铁路工程风预测(英文版)

Chapter 1 Introduction
1．1 Overview of wind forecasting in train wind engineering
1．2 Typical scenarios of railway wind engineering
1．3 Key technical problems in wind signal processing
1．4 Wind forecasting technologies in railway wind engineering
1．5 Scope of this book
References

Chapter 2 Analysis of Flow Field Characteristics Along Railways
2．1 Introduction
2．2 Analysis of spatial characteristics of railway flow field
2．3 Analysis of seasonal characteristics of railway flow field
2．4 Summary and outlook
References

Chapter 3 Description of Single-Point Wind Time Series Along Railways
3．1 Introduction
3．2 Wind anemometer layout optimization methods along railways
3．3 Single-point wind speed-wind direction seasonal analysis
3．4 Single-point wind speed-wind direction heteroscedasticity analysis
3．5 Various single-point wind time series description algorithms
3．6 Description accuracy evaluation indicators
3．7 Summary and outlook
References

Chapter 4 Single-Point Wind Forecasting Methods Based on Deep Learning
4．1 Introduction
4．2 Wind data description
4．3 Single-point wind speed forecasting algorithm based on LSTM
4．4 Single-point wind speed forecasting algorithm based on GRU
4．5 Single-point wind speed direction algorithm based on Seriesnet
4．6 Summary and outlook
References

Chapter 5 Single-Point Wind Forecasting Methods Based on Reinforcement Learning
5．1 Introduction
5．2 Wind data description
5．3 Single-point wind speed forecasting algorithm based on Q-Iearning
5．4 Single-point wind speed forecasting algorithm based on deep reinforcement learning
5．5 Summary and outlook
References
……

Chapter 6 Single-Point Wind Forecasting Methods Based on Ensemble Modeling
Chapter 7 Description Methods of Spatial Wind Along Railways
Chapter 8 Data-Driven Spatial Wind Forecasting Methods Along Railways

Nomenclature