Simulation of Natural Gas Pipeline Networks Based on Roughness Optimization Algorithm and Global Mesh Refinement

IF 3.5 3区 工程技术 Q3 ENERGY & FUELS
Yi Yang
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Abstract

Natural gas pipeline network simulation technology is the fundamental technology of system capacity analysis, pipeline design, operation planning and optimization as well as emergency decision-making for the whole life cycle of a given pipeline network system. There has been an increased demand for the computation efficiency and numeric accuracy of pipeline simulation with the increase of the total mileage of China's pipeline network as well as the centralize mode of one control center operating the entire system. This paper proposes a new numerical simulation method for natural gas pipeline systems based on roughness optimization and global mesh refinement. The numerical model of the natural gas pipeline system, which consists of governing equation of the pipeline fluid flow and characteristic equations of equipment, is firstly obtained by using an implicit finite difference method for discretization. The roughness identification problem is then transformed into an optimization problem by minimizing the error between measured and simulated values. The GA-based algorithm is applied thereafter. Finally, a two-step nonlinear iterative algorithm is proposed, which uses the coarse mesh to obtain the initial solution and the refined mesh to solve the problem to achieve accuracy and efficiency performance. The proposed method was verified by three industrial pipeline network examples. It is found that the average relative errors between the simulated and the measured data of the three cases are reduced by 3.87%, 5.06%, and 6.0%, respectively. The computational costs under 24-h transient simulation conditions were reduced by 39%, 56%, and 65%, respectively. These numeric results show that the developed method has the advantages of stability, computation efficiency, and convergence, which provide a technical basis for the subsequent simulation of the national pipeline network.

Abstract Image

基于粗糙度优化算法和全局网格细化的天然气管网仿真
天然气管网仿真技术是针对给定管网系统全生命周期进行系统容量分析、管道设计、运行规划与优化以及应急决策的基础技术。随着中国管网总里程的增加,以及一个控制中心集中运行整个系统的模式,对管道仿真的计算效率和数值精度提出了更高的要求。提出了一种基于粗糙度优化和全局网格细化的天然气管道系统数值模拟新方法。首先采用隐式有限差分法进行离散化,得到由管道流体流动控制方程和设备特征方程组成的天然气管道系统数值模型。然后将粗糙度识别问题转化为最小化测量值与模拟值之间误差的优化问题。然后应用基于遗传算法的算法。最后,提出了一种两步非线性迭代算法,使用粗网格获得初始解,使用精细化网格求解问题,以达到精度和效率性能。通过三个工业管网实例验证了该方法的有效性。结果表明,三种情况下的模拟数据与实测数据的平均相对误差分别减小了3.87%、5.06%和6.0%。在24h瞬态模拟条件下,计算成本分别降低39%、56%和65%。数值结果表明,该方法具有稳定性好、计算效率高、收敛性好等优点,为后续的国家管网仿真提供了技术基础。
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来源期刊
Energy Science & Engineering
Energy Science & Engineering Engineering-Safety, Risk, Reliability and Quality
CiteScore
6.80
自引率
7.90%
发文量
298
审稿时长
11 weeks
期刊介绍: Energy Science & Engineering is a peer reviewed, open access journal dedicated to fundamental and applied research on energy and supply and use. Published as a co-operative venture of Wiley and SCI (Society of Chemical Industry), the journal offers authors a fast route to publication and the ability to share their research with the widest possible audience of scientists, professionals and other interested people across the globe. Securing an affordable and low carbon energy supply is a critical challenge of the 21st century and the solutions will require collaboration between scientists and engineers worldwide. This new journal aims to facilitate collaboration and spark innovation in energy research and development. Due to the importance of this topic to society and economic development the journal will give priority to quality research papers that are accessible to a broad readership and discuss sustainable, state-of-the art approaches to shaping the future of energy. This multidisciplinary journal will appeal to all researchers and professionals working in any area of energy in academia, industry or government, including scientists, engineers, consultants, policy-makers, government officials, economists and corporate organisations.
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