Deep learning assisted distinguishing of honey seasonal changes using quadruple voltammetric electrodes

Wójcik, Szymon; Ciepiela, Filip; Baś, Bogusław; Jakubowska, Małgorzata

doi:10.1016/j.talanta.2022.123213

Cited by 4 publications

(2 citation statements)

References 33 publications

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“…Utilizing the differential pulse voltammetry technique (DPV) and a glassy carbon electrode (GC), the data was obtained during the study of medical plant profiles [11]. The same technique, but in combination with ET, was used during the analysis of seasonal changes in honeys [12] and while observing the maturation process of young wine [13]. An e-tongue consisting of eight metal wires (Au, Pt, Rh, Ir, Cu, Co, Ag, and Ni) was utilized in conjunction with LAPV to profile five vegan milks [14].…”

Section: Introductionmentioning

confidence: 99%

The Application of Picein Wax Carbon Composite Electrode for Plant-Based Milk Profiling

Wójcik,

Wyrwa,

Ciepiela

et al. 2023

Chemosensors

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This work demonstrates the successful application of the picein wax carbon composite electrode (PWCCE) for profiling both commercial and homemade plant milks. Picein wax was utilized as an unconventional binder. The resulting electrode paste exhibited a solidified and hard texture, enabling its use in a manner analogous to that of the glassy carbon electrode. Differential pulse voltammetry (DPV) with an automated measurement and recording procedure was employed to obtain plant-based milk profiles. The utilization of operator-independent measurement procedures yielded high-quality electrochemical fingerprints suitable for subsequent calculations. To interpret the data, unsupervised machine learning methods were implemented, such as principal component analysis (PCA) and cluster analysis. These chemometric techniques confirmed the electrode effectiveness of the construction for this type of research. Moreover, they proved valuable in distinguishing between plant-based milk and cow’s milk, including two different variants: whole milk and lactose-free milk.

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Section: Introductionmentioning

confidence: 99%

The Application of Picein Wax Carbon Composite Electrode for Plant-Based Milk Profiling

Wójcik,

Wyrwa,

Ciepiela

et al. 2023

Chemosensors

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“…A deep convolutional neural-network was used to classify honey based on the results from a multi-electrode differential pulse voltammetry. The honeys were grouped into 12 classes by PCA and then labeling for the classification was completed on the basis of the type and time of harvesting of the honeys [174].…”

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confidence: 99%

Insight into the Recent Application of Chemometrics in Quality Analysis and Characterization of Bee Honey during Processing and Storage

Tarapoulouzi

Mironescu

Drouza

et al. 2023

Foods

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The application of chemometrics, a widely used science in food studies (and not only food studies) has begun to increase in importance with chemometrics being a very powerful tool in analyzing large numbers of results. In the case of honey, chemometrics is usually used for assessing honey authenticity and quality control, combined with well-established analytical methods. Research related to investigation of the quality changes in honey due to modifications after processing and storage is rare, with a visibly increasing tendency in the last decade (and concentrated on investigating novel methods to preserve the honey quality, such as ultrasound or high-pressure treatment). This review presents the evolution in the last few years in using chemometrics in analyzing honey quality during processing and storage. The advantages of using chemometrics in assessing honey quality during storage and processing are presented, together with the main characteristics of some well-known chemometric methods. Chemometrics prove to be a successful tool to differentiate honey samples based on changes of characteristics during storage and processing.

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A fused convolutional transformer for voltammetric electronic tongue analysis tasks

Liu,

Li,

et al. 2024

Journal of Environmental Chemical Engineering

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Deep learning assisted distinguishing of honey seasonal changes using quadruple voltammetric electrodes

Cited by 4 publications

References 33 publications

The Application of Picein Wax Carbon Composite Electrode for Plant-Based Milk Profiling

The Application of Picein Wax Carbon Composite Electrode for Plant-Based Milk Profiling

Insight into the Recent Application of Chemometrics in Quality Analysis and Characterization of Bee Honey during Processing and Storage

A fused convolutional transformer for voltammetric electronic tongue analysis tasks

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