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Data-based investigation on the performance of an independent gas turbine for electricity generation using real power measurements and other closely related parameters

机译:使用有功功率测量值和其他紧密相关的参数对独立燃气轮机发电的性能进行基于数据的调查

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摘要

Generally, sub-Saharan countries possess abundant energy resources including renewables and fossil sources, with natural gas potentially being among the more abundant resource second only to solar power. For conventional electrical energy generation, gas turbines are one of the most prominent technologies being adopted in producing electricity from natural gas. Nigeria, for instance has the largest natural gas reserves in Africa, and the 9th largest in the World. Thus, more than 80% of her electricity generation utilizes gas turbines. To effectively monitor the state of these gas turbines, several sensors are located on the turbines to acquire data in real time. In this data article, we present the acquired data from a 5.68-MW gas turbine installed as an independent power producing unit in a community in Ogun State, Nigeria over a period of six months. Performing various descriptive analysis on the dataset, the real power measurements were taken as the target parameters, and based on a threshold correlation co-efficient of 0.5, only sixteen (16) parameters were shown to be more closely positively correlated with the real power measurements. Thus, any variation in the real power supplied by the gas turbine would have a commensurate effect on any of the other 16 parameters identified, and could thus help in troubleshooting or scheduling maintenance.
机译:通常,撒哈拉以南国家拥有丰富的能源,包括可再生能源和化石资源,天然气可能是仅次于太阳能的更丰富的资源之一。对于常规的电能产生来说,燃气轮机是从天然气发电中所采用的最突出的技术之一。例如,尼日利亚拥有非洲最大的天然气储量,并且在世界上排名第9。因此,她发电量的80%以上利用燃气轮机。为了有效地监视这些燃气轮机的状态,在燃气轮机上安装了多个传感器以实时获取数据。在此数据文章中,我们展示了六个月内从尼日利亚奥贡州一个社区中作为独立发电装置安装的5.68兆瓦燃气轮机获得的数据。对数据集执行各种描述性分析,将有功功率测量值用作目标参数,并且基于阈值相关系数0.5,仅显示出十六(16)个参数与有功功率测量值更紧密地正相关。因此,由燃气轮机提供的有功功率的任何变化都将对确定的其他16个参数中的任何一个产生相称的影响,从而有助于故障排除或安排维护。

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