Shohei Miyata

Interpretable deep learning models for hourly solar radiation prediction based on graph neural network and attention

Yuan Gao, Shohei Miyata, Yasunori Akashi · Applied Energy · 2022 · 66 citations

Artificial Intelligence, Graph Neural Network, Solar Variability +7

Operational optimization for off-grid renewable building energy system using deep reinforcement learning

Yuan Gao, Yuki Matsunami, Shohei Miyata et al. · Applied Energy · 2022 · 63 citations

Operational Optimization, Engineering, Deep Reinforcement Learning +8

Successful application of predictive information in deep reinforcement learning control: A case study based on an office building HVAC system

Yuan Gao, Shanrui Shi, Shohei Miyata et al. · Energy · 2024 · 57 citations

Engineering, Reinforcement Learning (Computer Engineering), Machine Learning +12

Multi-step solar irradiation prediction based on weather forecast and generative deep learning model

Yuan Gao, Shohei Miyata, Yasunori Akashi · Renewable Energy · 2022 · 51 citations

Weather Forecast, Engineering, Machine Learning +10

Energy saving and indoor temperature control for an office building using tube-based robust model predictive control

Yuan Gao, Shohei Miyata, Yasunori Akashi · Applied Energy · 2023 · 46 citations

Engineering, Energy Efficiency, Energy Management +13