Prediction and verification of risk loss cost for improved natural gas network layout optimization

Energy Consumption Optimization Model of Large Parallel Natural Gas Pipeline Network: Using Compressors with Multiple Operating Modes

“…In general, transient research is generally carried out in the short term and more detailed scheduling method of compressors in the station. − The steady-state calculation method is often used for the optimization of compressor stations in the whole pipeline system. − Different from previous studies, this paper may have different operation modes in different stations due to flow distribution between parallel pipelines, such as the independent or joint operation of compressor stations, which increases the difficulty of pipeline modeling. At present, some scholars also use artificial intelligence technology to model compressor stations based on data-driven methods, − but this method has certain limitations, which depend on the number, accuracy, and reliability of historical data.…”