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Keywords = quick response (QR) code

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17 pages, 284 KB  
Article
Association Between Food Insecurity and Mental Health Among College Students in the Bronx, New York (NY)
by Collette M. Brown, Peter C. Nwakeze, Aditi Puri, Chesley Sanchez, Latoya Callender, Emily V. Williams and William Suarez
Nutrients 2025, 17(21), 3485; https://doi.org/10.3390/nu17213485 - 6 Nov 2025
Viewed by 1128
Abstract
Background/Objectives: Food insecurity and mental health are two important issues affecting college students, and their incidence have increased since the coronavirus disease (COVID-19) pandemic. The objective of this study was to examine the association between food insecurity and the mental health outcomes [...] Read more.
Background/Objectives: Food insecurity and mental health are two important issues affecting college students, and their incidence have increased since the coronavirus disease (COVID-19) pandemic. The objective of this study was to examine the association between food insecurity and the mental health outcomes among college students in the Bronx, NY. Methods: The study utilized a cross-sectional design. Data were collected from 710 undergraduate students, using a self-administered survey with a quick response (QR) code. The survey consisted of sociodemographic questions, the US Household Food Security Survey Module (ten-item questionnaire), and the Depression, Anxiety, and Stress Scale (DASS-21). Data were analyzed using Statistical Package for the Social Sciences (SPSS), Version 29. Results: Results of the study indicated that 53% of the participants were food insecure, 47.4% had high depressive symptoms, 46.2% had high anxiety, and 50.6% had high stress levels. Multiple logistic regression revealed the reciprocal association between food insecurity and mental health. Students who were stressed (p = 0.022) were likely to experience food insecurity, while those who were food insecure were more likely to experience stress (p = 0.007) and depression (p < 0.021). Students who identified as Black (p = 0.021) and had lower income (p = 0.031) were more likely to be food insecure. Conclusions: This research shows that food insecurity worsens mental health, and mental health worsens food insecurity. However, it was not possible for us to establish causality between the two variables. Full article
(This article belongs to the Section Nutrition and Public Health)
19 pages, 6362 KB  
Article
Micro-Platform Verification for LiDAR SLAM-Based Navigation of Mecanum-Wheeled Robot in Warehouse Environment
by Yue Wang, Ying Yu Ye, Wei Zhong, Bo Lin Gao, Chong Zhang Mu and Ning Zhao
World Electr. Veh. J. 2025, 16(10), 571; https://doi.org/10.3390/wevj16100571 - 8 Oct 2025
Viewed by 745
Abstract
Path navigation for mobile robots critically determines the operational efficiency of warehouse logistics systems. However, the current QR (Quick Response) code path navigation for warehouses suffers from low operational efficiency and poor dynamic adaptability in complex dynamic environments. This paper introduces a deep [...] Read more.
Path navigation for mobile robots critically determines the operational efficiency of warehouse logistics systems. However, the current QR (Quick Response) code path navigation for warehouses suffers from low operational efficiency and poor dynamic adaptability in complex dynamic environments. This paper introduces a deep reinforcement learning and hybrid-algorithm SLAM (Simultaneous Localization and Mapping) path navigation method for Mecanum-wheeled robots, validated with an emphasis on dynamic adaptability and real-time performance. Based on the Gazebo warehouse simulation environment, the TD3 (Twin Deep Deterministic Policy Gradient) path planning method was established for offline training. Then, the Astar-Time Elastic Band (TEB) hybrid path planning algorithm was used to conduct experimental verification in static and dynamic real-world scenarios. Finally, experiments show that the TD3-based path planning for mobile robots makes effective decisions during offline training in the simulation environment, while Astar-TEB accurately completes path planning and navigates around both static and dynamic obstacles in real-world scenarios. Therefore, this verifies the feasibility and effectiveness of the proposed SLAM path navigation for Mecanum-wheeled mobile robots on a miniature warehouse platform. Full article
(This article belongs to the Special Issue Research on Intelligent Vehicle Path Planning Algorithm)
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4 pages, 15624 KB  
Proceeding Paper
Microfabrication of an e-QR Code Sensor Display on a Flexible Substrate
by Asha Elizabeth Raju, Heinrich Edgar Arnold Laue and Trudi-Heleen Joubert
Eng. Proc. 2025, 109(1), 16; https://doi.org/10.3390/engproc2025109016 - 19 Sep 2025
Viewed by 437
Abstract
Electronic quick response (e-QR) codes provide access to real-time sensor data using smartphone readers and internet connectivity. Printed electronics and hybrid integration on flexible substrates is a promising solution for wide-scale and low-cost deployment of sensor systems. This paper presents a 21 × [...] Read more.
