WANG Yinsong, JIANG Lingbin, WANG Yingge. Research on modeling of cogeneration units based on digital twin technology[J]. Thermal power generation, 2023, 52(12): 106-114.
DOI:
WANG Yinsong, JIANG Lingbin, WANG Yingge. Research on modeling of cogeneration units based on digital twin technology[J]. Thermal power generation, 2023, 52(12): 106-114. DOI: 10.19666/j.rlfd.202306101.
Research on modeling of cogeneration units based on digital twin technology
To establish an accurate and effective dynamic model of cogeneration units
a modeling method based on digital twin technology is proposed using unit operation data. Firstly
the historical data stored in the unit data server is extracted
it is then clustered using the improved genetic simulated annealing fuzzy C-means method to establish a historical data clustering library. Then
during the operation of the unit
real-time operational data is collected and transmitted
and a multi-level similarity recognition strategy is used to retrieve the historical data closest to real-time operational data in the historical data clustering library. Then
based on the optimization
the extreme learning machine will use the searched historical data for unit modeling. Finally
a twin model of a cogeneration unit in Hangzhou is established and comparative experiments are conducted. The results show that
the built model meets the accuracy requirements and can track the real-time state response of the unit. The model accuracy can be further optimized by flexibly changing the parameter settings during the modeling process.