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<p>Huaneng Beijing Power Plant introduced a plate heat exchanger (PHE) into the HRSG of a GSCC system to boost heat recovery. However, the modification’s impact on the GSCC’s overall performance was uncertain. To evaluate how the utilization of the PHE has affected the system, a CNN-SA-GRU neural network model deployed with segmented approach was used to simulate the GSCC system. The models predicted pre-modification performance of the system under operational conditions of post-modification period, and the results were analysed and compared with the actual output of the post-modification system. The results showed a slight gas turbine output decrease but a boost in steam turbine output, while the recovered heat from PHE itself played the dominating role lifting the GSCC system’s combined cycle efficiency. In general, the introduction of the PHE increased the average combined cycle efficiency from 81.18 % to 86.61 %, and brought a reduction of 2.82 MJ/(kW·h) in heat rate.</p>

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Gas-steam combined cycle performance prediction based on neural network model with segmented approach

  • 期刊论文

  • 发表日期：

    2025年9月2日

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  • Tao Wang,
  • Changtong Ye,
  • Hemin Hu,
  • Fan Zhang,
  • Bing Zhang,
  • Seol Ha Kim

摘要

Huaneng Beijing Power Plant introduced a plate heat exchanger (PHE) into the HRSG of a GSCC system to boost heat recovery. However, the modification’s impact on the GSCC’s overall performance was uncertain. To evaluate how the utilization of the PHE has affected the system, a CNN-SA-GRU neural network model deployed with segmented approach was used to simulate the GSCC system. The models predicted pre-modification performance of the system under operational conditions of post-modification period, and the results were analysed and compared with the actual output of the post-modification system. The results showed a slight gas turbine output decrease but a boost in steam turbine output, while the recovered heat from PHE itself played the dominating role lifting the GSCC system’s combined cycle efficiency. In general, the introduction of the PHE increased the average combined cycle efficiency from 81.18 % to 86.61 %, and brought a reduction of 2.82 MJ/(kW·h) in heat rate.