Electronic quick response (e-QR) codes provide access to real-time sensor data using smartphone readers and internet connectivity. Printed electronics and hybrid integration on flexible substrates is a promising solution for wide-scale and low-cost deployment of sensor systems. This paper presents a 21 × 21-pixel e-QR display implemented on black Kapton using hybrid additive and subtractive microfabrication techniques. The process flow for the double-sided circuit allows for layer alignment using multiple fiducial markers. The steps include inkjet printing of tracks on both sides of the substrate, laser-cut via holes, stencil-aided via filling, solder paste dispensing, and final integration of discrete surface-mount components by semi-automatic pick-and-place. Full article
(This article belongs to the Proceedings of Micro Manufacturing Convergence Conference)
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8 pages, 1746 KB  
Proceeding Paper
Graphic Quick-Response Codes Without Finder Patterns
by Chih-Ting Hsu and Hsi-Chun Wang
Eng. Proc. 2025, 108(1), 42; https://doi.org/10.3390/engproc2025108042 - 11 Sep 2025
Viewed by 581
Abstract
Quick-response (QR) codes are widely used for information transmission. However, their black-and-white dot structure often lacks visual appeal. Therefore, we developed novel graphic QR codes that remove traditional corner finder patterns and conceal data within redesigned modules. These codes can be scanned, positioned, [...] Read more.
Quick-response (QR) codes are widely used for information transmission. However, their black-and-white dot structure often lacks visual appeal. Therefore, we developed novel graphic QR codes that remove traditional corner finder patterns and conceal data within redesigned modules. These codes can be scanned, positioned, and decoded directly in software, while paper-based versions can be instantly decoded by overlaying a transparency with printed finder patterns. Experimental results across varying grayscale levels and devices confirmed reliable readability. The proposed QR codes provide enhanced esthetics and security, offering a new direction for future QR code applications. Full article
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15 pages, 4502 KB  
Article
A Comprehensive QR Code Protection and Recovery System Using Secure Encryption, Chromatic Multiplexing, and Wavelength-Based Decoding
by Paola Noemi San Agustin-Crescencio, Leobardo Hernandez-Gonzalez, Pedro Guevara-Lopez, Oswaldo Ulises Juarez-Sandoval, Jazmin Ramirez-Hernandez and Eduardo Salvador Estevez-Encarnacion
Appl. Sci. 2025, 15(17), 9708; https://doi.org/10.3390/app15179708 - 3 Sep 2025
Viewed by 1052
Abstract
QR codes (Quick Response) were originally developed by the automotive industry to enable rapid data exchange and have since evolved into versatile tools for commercial applications, such as linking to products or websites. However, the scope of their adoption has expanded into sensitive [...] Read more.
