Front-face excitation-emission matrix fluorescence spectroscopy combined with interpretable deep learning for the rapid identification of the storage year of Ningxia wolfberry DOI
Xiaoqin Yan, Hai‐Long Wu, Bin Wang

et al.

Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy, Journal Year: 2023, Volume and Issue: 295, P. 122617 - 122617

Published: March 11, 2023

Language: Английский

Grouping illuminants by aggregation-induced emission (AIE) mechanisms for designing sensing platforms for food quality and safety inspection DOI Creative Commons

Chenyue Zhou,

Ji Ma, Da‐Wen Sun

et al.

Trends in Food Science & Technology, Journal Year: 2023, Volume and Issue: 134, P. 232 - 246

Published: March 6, 2023

Recently, food quality and safety have emerged as significant global issues. The rapid detection of contaminants spoilage markers has attracted increasing concerns. grouping illuminants based on the principle aggregation-induced emission (AIE) mechanism for designing monitoring analysis sensing platforms can address shortcomings conventional fluorophore aggregation-caused quenching (ACQ), offering benefits superb photoluminescence properties trace-level accuracy. With demand real-time in industry, such a robust platform is becoming progressively important. In current review, luminescence mechanisms structure design AIE are first introduced. elucidated, including noncovalent interaction, solubility viscosity change, specific recognition, photophysical quenching/dequenching processes. Moreover, this review comprehensively summarizes latest representative applications foodborne pathogens, environmental pollutants, biotoxins, agrochemicals, illegal additives, markers. Lastly, outlook challenges discussed. emerging exhibits outstanding advantages rapidity, high sensitivity, good accuracy analytes detection, well predestined capabilities constructing portable solid-state sensors. combination with other technologies, immunosensing techniques, freshness labels, smartphone platforms, further facilitate development commercialized especially portable, real-time, on-site applications. From typical organic molecules to nature-derived nanomaterials, discovery, synthesis different types substances under active exploration provide better solutions inspection.

Language: Английский

Citations

20

In-situ indirect measurements of real-time moisture contents during microwave vacuum drying of beef and carrot slices using terahertz time-domain spectroscopy DOI Creative Commons
Yuqiao Ren, Lei Tong, Da‐Wen Sun

et al.

Food Chemistry, Journal Year: 2023, Volume and Issue: 418, P. 135943 - 135943

Published: March 14, 2023

Moisture content (MC) is a critical quality indicator for food drying processing, however achieving in-situ non-destructive analyses of dynamic MC products during processing still challenge. This study developed an indirect measurement method using Terahertz time-domain spectroscopy (THz-TDS) real-time prediction foods microwave vacuum (MVD). During MVD, THz-TDS continuously sense the moisture vapour from desiccator through polyethene air hose. The obtained THz spectra were processed to calibrate loss models support vector regression, Gaussian process regression and ensemble regression. Then was calculated results. best results beef carrot slices achieved R2 0.995, RMSE 0.0162, RDP 22. system provides novel kinetics research MVD expands applicability technique in industry.

Language: Английский

Citations

20

Feature construction methods for processing and analysing spectral images and their applications in food quality inspection DOI Creative Commons
Hongbin Pu, Jingxiao Yu, Da‐Wen Sun

et al.

Trends in Food Science & Technology, Journal Year: 2023, Volume and Issue: 138, P. 726 - 737

Published: July 8, 2023

Hyperspectral imaging (HSI) technology fusing spectroscopic and has been proposed to achieve rapid non-destructive inspection of food quality. In order make full use the hyperspectral data containing rich information, it is needed develop effective efficient analysis methods mine new information from data. The feature construction (FC) method, as a method extracting construct features, applied more representative informative features for detection review focuses on different dimensional including zero-dimensional (0-D) one-dimensional (1-D) two-dimensional (2-D) three-dimensional (3-D) in detail presents their principles implementation steps. review, applications HSI combined with FC quality are also discussed, challenges future work presented. current expected provide some guidance researchers methods, which should further encourage inspection. Despite combining technology, encapsulation miniaturised instruments an inevitable trend development.

Language: Английский

Citations

18

Terahertz spectra reconstructed using convolutional denoising autoencoder for identification of rice grains infested with Sitophilus oryzae at different growth stages DOI Creative Commons
Hongbin Pu, Jingxiao Yu, Jie Luo

et al.

Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy, Journal Year: 2024, Volume and Issue: 311, P. 124015 - 124015

Published: Feb. 10, 2024

Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain spectroscopy (THz-TDS) technology detecting at different stages infestation stored rice was employed the current research. Terahertz (THz) spectra for infested growth were acquired. Then, convolutional denoising autoencoder (CDAE) used reconstruct THz reduce noise-to-signal ratio. Finally, a random forest classification (RFC) model developed identify levels. Results showed that RFC based on reconstructed second-order derivative spectrum with an accuracy 84.78%, specificity 86.75%, sensitivity 86.36% F1-score 85.87% performed better than original first-order 89.13%, 91.38%, 88.18% 89.16%. In addition, layers inside CDAE visualized using feature maps explain improvement results, illustrating can eliminate noise spectral data. Overall, provided novel method effective detection grains.

