Core Concepts and Methods in Load Forecasting

Core Concepts and Methods in Load Forecasting

Contents

Foreword and Preface

Part 1: Foundations

Chapter 1: Introduction Chapter 2: Primer on Distribution Electricity Networks Chapter 3: Primer on Statistics and Probability Chapter 4: Primer on Machine Learning

Part 2: Forecasting Methods

Chapter 5: Time Series Forecasting: Core Concepts and Definitions Chapter 6: Load Data: Preparation, Analysis and Feature Generation Chapter 7: Verification and Evaluation of Load Forecast Models Chapter 8: Load Forecasting Model Training and Selection Chapter 9: Benchmark and Statistical Point Forecast Methods Chapter 10: Machine Learning Point Forecasts Methods Chapter 11: Probabilistic Forecast Methods

Part 3: Process and Applications

Chapter 12: Load Forecast Process Chapter 13: Advanced and Additional Topics Chapter 14: Case Study: Low Voltage Demand Forecasts Chapter 15: Selected Applications and Examples Appendices