Prediction of Breakdown Voltage Value in SF6-N2 Gases Mixture Under DC Voltage with the Influence of Conducting Particles by Analyzing Experimental Data using ANN

Hafiz Muhammad Azib Khan, Qingmin Li, Jian Wang, Jingrui Wang, Yanan Chang
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Abstract

Sulphur hexafluoride (SF6) is the most commonly used dielectric gas in electrical systems, DC-GIL is considered as a new type of transmission lines has the potential to replace the overhead lines and cables in the future for use in DC distribution networks. It deserves great concern that abundant amount of SF6 use in the earth’s atmosphere because this gas is known to be a kind of “greenhouse gas”. Also, metal particles inevitably appearing in the pipeline of DC GIL which may do damage to GIL and cause a serious threat to its insulation safe and reliable operation. This paper aims to focus on experimental study on the difference in insulation strength of SF6 gas and the mixture of two gases (SF6 and N2) with and without using conducting particle under DC voltage in the ball-bowl electrode arrangement. Moreover, spherical conducting particle is selected to simulate metal particle defects in GIL and they are set to the floating position. Breakdown characteristics of SF6 gas and (SF6-N2) gas mixtures have been measured in non-uniform electric field when the SF6 gas mixture ratio (70%, 50%, 30% and 20%) and the pressure is between 0.1MPa and 0.5MPa under the positive and negative polarity of DC voltage. The experiment results show that DC negative polarity is more severe as compared with positive polarity. In addition, it is found that there is no significant increase in breakdown voltage when the pressure is more than 0.3MPa in the presence of particle but the growth trend is clear without particle. The equivalencies between the breakdown voltage of SF6 and SF6-N2 gas mixtures were analyzed with and without the presence of conducting spherical particle and tried to predict the improved breakdown voltage SF6-N2 gases mixture using Artificial Neural Network technique.
利用神经网络分析实验数据,预测导电粒子影响下SF6-N2混合气体直流电压击穿电压值
六氟化硫(SF6)是电力系统中最常用的介质气体,DC- gil被认为是一种新型的输电线路,在未来的直流配电网中有可能取代架空线路和电缆。由于SF6被认为是一种“温室气体”,因此它在地球大气中的大量使用值得高度关注。同时,金属颗粒不可避免地出现在直流GIL管道中,对GIL造成破坏,严重威胁其绝缘安全可靠运行。本文主要对球碗电极布置中SF6气体和两种气体(SF6和N2)的混合物在直流电压下使用和不使用导电粒子时的绝缘强度差异进行实验研究。选择球形导电颗粒模拟GIL中的金属颗粒缺陷,并将其设置为悬浮位置。在直流电压正负极性下,测量了SF6气体混合比(70%、50%、30%、20%)和压力在0.1MPa ~ 0.5MPa之间时,SF6气体和(SF6- n2)混合气体在非均匀电场中的击穿特性。实验结果表明,直流负极性比正极性更严重。此外,发现当压力大于0.3MPa时,有颗粒存在时,击穿电压没有明显升高,但无颗粒存在时,击穿电压增长趋势明显。分析了在导电球形粒子存在和不存在的情况下,SF6和SF6- n2混合气体击穿电压的等效性,并尝试利用人工神经网络技术预测SF6- n2混合气体的改进击穿电压。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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