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Study on Meta-Modeling Method for Performance Analysis of Digital Power Plant

组分(热力学) 发电站 计算机科学 可靠性工程 领域(数学) 建模与仿真 过程(计算) 语法 功率(物理) 数据挖掘 工业工程 模拟 工程类 人工智能 纯数学 物理 电气工程 操作系统 热力学 量子力学 数学
作者
Dengji Zhou,Tingting Wei,Shenglin Ma,Huisheng Zhang,Di Huang,Ping Jiang,Zhenhua Lü
出处
期刊:Journal of Energy Resources Technology-transactions of The Asme [ASME International]
卷期号:142 (4) 被引量:1
标识
DOI:10.1115/1.4044765
摘要

Abstract Digital power plant is the theory and method to improve the operating quality of power plant by quantifying, analyzing, controlling, and deciding the physical and working objects of power plants in the whole life cycle. And the foundation of digital power plant is system modeling and performance analysis. However, there are some problems in the process of modeling establishment and performance analysis. For instance, each component has different dimensions and different types of mathematical description, and the data or information used for modeling are defined differently and belong to different enterprises, who do not want to share their information. Meta-modeling is a potential method to solve these problems. It defines the specification to describe different kinds of elements and the relationship between different elements. In this paper, the collaborative modeling and simulation platform for digital power plant has been established based on the meta-modeling method and the performance of the target power plant has been analyzed from different aspects via field data. The meta-modeling method consists of three parts: syntax definition, model development, and algorithm definition. In the comparative study between the meta-model and the traditional model, maximum average errors of the two methods are 8.72% and 4.74%, which reveals the high accuracy of the meta-modeling-based model. The result shows that the modeling and simulation platform for power plants can be used to reduce costs, decrease equipment failure rate, and improve plant output, so as to guarantee the safety and increase economics.
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