BME-SmartLab / GraphConvWat
GitHub repository for "Reconstructing partially observed nodal pressure with graph neural networks in waterdistribution systems" paper
☆12Updated 2 years ago
Alternatives and similar repositories for GraphConvWat:
Users that are interested in GraphConvWat are comparing it to the libraries listed below
- Graph neural networks for state estimation in water distribution systems☆30Updated 3 years ago
- Battle of the Leakage Detection and Isolation Methods (BattLeDIM 2020)☆13Updated 2 years ago
- GNNs to predict wind farm-wide power, local flow variables and damage-equivalent loads.☆13Updated 2 months ago
- ☆15Updated 5 years ago
- ☆10Updated last year
- Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression. (IEEE TKDE'24)☆18Updated last month
- RiccardoSpolaor / Verbal-Explanations-of-Spatio-Temporal-Graph-Neural-Networks-for-Traffic-ForecastingAn eXplainable AI system to elucidate short-term speed forecasts in traffic networks obtained by Spatio-Temporal Graph Neural Networks.☆15Updated 10 months ago
- PyTorch implementation of probabilistic deep forecast applied to air quality.☆25Updated 3 years ago
- Uncertainty Quantification for Deep Spatiotemporal Forecasting☆21Updated 4 months ago
- Meta Transfer Learning for Lake Temperature Prediction☆20Updated 3 years ago
- code for HiSTGNN: Hierarchical Graph Neural Networks for Weather Forecasting, Information Sciences☆12Updated last year
- We present PSML, a first-of-its-kind open-access multi-scale time-series dataset, to aid in the development of data-driven machine learni…☆61Updated 2 years ago
- Graph Neural Network-Based Anomaly Detection☆27Updated 10 months ago
- Official repository for the paper "Graph-based Time Series Clustering for End-to-End Hierarchical Forecasting" (ICML 2024)☆12Updated 5 months ago
- ☆114Updated last year
- Simulation Sandbox for the Design and Evaluation of Stormwater Control Algorithms☆31Updated last year
- Using an integrated pinball-loss objective function in various recurrent based deep learning architectures made with keras to simultaneou…☆30Updated 2 years ago
- Welcome to the SOLETE platform. These scripts are meant to help you using the homonymous dataset [1] and to replicate the results from th…☆10Updated last year
- Feasibility study on using mixed-integer-linear programming for solving optimal pump scheduling problem in water distribution networks.☆12Updated 5 months ago
- Code repository for paper "Rapid Spatio-Temporal Flood Modelling via Hydraulics-Based Graph Neural Networks"☆36Updated 10 months ago
- SPATE-GAN: Improved Generative Modeling of Dynamic Spatio-Temporal Patterns with an Autoregressive Embedding Loss☆25Updated 2 years ago
- Accompanying scripts and models for paper "Transfer learning strategies for solar power1 forecasting under data scarcity"☆15Updated 2 years ago
- Water flow forecasting in a hydroelectric power plant using PyTorch☆10Updated last year
- Large-scale pretraining and benchmarking for short-term load forecasting.☆64Updated last month
- Valid and adaptive prediction intervals for probabilistic time series forecasting☆87Updated 2 years ago
- Code for the TMLR 2023 paper "GRAM-ODE: Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting"☆15Updated last year
- Physics-guided Neural Networks (PGNN) : An Application In Lake Temperature Modelling☆106Updated 3 years ago
- ClimODE: Climate and Weather Forecasting With Physics-informed Neural ODEs☆82Updated 5 months ago
- Python package for sensor placement optimization☆63Updated 4 months ago
- Official repository for the paper "Scalable Spatiotemporal Graph Neural Networks" (AAAI 2023)☆45Updated last year