Language: Английский

Citations

7

Terahertz time-domain spectroscopy imaging combined with convolutional long short-term memory neural network for In situ moisture reduction prediction of particle foods during pulsed fluidized bed drying DOI Creative Commons
Yuqiao Ren, Xianglu Zhu, Brijesh K. Tiwari

et al.

Journal of Food Engineering, Journal Year: 2024, Volume and Issue: 381, P. 112183 - 112183

Published: June 8, 2024

Fluidized bed drying (FBD), as a novel dehydration method, has been widely applied in various heat-sensitive high-value food products, which the pulsed fluidized (PFBD) technique addresses ineffective limitation of traditional FBD when dealing with cohesive products. However, achieving situ real-time monitoring dynamic product moisture content (MC) change during both and PFBD without sampling is still challenging. This paper presents an innovative integration whisk-broom terahertz time-domain spectroscopy (THz-TDS) imaging system dryer, facilitating situ, MC reduction products process pausing for sampling. The reliability, robustness established prediction models were tested by peppercorn sweetcorn under settings, including different temperatures, flow patterns, durations. Implementing convolutional neural networks (CNN) long short-term memory (LSTM) correlating image data reference datasets this research provided reliable results mixture dataset from drying. successful application combined sensing analytical method promising approach enhancing industrial processing control expands utility THz-TDS agriculture fields.

Language: Английский

Citations

5

A tailored dual core-shell magnetic SERS substrate with precise shell-thickness control for trace organophosphorus pesticides residues detection DOI Creative Commons

Mingchun Lv,

Hongbin Pu, Da‐Wen Sun

et al.

Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy, Journal Year: 2024, Volume and Issue: 316, P. 124336 - 124336

Published: April 23, 2024

For addressing the challenges of strong affinity SERS substrate to organophosphorus pesticides (OPs), herein, a rapid water-assisted layer-by-layer heteronuclear growth method was investigated grow uniform UiO-66 shell with controllable thickness outside magnetic core and provide abundant defect sites for OPs adsorption. By further assembling tailored Au@Ag, highly sensitive Fe

Language: Английский

Citations

4

A three-dimensional gold nanoparticles spherical liquid array for SERS sensitive detection of pesticide residues in apple DOI

Qingyi Wei,

Chaoying Pan,

Tengfei Wang

et al.

Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy, Journal Year: 2023, Volume and Issue: 304, P. 123357 - 123357

Published: Sept. 9, 2023

Language: Английский

Citations

11

Measurement of Antioxidant Concentration Using Terahertz Time-domain Spectroscopy (THz-TDS) in Ethylene-Vinyl-Acetate-Copolymer (EVA) DOI
Lirong Gong, Y. Qiu, H. Zhai

et al.

IEEE Transactions on Instrumentation and Measurement, Journal Year: 2025, Volume and Issue: 74, P. 1 - 12

Published: Jan. 1, 2025

Language: Английский

Citations

0

Nondestructive analytical techniques as a tool for detecting herbal medicines: a review DOI
Shaohua He,

Zhi‐Tian Zuo,

Shaobing Yang

et al.

Applied Spectroscopy Reviews, Journal Year: 2025, Volume and Issue: unknown, P. 1 - 40

Published: May 9, 2025

Language: Английский

Citations

0

Introducing the THz time domain CT system for evaluating kernel weight and plumpness of sunflower seed DOI Creative Commons
Lei Tong, Da‐Wen Sun

Journal of Food Measurement & Characterization, Journal Year: 2023, Volume and Issue: 17(4), P. 3616 - 3624

Published: March 23, 2023

Abstract The Terahertz (THz) time domain computed tomography (CT) system was used for evaluating kernel weight and plumpness of sunflower seed in present study. Specifically, a series THz projections the on rotation stage were captured by customized transmission mode imaging from different angles. These preprocessed then modelled inverse Radon transform to reconstruct three-dimensional (3D) seed. shapes structures seeds reconstructed volumetric images well presented. volume ratio (obtained CT imaging) area RGB whole calculated as 3D 2D plumpness, respectively. comparison between these two indicating that our can better describe structure. Correlation coefficient (R) sum intensity values voxels weights is 0.89 at 1.2 THz. This first application applying systems agri-food research, results indicate be useful nondestructive tool intact In addition, there potential extend analysis other sample types.

Language: Английский

Citations

9