Combining Chemometrics and Sensors: Toward New Applications in Monitoring and Environmental Analysis.


Journal

Chemical reviews
ISSN: 1520-6890
Titre abrégé: Chem Rev
Pays: United States
ID NLM: 2985134R

Informations de publication

Date de publication:
08 07 2020
Historique:
pubmed: 5 5 2020
medline: 5 8 2021
entrez: 5 5 2020
Statut: ppublish

Résumé

For many years, an extensive array of chemometric methods have provided a platform upon which a quantitative description of environmental conditions can be obtained. Applying chemometric methods to environmental data allows us to identify and describe the interrelations between certain environmental drivers. They also provide an insight into the interrelationships between these drivers and afford us a greater understanding of the potential impact that these drivers can place upon the environment. However, an effective marriage of these two systems has not been performed. Therefore, it is the aim of this review to highlight the advantages of using chemometrics and sensors to identify hidden trends in environmental parameters, which allow the state of the environment to be effectively monitored. Despite the combination of chemometrics and sensors, to capture new developments and applications in the field of environmental sciences, these methods have not been extensively used. Importantly, although different parameters and monitoring procedures are required for different environments (e.g., air, water, soil), they are not distinct, separate entities. Contemporary developments in the use of chemometrics afford us the ability to predict changes in different aspects of the environment using instrumental methods. This review also provides an insight into the prevailing trends and the future of environmental sensing, highlighting that chemometrics can be used to enhance our ability to monitor the environment. This enhanced ability to monitor environmental conditions and to predict trends would be beneficial to government and research agencies in their ability to develop environmental policies and analysis procedures.

Identifiants

pubmed: 32364371
doi: 10.1021/acs.chemrev.9b00616
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

6048-6069

Auteurs

James Chapman (J)

School of Science, RMIT University, Melbourne 3001, Australia.

Vi Khanh Truong (VK)

School of Science, RMIT University, Melbourne 3001, Australia.

Aaron Elbourne (A)

School of Science, RMIT University, Melbourne 3001, Australia.

Sheeana Gangadoo (S)

School of Science, RMIT University, Melbourne 3001, Australia.

Samuel Cheeseman (S)

School of Science, RMIT University, Melbourne 3001, Australia.

Piumie Rajapaksha (P)

School of Science, RMIT University, Melbourne 3001, Australia.

Kay Latham (K)

School of Science, RMIT University, Melbourne 3001, Australia.

Russell J Crawford (RJ)

School of Science, RMIT University, Melbourne 3001, Australia.

Daniel Cozzolino (D)

The University of Queensland, Brisbane 4072, Queensland.

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Classifications MeSH