{"title":"结合中红外光谱快速硝酸盐传感的衰减全反射硅晶体。","authors":"Liping Xu, Fei Ma, Jianmin Zhou, Changwen Du","doi":"10.1021/acsomega.4c06701","DOIUrl":null,"url":null,"abstract":"<p><p>Rapid detection of NO<sub>3</sub> <sup>-</sup>-N is critical to address the challenges of food security, environmental degradation, and climate change. Conventional methods for sensing NO<sub>3</sub> <sup>-</sup>-N in water demand pretreatments and chemical reagents, which are time- and cost-consuming. Consequently, Fourier transform infrared attenuated total reflectance (FTIR-ATR) spectroscopy has been well applied for the determination of NO<sub>3</sub> <sup>-</sup>-N. However, the conventional ATR crystals, i.e., zinc selenide (ZnSe) and diamond, showed a weakness in duration or cost since the ZnSe material was relatively soft and diamond was relatively expensive. In this study, comparing with ZnSe-ATR and diamond-ATR, a silicon-based ATR (Si-ATR) accessory was developed and used to explore the applicability and stability for sensing NO<sub>3</sub> <sup>-</sup>-N combining mathematic algorithms. It was found that partial least-squares regression (PLSR) showed a good performance comparing with the algorithms of principal component analysis (PCA) and linear regression (LR), and it was recommended for quantifying NO<sub>3</sub> <sup>-</sup>-N. For ZnSe-ATR, the residual prediction deviation (<i>RPD</i>) was more than 1.80, the determination coefficient (<i>R</i> <sup>2</sup>) was more than 0.7725, and the root-mean-square error (<i>RMSE</i>) was less than 2.73 mg L<sup>-1</sup>. For diamond-ATR, the <i>RPD</i> was more than 1.76, the <i>R</i> <sup>2</sup> was more than 0.7309, and the <i>RMSE</i> was less than 8.22 mg L<sup>-1</sup>. For Si-ATR, the <i>RPD</i> was more than 1.42, the <i>R</i> <sup>2</sup> was 0.5198, and the <i>RMSE</i> was less than 11.02 mg L<sup>-1</sup>. It was confirmed that all three types of ATR could be applied in the quantification of NO<sub>3</sub> <sup>-</sup>-N in water for high nitrate concentrations. However, for the quantification of low nitrate concentrations (0-1 mg L<sup>-1</sup> NO<sub>3</sub> <sup>-</sup>-N), ZnSe-ATR and diamond-ATR acquired the same accuracy, while Si-ATR had a lower accuracy. The pretreatment of Si-ATR-based spectra using the deconvolution algorithm could improve the prediction accuracy compared to water deduction for predicting low NO<sub>3</sub> <sup>-</sup>-N. Furthermore, a Si-ATR accessory was developed using Si-ATR, which was reliable for NO<sub>3</sub> <sup>-</sup>-N concentration quantification in water with the advantage of its low cost and long durability. Totally, samples with high nitrate concentrations implied a more reliable prediction for all crystals, and comprehensively, ZnSe-ATR was recommended for sensing low nitrate concentrations; diamond-ATR was recommended for samples with strong acid or base corrosion; and for sensing relatively high nitrate concentrations, such as in natural water bodies, Si-ATR was more economical because of its low cost and relatively long use life.</p>","PeriodicalId":22,"journal":{"name":"ACS Omega","volume":"9 48","pages":"47613-47620"},"PeriodicalIF":4.3000,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11618405/pdf/","citationCount":"0","resultStr":"{\"title\":\"Attenuated Total Reflectance Crystal of Silicon for Rapid Nitrate Sensing Combining Mid-Infrared Spectroscopy.\",\"authors\":\"Liping Xu, Fei Ma, Jianmin Zhou, Changwen Du\",\"doi\":\"10.1021/acsomega.4c06701\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Rapid detection of NO<sub>3</sub> <sup>-</sup>-N is critical to address the challenges of food security, environmental degradation, and climate change. Conventional methods for sensing NO<sub>3</sub> <sup>-</sup>-N in water demand pretreatments and chemical reagents, which are time- and cost-consuming. Consequently, Fourier transform infrared attenuated total reflectance (FTIR-ATR) spectroscopy has been well applied for the determination of NO<sub>3</sub> <sup>-</sup>-N. However, the conventional ATR crystals, i.e., zinc selenide (ZnSe) and diamond, showed a weakness in duration or cost since the ZnSe material was relatively soft and diamond was relatively expensive. In this study, comparing with ZnSe-ATR and diamond-ATR, a silicon-based ATR (Si-ATR) accessory was developed and used to explore the applicability and stability for sensing NO<sub>3</sub> <sup>-</sup>-N combining mathematic algorithms. It was found that partial least-squares regression (PLSR) showed a good performance comparing with the algorithms of principal component analysis (PCA) and linear regression (LR), and it was recommended for quantifying NO<sub>3</sub> <sup>-</sup>-N. For ZnSe-ATR, the residual prediction deviation (<i>RPD</i>) was more than 1.80, the determination coefficient (<i>R</i> <sup>2</sup>) was more than 0.7725, and the root-mean-square error (<i>RMSE</i>) was less than 2.73 mg L<sup>-1</sup>. For diamond-ATR, the <i>RPD</i> was more than 1.76, the <i>R</i> <sup>2</sup> was more than 0.7309, and the <i>RMSE</i> was less than 8.22 mg L<sup>-1</sup>. For Si-ATR, the <i>RPD</i> was more than 1.42, the <i>R</i> <sup>2</sup> was 0.5198, and the <i>RMSE</i> was less than 11.02 mg L<sup>-1</sup>. It was confirmed that all three types of ATR could be applied in the quantification of NO<sub>3</sub> <sup>-</sup>-N in water for high nitrate concentrations. However, for the quantification of low nitrate concentrations (0-1 mg L<sup>-1</sup> NO<sub>3</sub> <sup>-</sup>-N), ZnSe-ATR and diamond-ATR acquired the same accuracy, while Si-ATR had a lower accuracy. The pretreatment of Si-ATR-based spectra using the deconvolution algorithm could improve the prediction accuracy compared to water deduction for predicting low NO<sub>3</sub> <sup>-</sup>-N. Furthermore, a Si-ATR accessory was developed using Si-ATR, which was reliable for NO<sub>3</sub> <sup>-</sup>-N concentration quantification in water with the advantage of its low cost and long durability. Totally, samples with high nitrate concentrations implied a more reliable prediction for all crystals, and comprehensively, ZnSe-ATR was recommended for sensing low nitrate concentrations; diamond-ATR was recommended for samples with strong acid or base corrosion; and for sensing relatively high nitrate concentrations, such as in natural water bodies, Si-ATR was more economical because of its low cost and relatively long use life.</p>\",\"PeriodicalId\":22,\"journal\":{\"name\":\"ACS Omega\",\"volume\":\"9 48\",\"pages\":\"47613-47620\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2024-11-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11618405/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ACS Omega\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://doi.org/10.1021/acsomega.4c06701\",\"RegionNum\":3,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/12/3 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACS Omega","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1021/acsomega.4c06701","RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/12/3 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
Attenuated Total Reflectance Crystal of Silicon for Rapid Nitrate Sensing Combining Mid-Infrared Spectroscopy.
Rapid detection of NO3--N is critical to address the challenges of food security, environmental degradation, and climate change. Conventional methods for sensing NO3--N in water demand pretreatments and chemical reagents, which are time- and cost-consuming. Consequently, Fourier transform infrared attenuated total reflectance (FTIR-ATR) spectroscopy has been well applied for the determination of NO3--N. However, the conventional ATR crystals, i.e., zinc selenide (ZnSe) and diamond, showed a weakness in duration or cost since the ZnSe material was relatively soft and diamond was relatively expensive. In this study, comparing with ZnSe-ATR and diamond-ATR, a silicon-based ATR (Si-ATR) accessory was developed and used to explore the applicability and stability for sensing NO3--N combining mathematic algorithms. It was found that partial least-squares regression (PLSR) showed a good performance comparing with the algorithms of principal component analysis (PCA) and linear regression (LR), and it was recommended for quantifying NO3--N. For ZnSe-ATR, the residual prediction deviation (RPD) was more than 1.80, the determination coefficient (R2) was more than 0.7725, and the root-mean-square error (RMSE) was less than 2.73 mg L-1. For diamond-ATR, the RPD was more than 1.76, the R2 was more than 0.7309, and the RMSE was less than 8.22 mg L-1. For Si-ATR, the RPD was more than 1.42, the R2 was 0.5198, and the RMSE was less than 11.02 mg L-1. It was confirmed that all three types of ATR could be applied in the quantification of NO3--N in water for high nitrate concentrations. However, for the quantification of low nitrate concentrations (0-1 mg L-1 NO3--N), ZnSe-ATR and diamond-ATR acquired the same accuracy, while Si-ATR had a lower accuracy. The pretreatment of Si-ATR-based spectra using the deconvolution algorithm could improve the prediction accuracy compared to water deduction for predicting low NO3--N. Furthermore, a Si-ATR accessory was developed using Si-ATR, which was reliable for NO3--N concentration quantification in water with the advantage of its low cost and long durability. Totally, samples with high nitrate concentrations implied a more reliable prediction for all crystals, and comprehensively, ZnSe-ATR was recommended for sensing low nitrate concentrations; diamond-ATR was recommended for samples with strong acid or base corrosion; and for sensing relatively high nitrate concentrations, such as in natural water bodies, Si-ATR was more economical because of its low cost and relatively long use life.
ACS OmegaChemical Engineering-General Chemical Engineering
CiteScore
6.60
自引率
4.90%
发文量
3945
审稿时长
2.4 months
期刊介绍:
ACS Omega is an open-access global publication for scientific articles that describe new findings in chemistry and interfacing areas of science, without any perceived evaluation of immediate impact.