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
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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