Toxic gases detection using PARAFAC and PCA to protect the environment
Major goal of this research paper is to monitor theenvironment but also identify butane, ethane, propane as well as acetoneand other organic gases in solid waste. Sensors employed to identify toxic gases from organic waste are shown here. The health of environment globally greatly depends on a green...
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01.03.2023
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| Abstract | Major goal of this research paper is to monitor theenvironment but also identify butane, ethane, propane as well as acetoneand other organic gases in solid waste. Sensors employed to identify toxic gases from organic waste are shown here. The health of environment globally greatly depends on a green as well as pollution-free environment. Atmosphere around us is being impacted by several types of pollution. In thisreview paper primarily addresses tracking of organic gases found in the environment, a highly sensitive subject that has a negative effect on public health also upsets the biological equilibrium ofplanet.Electronic nose is used in a variety of scientific study domains as well as industrial activities, environmental factors as well as pollutants, quality of air on space stations &shuttles, medicine bodily function, food manufacturing, but alsotoxicology in the military. In this paper we are using 4sensors in placed of 6, and findings were presented as score, varianceas well asloading plots with cross validation. Consequently, our goal is to create a sensor based arraysystem that can detect the most polluting gases while also being highly responsive, precise, affordable, and energy-efficient. Furthermore, for detection of gases we use parallel factor analysis and compare it with the principal component analysis (PCA) with cross- validation. |
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| AbstractList | Major goal of this research paper is to monitor theenvironment but also identify butane, ethane, propane as well as acetoneand other organic gases in solid waste. Sensors employed to identify toxic gases from organic waste are shown here. The health of environment globally greatly depends on a green as well as pollution-free environment. Atmosphere around us is being impacted by several types of pollution. In thisreview paper primarily addresses tracking of organic gases found in the environment, a highly sensitive subject that has a negative effect on public health also upsets the biological equilibrium ofplanet.Electronic nose is used in a variety of scientific study domains as well as industrial activities, environmental factors as well as pollutants, quality of air on space stations &shuttles, medicine bodily function, food manufacturing, but alsotoxicology in the military. In this paper we are using 4sensors in placed of 6, and findings were presented as score, varianceas well asloading plots with cross validation. Consequently, our goal is to create a sensor based arraysystem that can detect the most polluting gases while also being highly responsive, precise, affordable, and energy-efficient. Furthermore, for detection of gases we use parallel factor analysis and compare it with the principal component analysis (PCA) with cross- validation. |
| Author | Hasan Saeed, Syed Rai, Pratiksha |
| Author_xml | – sequence: 1 givenname: Pratiksha surname: Rai fullname: Rai, Pratiksha email: prrai@iul.ac.in – sequence: 2 givenname: Syed surname: Hasan Saeed fullname: Hasan Saeed, Syed |
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| Cites_doi | 10.1109/MCOM.2012.6211498 10.1007/s11633-019-1212-9 10.3390/s130202295 10.1039/c3em30816b 10.1080/10962247.2013.873747 10.1109/TSP.2016.2603969 10.11591/ijece.v9i5.pp3441-3449 10.1017/S0953756203007743 10.1002/fee.1528 10.1080/10934521003709057 10.1016/j.watres.2021.117585 10.1155/2018/1092718 10.1016/j.biocon.2017.01.017 10.1109/LSENS.2018.2865448 10.3390/s90705099 10.3390/s17112619 10.1016/j.wasman.2012.12.023 10.1109/JSEN.2020.2972542 10.1038/ngeo2724 10.4314/njt.v37i1.36 10.1016/j.aogh.2015.08.009 10.3390/s18113708 10.1016/j.atmosenv.2016.10.019 10.1016/j.envres.2017.09.002 |
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| Keywords | Discrimination Quantification Multi sensor array Electronic nose device PARAFAC Odour |
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| Title | Toxic gases detection using PARAFAC and PCA to protect the environment |
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