Webster Grant T, Soriano-Disla José M, Kirk Joel, Janik Leslie J, Forrester Sean T, McLaughlin Mike J, Stewart Richard J
Ziltek Pty Ltd., PO Box 373, Kent Town, SA, 5071 Australia.
CSIRO Land and Water, Environmental Contaminant Mitigation and Technologies, Waite Campus, Waite Road, Urrbrae, 5064 Australia; University of Adelaide, PMB 2, Glen Osmond, South Australia, 5064 Australia.
Talanta. 2016 Nov 1;160:410-416. doi: 10.1016/j.talanta.2016.07.044. Epub 2016 Jul 25.
This manuscript reports on the performance of a hand-held diffuse reflectance (mid)-infrared Fourier transform (DRIFT) spectrometer for the prediction of total petroleum hydrocarbons (TPH) in three different diesel-contaminated soils. These soils include: a carbonate dominated clay, a kaolinite dominated clay and a loam from Padova Italy, north Western Australia and southern Nigeria, respectively. Soils were analysed for TPH concentration using a standard laboratory methods and scanned in DRIFT mode with the hand-held spectrometer to determine TPH calibration models. Successful partial least square regression (PLSR) predictions, with coefficient of determination (R(2)) ~0.99 and root mean square error (RMSE) <200mg/kg, were obtained for the low range TPH concentrations of 0 to ~3,000mg/kg. These predictions were carried out using a set of independent samples for each soil type. Prediction models were also tested for the full concentration range (0-60,000mg/kg) for each soil type model with R(2) and RMSE values of ~0.99 and <1,255mg/kg, respectively. Furthermore, a number of intermediate concentration range models were also generated for each soil type with similar R(2) values of ~0.99 and RMSE values <800mg/kg. This study shows the capability of using a portable mid-infrared (MIR) DRIFT spectrometer for predicting TPH in a variety of soil types and the potential for being a rapid in-field screening method for TPH concentration levels at common regulatory thresholds. A novel hand-held mid-infrared instrument can accurately detect TPH across different soil types and concentrations, which paves the way for a variety of applications in the field.
本手稿报告了一种手持式漫反射(中)红外傅里叶变换(DRIFT)光谱仪在预测三种不同柴油污染土壤中总石油烃(TPH)含量方面的性能。这些土壤分别是:一种以碳酸盐为主的粘土、一种以高岭石为主的粘土以及来自意大利帕多瓦、澳大利亚西北部和尼日利亚南部的壤土。使用标准实验室方法分析土壤中的TPH浓度,并使用手持式光谱仪以DRIFT模式进行扫描,以确定TPH校准模型。对于0至约3000mg/kg的低范围TPH浓度,成功获得了偏最小二乘回归(PLSR)预测结果,决定系数(R²)约为0.99,均方根误差(RMSE)<200mg/kg。这些预测是使用每种土壤类型的一组独立样本进行的。还针对每种土壤类型模型在全浓度范围(0 - 60,000mg/kg)内测试了预测模型,R²和RMSE值分别约为0.99和<1255mg/kg。此外,还为每种土壤类型生成了一些中间浓度范围模型,其R²值约为0.99,RMSE值<800mg/kg。本研究展示了使用便携式中红外(MIR)DRIFT光谱仪预测多种土壤类型中TPH含量的能力,以及作为一种针对常见监管阈值下TPH浓度水平的快速现场筛选方法的潜力。一种新型手持式中红外仪器能够准确检测不同土壤类型和浓度下的TPH,为该领域的各种应用铺平了道路。