QR codes (Quick Response) were originally developed by the automotive industry to enable rapid data exchange and have since evolved into versatile tools for commercial applications, such as linking to products or websites. However, the scope of their adoption has expanded into sensitive domains including financial, corporate, and governmental sectors. In order to address increasing security concerns, this work proposes a novel three-layer protection scheme. First, data confidentiality is ensured through encryption—in this study, symmetric AES (Advanced Encryption Standard) encryption is used as an example, though any encryption algorithm can be employed. Second, a multiplexing technique is employed to integrate two independent dichromatic QR codes into a single printed chromatic structure. Third, the recovery of each dichromatic code is achieved through the controlled incidence of specific wavelengths, not only providing improved channel separation but also functioning as a physical access control mechanism. This physical layer restricts unauthorized reading. Full article
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20 pages, 2883 KB  
Article
Sustainable Daily Mobility and Bike Security
by Sergej Gričar, Christian Stipanović and Tea Baldigara
Sustainability 2025, 17(14), 6262; https://doi.org/10.3390/su17146262 - 8 Jul 2025
Viewed by 867
Abstract
As climate change concerns, urban congestion, and environmental degradation intensify, cities prioritise cycling as a sustainable transport option to reduce CO2 emissions and improve quality of life. However, rampant bicycle theft and poor security infrastructure often deter daily commuters and tourists from [...] Read more.
As climate change concerns, urban congestion, and environmental degradation intensify, cities prioritise cycling as a sustainable transport option to reduce CO2 emissions and improve quality of life. However, rampant bicycle theft and poor security infrastructure often deter daily commuters and tourists from cycling. This study explores how advanced security measures can bolster sustainable urban mobility and tourism by addressing these challenges. A mixed-methods approach is utilised, incorporating primary survey data from Slovenia and secondary data on bicycle sales, imports and thefts from 2015 to 2024. Findings indicate that access to secure parking substantially enhances users’ sense of safety when commuting by bike. Regression analysis shows that for every 1000 additional bicycles sold, approximately 280 more thefts occur—equivalent to a 0.28 rise in reported thefts—highlighting a systemic vulnerability associated with sustainability-oriented behaviour. To bridge this gap, the study advocates for an innovative security framework that combines blockchain technology and Non-Fungible Tokens (NFTs) with encrypted Quick Response (QR) codes. Each bicycle would receive a tamper-proof QR code connected to a blockchain-verified NFT documenting ownership and usage data. This system facilitates real-time authentication, enhances traceability, deters theft, and builds trust in cycling as a dependable transport alternative. The proposed solution merges sustainable transport, digital identity, and urban security, presenting a scalable model for individual users and shared mobility systems. Full article
(This article belongs to the Collection Reshaping Sustainable Tourism in the Horizon 2050)
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11 pages, 220 KB  
Article
Meeting Service Members Where They Are: Supporting Vegetable Consumption Through Convenient Meal Kits
by Saachi Khurana, Jonathan M. Scott and Christopher R. D’Adamo
Nutrients 2025, 17(13), 2136; https://doi.org/10.3390/nu17132136 - 27 Jun 2025
Viewed by 584
Abstract
Vegetable intake among military Service Members (SMs) is well below public health guidelines, with only 12.9% meeting the Dietary Guidelines for Americans (DGAs). Low vegetable consumption negatively impacts diet quality as measured by the Healthy Eating Index (HEI), and poses risks to health [...] Read more.
