Concepedia

Intelligent autonomous street lighting system based on weather forecast using LSTM

Didar Tukymbekov, Ahmet Saymbetov, Madiyar Nurgaliyev, Nurzhigit Kuttybay, Gulbakhar Dosymbetova, Yeldos Svanbayev

Energy · 2021 · 55 citations · 34 references

Concepts

ComputingAutonomous SystemsComputer ScienceComputer VisionMachine LearningWeather ForecastingArtificial Lighting SystemsBuilding AutomationBuilding Automation SystemsLighting ModelsUrban Weather ForecastingDaylight PredictionSensor-based Lighting ControlSensor-based Lighting SystemsSmart Street LightingStreet Lighting

References

34

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

Learning long-term dependencies with gradient descent is difficult

Yoshua Bengio, P. Simard, Paolo Frasconi · IEEE Transactions on Neural Networks · 1994 · 8.5K citations

Computing, Computer Science, Machine Learning +9

Hourly day-ahead solar irradiance prediction using weather forecasts by LSTM

Xiangyun Qing, Yugang Niu · Energy · 2018 · 932 citations

Natural Sciences, Earth Sciences, Meteorology +12

Photovoltaic power forecasting based LSTM-Convolutional Network

Kejun Wang, Xiaoxia Qi, Hongda Liu · Energy · 2019 · 478 citations

Engineering, Electrical Engineering, Forecasting +13

Day-ahead power forecasting in a large-scale photovoltaic plant based on weather classification using LSTM

Mingming Gao, Jianjing Li, Feng Hong et al. · Energy · 2019 · 300 citations

Natural Sciences, Meteorology, Forecasting +15