System Data Access - Last synced: 07 Dec 2023 - Ranking: 9.3
Radiant MLHub Python Client
Open community commons for geospatial training data, machine learning models, and standards to encourage collaboration and share information.
machine-learning python python-3 python-client satellite-imagery stac
Sustainable Development - Data Catalogs and Interfaces - Last synced: 07 Dec 2023 - Ranking: 13.9
GeoThermalCloud.jl
A repository containing all the data and codes required to demonstrate applications of machine learning methods for geothermal exploration.
geothermal julia machine-learning unsupervised-machine-learning
Renewable Energy - Geothermal Energy - Last synced: 07 Dec 2023 - Ranking: -Infinity
OpenSTEF
A Python package which is used to make short term forecasts for the energy sector.
data-science energy forecasting machine-learning python time-series
Energy Systems - Energy Modeling and Optimization - Last synced: 07 Dec 2023 - Ranking: 14.6
GreenGuard
A collection of end-to-end solutions for machine learning problems commonly found in monitoring wind energy production system.
classification machine-learning time-series
Renewable Energy - Wind Energy - Last synced: 06 Dec 2023 - Ranking: 10.2
Oceananigans.jl
Fast and friendly fluid dynamics on CPUs and GPUs.
climate climate-change data-assimilation fluid-dynamics gpu julia machine-learning ocean
Hydrosphere - Ocean Circulation Models - Last synced: 06 Dec 2023 - Ranking: 12.1
ml_drought
A Machine Learning Pipeline to Predict Vegetation Health.
2019 copernicus machine-learning
Natural Resources - Soil and Land - Last synced: 06 Dec 2023 - Ranking: 5.9
EuroCrops
A dataset collection combining all publicly available self-declared crop reporting datasets from countries of the European Union.
agriculture dataset deep-learning machine-learning opendata sentinel-2
Consumption - Agriculture and Nutrition - Last synced: 06 Dec 2023 - Ranking: 6.8
Awesome-Earth-Artificial-Intelligence
A curated list of tutorials, notebooks, software, datasets, courses, books, video lectures and papers specifically for Artificial Intelligence use cases in Earth Science.
air-quality awesome-list biosphere datasets deep-learning dust earth-science earthquakes geosphere glacier hydrology land-cover-classification machine-learning snow volcano
Sustainable Development - Curated Lists - Last synced: 06 Dec 2023 - Ranking: 6.5
FlexMeasures
A platform for building energy flexibility services with forecasting and scheduling, written in Python & offering a USEF-conform API.
backend energy energy-data energy-flexibility machine-learning
Energy Systems - Energy Monitoring and Management - Last synced: 06 Dec 2023 - Ranking: 8.3
IUCNN
Environmental data and existing IUCN Red List assessments to predict the conservation status of "Not Evaluated" species, for any taxon or geographic region of interest.
conservation conservation-prioritization deep-learning machine-learning tensorflow
Biosphere - Biodiversity and Species Distribution - Last synced: 06 Dec 2023 - Ranking: 5.4
Eco2AI
A Python library which accumulates statistics about power consumption and CO2 emission during running code.
ai carbon-emissions carbon-footprint co2-emissions co2-monitoring deep-learning emission-tracker energy-consumption environment esg ghg machine-learning power-consumption-measurement python sustainability
Consumption - Computation and Communication - Last synced: 06 Dec 2023 - Ranking: 11.4
