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Predictive, adaptive model of PG 9171E gas turbine unit including control algorithms

机译:PG 9171E燃气轮机单元的预测性自适应模型,包括控制算法

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摘要

Contemporary thermal diagnostic systems require computational tools, including mathematical models. Because of required short computation time, these models should have a simple structure. Therefore very often, for these purposes, analytical-empirical models are used. Such models encompass both mass and energy balances and additional empirical functions whose coefficients are estimated by using the measurement results. As a result, changing technical conditions are taken into account. This paper presents a simulation model of PG 9171E gas turbine unit by General Electric which contains partial models of an axial compressor, low-emission combustion chambers, and an axial expander. The unknown values of empirical coefficients were estimated based on the operating data using the least squares method. The simulation model allows the calculation of non-measured operating parameters and energy assessment indicators, e.g. efficiency of electricity production. An important advantage of the developed model is that it has the capability of adapting to the changing technical conditions of the machine. The results of calculations were compared to the results of measurements. Model predictive quality was verified with the use of the determination factor and root mean square error. (C) 2017 Elsevier Ltd. All rights reserved.
机译:当代的热诊断系统需要包括数学模型在内的计算工具。由于所需的计算时间短,因此这些模型应具有简单的结构。因此,出于这些目的,经常使用分析经验模型。这些模型既包含质量平衡和能量平衡,又包含其他经验函数,其经验系数通过使用测量结果进行估算。结果,考虑了变化的技术条件。本文提出了通用电气公司的PG 9171E燃气轮机单元的仿真模型,其中包含轴向压缩机,低排放燃烧室和轴向膨胀器的部分模型。经验系数的未知值是使用最小二乘法根据运行数据估算的。该仿真模型允许计算未测量的运行参数和能量评估指标,例如电力生产效率。开发的模型的一个重要优点是它具有适应不断变化的机器技术条件的能力。将计算结果与测量结果进行比较。使用确定因子和均方根误差验证模型的预测质量。 (C)2017 Elsevier Ltd.保留所有权利。

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