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Suitability of tunable Fabry-Perot spectrometers for condition monitoring purposes of gear oils in offshore wind turbines.

机译:可调谐法布里 - 珀罗光谱仪的适用性,以便在海上风力涡轮机中的齿轮油齿轮油监测目的。

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The offshoring of wind turbines is an important factor for increasing the regenerative part of future energy generation. The turbines are getting larger and are often inaccessible for preventive maintenance during long periods of the year. Measuring the oil condition gives important information on gear health and helps to protect machinery from damage. Benefits of such measurement systems are cost savings due to an enhanced service life of the lubricant, increased lead time for maintenance and oil changes that are conducted rather by oil condition than by fixed scheduled intervals. An infrared transmission spectrum of the oil sample provides important information of its condition. Such a measurement is usually performed at a high spectral resolution of 1 cm~(-1) covering a broad spectral range of 4000 to 500 cm~(-1). Continuous online monitoring by FTIR for series-application is expensive and bulky equipment is required. Miniaturized, tunable Fabry-Perot spectrometers (FPS) have been demonstrated to perform well in gas analysis applications and have the potential for the construction of a cost effective infrared oil sensor. In this paper the suitability of miniaturized, tunable FPSs for condition monitoring of wind turbines is analyzed. Two commercial FPSs LFP-3041L and LFP-3950L from InfraTec are analyzed for their applicability to this measurement problem. A third notional FP spectrometer based on a tandem setup of two tunable etalons is presented and its performance for the detection of oil aging is evaluated. Based on a representative data set of used oils, spectral bandwidth and resolution of the spectra are limited to the properties of the FP based mini spectrometers. The original data set, taken by a FTIR with a resolution of 1 cm~(-1) covers the spectral range from 4000 to 500 cm~(-1), the second dataset covers the range from 3333 to 2439 cm~(-1), data set three covers the range from 2564 to 2083 cm~(-1) corresponding to InfraTec LFP 3041L and LFP-3950L respectively. Data set four covers the range 1818 to 909 cm~(-1) corresponding to the simulated Fabry-Perot Tandem Spectrometer (FPTS) approach. Out of these downscaled spectra a partial least square regression (PLS) was done to predict important oil quality parameters like total acid number (TAN) and additive depletion. Prediction quality of these parameters is used to evaluate the usability of the respective mini spectrometer to the oil monitoring application.
机译:风力涡轮机的外包是增加未来能源产生的再生部分的重要因素。涡轮机越来越大,在一年中长时间的预防性维护通常无法访问。测量油状况提供有关齿轮健康的重要信息,并有助于保护机器免受损坏。由于润滑剂的使用寿命增强了,这种测量系统的益处是节省成本的,而是增加了由油状况而不是固定的预定间隔进行的维护和换油变化的提前时间。油样的红外传输光谱提供了其条件的重要信息。这种测量通常以1cm〜(-1)的高光谱分辨率进行,覆盖4000至500cm〜(-1)的宽光谱范围。 FTIR For系列应用的持续在线监测是昂贵的,需要笨重的设备。小型化的可调式法布里 - 珀罗光谱仪(FPS)已经证明在气体分析应用中表现良好,并且具有建造成本有效的红外油传感器的可能性。本文分析了对风力涡轮机的条件监测的小型化,可调谐FPS的适用性。分析了两种商业FPSS LFP-3041L和LFP-3950L,以其适用于对该测量问题的适用性。提出了一种基于串联设置的两个可调谐标准龙的第三个名义FP光谱仪,并评估其对油老化检测的性能。基于所用油的代表性数据集,光谱带宽和分辨率的分辨率仅限于基于FP的迷你光谱仪的性质。由一个具有1cm〜(-1)分辨率的FTIR拍摄的原始数据集覆盖4000至500cm〜(-1)的光谱范围,第二个数据集占地3333至2439cm〜(-1 ),数据集三个覆盖了与Infratec LFP 3041L和LFP-3950L对应的2564至2083cm〜(-1)的范围。数据集4覆盖了与模拟的法布里 - 珀罗串联光谱仪(FPTS)方法相对应的1818至909cm〜(-1)。除了这些较低的光谱中,完成部分最小二乘回归(PLS)以预测总酸数(TAN)和添加剂耗尽等重要的油质参数。这些参数的预测质量用于评估各个迷你光谱仪的可用性对蓄油施加。

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