ufs-community/ufs-weather-model

UFS Weather Model

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IvanBongiorni/TensorFlow2.0_Notebooks

Implementation of a series of Neural Network architectures in TensorFow 2.0

Language: Jupyter Notebook - Size: 1.66 MB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 37 - Forks: 22

jddeguia/compare-forecast-models

Energy production of photovoltaic (PV) system is heavily influenced by solar irradiance. Accurate prediction of solar irradiance leads to optimal dispatching of available energy resources and anticipating end-user demand. However, it is difficult to do due to fluctuating nature of weather patterns.  In the study, neural network models were defined to predict solar irradiance values based on weather patterns. Models included in the study are artificial neural network, convolutional neural network, bidirectional long-short term memory (LSTM) and stacked LSTM.  Preprocessing methods such as data normalization and principal component analysis were applied before model training. Regression metrics such as mean squared error (MSE), maximum residual error (max error), mean absolute error (MAE), explained variance score (EVS), and regression score function (R2 score), were used to evaluate the performance of model prediction. Plots such as prediction curves, learning curves, and histogram of error distribution were also considered as well for further analysis of model performance. All models showed that it is capable of learning unforeseen values, however, stacked LSTM has the best results with the max error, R2, MAE, MSE, and EVS values of 651.536, 0.953, 41.738, 5124.686, and 0.946, respectively.

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beerda/lfl

linguistic fuzzy logic algorithms: mining for linguistic fuzzy association rules, composition of fuzzy relations, performing perception-based logical deduction (PbLD), and forecasting time-series using fuzzy rule-based ensemble (FRBE)

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storm-software/stormstack

⚡The StormStack monorepo contains utility applications, tools, and various libraries used to create modern, scalable web applications⚡

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Unidata/awips2-gsd

GSD AWIPS Plugins

Language: Java - Size: 895 KB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 1

Supravisor/Gitpod-Forecast

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cpatrickalves/bssf-ci

Brazilian Social Security Forecast Confidence Intervals

Language: Python - Size: 7.81 KB - Last synced at: about 2 years ago - Pushed at: almost 8 years ago - Stars: 0 - Forks: 0