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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