Dynamic Simulation of Natural Gas Transmission Pipeline Systems through Autoregressive Neural Networks

نویسندگان

چکیده

Transmission of natural gas from its sources to end users in various geographical locations is carried out mostly by transmission pipeline networks (NGTNs). Effective design and operation NGTNs requires insights into their steady-state and, particularly, dynamic behavior. This, turn, calls for efficient computer-aided approaches furnished with accurate mathematical models. The conventional methods the simulation are computationally intensive. In this paper, use autoregressive neural cost-effective proposed. Considering length, diameter, roughness, elevation as main characteristics a single pipeline, network (NNPL) designed trained based on data process simulator. Arbitrary can then be easily constructed connecting developed NNPLs building blocks. performance NNPL demonstrated through number benchmark systems, where very good agreement results found.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Simulation model for natural gas transmission pipeline network system

This paper focuses on developing a simulation model for the analysis of transmission pipeline network system (TPNS) with detailed characteristics of compressor stations. Compressor station is the key element in the TPNS since it provides energy to keep the gas moving. The simulation model is used to create a system that simulates TPNS with different configurations to get pressure and flow param...

متن کامل

Dynamic Sliding Mode Control of Nonlinear Systems Using Neural Networks

Dynamic sliding mode control (DSMC) of nonlinear systems using neural networks is proposed. In DSMC the chattering is removed due to the integrator which is placed before the input control signal of the plant. However, in DSMC the augmented system is one dimension bigger than the actual system i.e. the states number of augmented system is more than the actual system and then to control of such ...

متن کامل

Experimental Study of the Residual Stresses in Girth Weld of Natural Gas Transmission Pipeline

In order to achieve integrated condition in the girth welding of high pressure natural gas transmission pipelines, the weld zones and its surrounding area should have good mechanical properties. Residual stresses are an important defect especially in the girth welding of the pipeline. In this study, two API X70 steel pipes (with spiral seam weld) of 56 inches outside diameter and 0.780 inch wal...

متن کامل

risk assessment and management of gas transmission lines, in alamout natural gas pipeline

using natural gas as a clean, plentiful and inexpensive source of energy in recent years has progressively increased in iran. pipelines are the most common system to transport natural gas from field to different regions of iran. these pipelines always pose risks to surrounding population and environments. the aim of this study was to assess the potential health, safety, and environment risk of ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Industrial & Engineering Chemistry Research

سال: 2021

ISSN: ['0888-5885', '1520-5045']

DOI: https://doi.org/10.1021/acs.iecr.1c00802