Vegetable intake among military Service Members (SMs) is well below public health guidelines, with only 12.9% meeting the Dietary Guidelines for Americans (DGAs). Low vegetable consumption negatively impacts diet quality as measured by the Healthy Eating Index (HEI), and poses risks to health and performance. Given the high physical and mental demands of military life, improving diet quality, including through increased vegetable intake, is crucial for optimizing health and readiness. Providing meal kits may help improve vegetable intake by reducing access-related barriers for SMs living or working on a military base. Furthermore, the addition of spices and herbs is a readily modifiable accompanying approach to address taste-related barriers and increase intake that has shown promise in other populations with poor diet quality. Background/Objectives: This study aimed to evaluate whether heat-and-serve meal kits with spices and herbs could increase vegetable intake and liking among active-duty SM by simultaneously targeting barriers to healthy eating and modifiable sensory factors. Methods: Conducted at Naval Support Activity Bethesda, the study randomly distributed heat-and-serve meal kits (n = 400) featuring either spiced (n = 200) or plain versions (n = 200) of four vegetables (broccoli, carrots, cauliflower, and kale). Each kit contained a quick response (QR) code for participants to upload post-consumption photos and rate vegetable liking on a nine-point Likert scale. Food photography (SmartIntake®) was used to estimate vegetable consumption. Paired t-tests were used to determine differences between the intake of plain and spiced vegetables. Results: Intake of the heat-and-serve vegetables was very high for both the spiced and plain preparations (1.73 out of 2 cups, 87%). There was minimal difference (p = 0.87) between the consumption of spiced (1.75 cups) and plain (1.725 cups) vegetables, suggesting that both were well accepted. Overall, convenient and accessible meal options, alongside sensory-driven strategies, appear to improve some barriers to vegetable consumption in SM populations. Conclusions: Future studies should explore long-term outcomes and adaptability across different military environments, while considering additional factors, including convenience and time constraints, that influence dietary choices in the military. Full article
(This article belongs to the Section Nutrition Methodology & Assessment)
19 pages, 1762 KB  
Article
Innovative QR Code System for Tamper-Proof Generation and Fraud-Resistant Verification
by Suliman A. Alsuhibany
Sensors 2025, 25(13), 3855; https://doi.org/10.3390/s25133855 - 20 Jun 2025
Viewed by 3690
Abstract
Barcode technology is widely used as an automated identification system that enables rapid and efficient data capture, particularly in retail environments. Despite its practicality, barcode-based systems are increasingly vulnerable to security threats—most notably, barcode substitution fraud. To address these challenges, this paper presents [...] Read more.
Barcode technology is widely used as an automated identification system that enables rapid and efficient data capture, particularly in retail environments. Despite its practicality, barcode-based systems are increasingly vulnerable to security threats—most notably, barcode substitution fraud. To address these challenges, this paper presents an innovative system for the secure generation and verification of Quick Response (QR) codes using a digital watermarking technique. The proposed method embeds tamper-resistant information within QR codes, enhancing their integrity and making unauthorized modification more difficult. Additionally, a neural network-based authentication model was developed to verify the legitimacy of scanned QR codes. The system was evaluated through experimental testing on a dataset of 5000 QR samples. The results demonstrated high accuracy in distinguishing between genuine and fraudulent QR codes, confirming the system’s effectiveness in supporting fraud prevention in real-world applications. Full article
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26 pages, 2210 KB  
Review
Steel Construction 4.0: Systematic Review of Digitalization and Automatization Maturity in Steel Construction
by Dario Šokić, Zlata Dolaček-Alduk and Mario Galić
Buildings 2025, 15(13), 2154; https://doi.org/10.3390/buildings15132154 - 20 Jun 2025
Cited by 1 | Viewed by 1415
Abstract
Construction 4.0 is propelling the construction sector towards a digital, automated, and sustainable framework. This paper reviews advancements in automation and digitalization within the steel construction industry, framed by the principles of Construction 4.0. An analysis of the existing literature indicates that previous [...] Read more.
Construction 4.0 is propelling the construction sector towards a digital, automated, and sustainable framework. This paper reviews advancements in automation and digitalization within the steel construction industry, framed by the principles of Construction 4.0. An analysis of the existing literature indicates that previous review studies have explored the technologies and concepts associated with Construction 4.0. However, none have consolidated these technologies and concepts (T&C) specifically within the context of the steel construction industry to evaluate their impact on steel manufacturing and assembly processes which was the main criterion for article selection. Therefore, this paper aims to consolidate various Construction 4.0 technologies and concepts to explore their integration into the steel construction industry. Based on data from the Web of Science and Scopus, a thorough screening process identified 56 out of 161 articles for analysis regarding their applicability to the steel construction industry. The evolution of various technologies in the steel construction industry has been examined over the years, starting with the initial references to each technology. In addition to discussing the advancements of these technologies and their influence on contemporary digitalization and automation within the steel sector, the authors seek to identify which T&C are most commonly utilized in manufacturing and assembly processes. The graphical results of this review indicate that each type of T&C can serve as a tool for quality control throughout the manufacturing and assembly processes. However, it is noteworthy that most research remains concentrated on enhancing material tracking and identification during these stages of production. Full article
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14 pages, 3569 KB  
Article
Analysis of Genetic Diversity in Tea Plant Population and Construction of DNA Fingerprint Profile Using SNP Markers Identified by SLAF-Seq
by Yiding Liu, Yanqi Teng, Jie Zheng, Aziz Khan, Xiang Li, Yang Tian, Junlin Cui and Qigao Guo
Horticulturae 2025, 11(5), 529; https://doi.org/10.3390/horticulturae11050529 - 14 May 2025
Cited by 3 | Viewed by 948
Abstract
The analysis and identification of the genetic diversity of plant germplasm resources and varieties are crucial for plant breeding. DNA fingerprinting using genomic molecular markers is crucial for precisely identifying germplasm resources. In this study, the SLAF-seq was performed using 47 germplasm resources [...] Read more.
