Environmental Pollution Detection: A Novel Chirped Spectral Modulation Algorithm for a more Accurate Monitoring of Gas Pollutants in air

IF 1.9 4区 物理与天体物理 Q3 OPTICS Journal of the European Optical Society-Rapid Publications Pub Date : 2023-01-17 DOI:10.1051/jeos/2023005
Mohamed Shalaby, F. Alorifi
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Abstract

This work presents a new technique based on modulating the IR absorbance of each element in a mixture in a chirped manner to reduce the effect of their partial spectral absorption overlap on the accuracy of determining their concentrations. This Chirped Spectral Modulation CSM algorithm can deal with mixtures containing unknown elements rather than the elements whose concentrations are aimed. This novel algorithm, when compared to existing pattern recognition techniques, makes it easy to analyze the constituents of a mixture with high accuracy in the presence of traces of unknown components. It is found that the new algorithm can detect the presence of gas pollutants such as sulfur dioxide, carbon monoxide, carbon dioxide, nitrogen dioxide in a sample containing many other unknown polluting elements. This new algorithm is tested on air samples composed of predetermined percentages of air constituents and the results of calculations are compared with those of Classical Least Squares CLS pattern recognition algorithm. The comparison showed that the new algorithm can detect down to very small traces of harmful gases such as NO2, and SO2, at least one order of magnitude less than those detected by the CLS approach. Finally, the new algorithm is used to examine collected air samples from an industrial zone, and in the middle and at the exit of a road tunnel in Riyadh area which showed that the percentages of sulfur dioxide, nitrogen dioxide, and carbon monoxide are well below the safe levels.
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环境污染检测:一种新的Chirped光谱调制算法,用于更准确地监测空气中的气体污染物
这项工作提出了一种新技术,该技术基于以啁啾的方式调制混合物中每种元素的IR吸光度,以减少其部分光谱吸收重叠对确定其浓度准确性的影响。该Chirped Spectral Modulation CSM算法可以处理包含未知元素的混合物,而不是针对其浓度的元素。与现有的模式识别技术相比,这种新算法可以很容易地在存在未知成分痕迹的情况下以高精度分析混合物的成分。研究发现,新算法可以检测含有许多其他未知污染元素的样本中是否存在二氧化硫、一氧化碳、二氧化碳、二氧化氮等气体污染物。该算法在由预定百分比的空气成分组成的空气样本上进行了测试,并将计算结果与经典最小二乘CLS模式识别算法的计算结果进行了比较。比较表明,新算法可以检测到极少量的有害气体,如NO2和SO2,比CLS方法检测到的有害气体少至少一个数量级。最后,新算法用于检查从工业区、利雅得地区公路隧道中间和出口采集的空气样本,结果表明二氧化硫、二氧化氮和一氧化碳的百分比远低于安全水平。
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来源期刊
CiteScore
2.40
自引率
0.00%
发文量
12
审稿时长
5 weeks
期刊介绍: Rapid progress in optics and photonics has broadened its application enormously into many branches, including information and communication technology, security, sensing, bio- and medical sciences, healthcare and chemistry. Recent achievements in other sciences have allowed continual discovery of new natural mysteries and formulation of challenging goals for optics that require further development of modern concepts and running fundamental research. The Journal of the European Optical Society – Rapid Publications (JEOS:RP) aims to tackle all of the aforementioned points in the form of prompt, scientific, high-quality communications that report on the latest findings. It presents emerging technologies and outlining strategic goals in optics and photonics. The journal covers both fundamental and applied topics, including but not limited to: Classical and quantum optics Light/matter interaction Optical communication Micro- and nanooptics Nonlinear optical phenomena Optical materials Optical metrology Optical spectroscopy Colour research Nano and metamaterials Modern photonics technology Optical engineering, design and instrumentation Optical applications in bio-physics and medicine Interdisciplinary fields using photonics, such as in energy, climate change and cultural heritage The journal aims to provide readers with recent and important achievements in optics/photonics and, as its name suggests, it strives for the shortest possible publication time.
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