The analysis and identification of the genetic diversity of plant germplasm resources and varieties are crucial for plant breeding. DNA fingerprinting using genomic molecular markers is crucial for precisely identifying germplasm resources. In this study, the SLAF-seq was performed using 47 germplasm resources of the Wanzhou tea plant population and 5 common cultivated varieties from the Yunnan, Sichuan, and Fujian provinces. A total of 7,447,940 SNPs were identified from 1,641,569 SLAF tags with an averaged sequencing depth of 11.73 (Q30 94.93% and GC 41.37%), which were used to analyze the population composition and genetic diversity. Results showed a large degree of genetic diversity and genetic variation among the samples. The cluster analysis showed that the tea plant population was categorized into three groups, indicating that these germplasms could not be fully classified by their geographical origin, and the linkage disequilibrium analysis indicates that the population resources of the XJ production area are more modern in evolution. A total of 371 uniformly distributed SNP loci were selected and successfully employed to construct the first SNP fingerprint and quick response code (QR code) for tea resources in Wanzhou. These findings offer new insights for genotyping, classifying, and identifying germplasm and genetic resources in the breeding of the Wanzhou tea population. Full article
(This article belongs to the Section Genetics, Genomics, Breeding, and Biotechnology (G2B2))
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19 pages, 850 KB  
Article
Analyzing Influence Factors of Consumers Switching Intentions from Cash Payments to Quick Response Code Indonesian Standard (QRIS) Digital Payments
by Ahmad Alim Bachri, Mutia Maulida, Yuslena Sari and Sunardi Sunardi
Int. J. Financial Stud. 2025, 13(2), 61; https://doi.org/10.3390/ijfs13020061 - 8 Apr 2025
Cited by 1 | Viewed by 3416
Abstract
The COVID-19 pandemic has precipitated several challenges, prompting the Indonesian government to enact rules aimed at minimizing direct contact to mitigate the spread of COVID-19, which has also affected transactional activities. Transactions conducted using a digital wallet represent a technological advancement that facilitates [...] Read more.
The COVID-19 pandemic has precipitated several challenges, prompting the Indonesian government to enact rules aimed at minimizing direct contact to mitigate the spread of COVID-19, which has also affected transactional activities. Transactions conducted using a digital wallet represent a technological advancement that facilitates a cashless society lifestyle. Bank Indonesia established the Quick Response Code Indonesian Standard (QRIS) as a QR Code standard for digital payments using Electronic Money-Based (EU) servers, electronic wallets, or Mobile Banking. This study aims to identify the elements that affect consumer willingness to convert from cash payments to the QRIS during the COVID-19 epidemic. This study collected data through an online survey, distributing a 17-item questionnaire to QRIS users, yielding 568 valid responses. This research used a modified version of the Push-Pull-Mooring theory and an adaptation of the Unified Theory of Acceptance and Use of Technology (UTAUT2) model, concentrating on consumers’ intentions to transition from cash payments to QRIS utilization. This study employed the Hybrid SEM-ANN methodology with the SmartPLS and IBM SPSS Statistics 27 applications for data analysis. This investigation had 11 hypotheses, of which 4 were accepted. The findings indicated that alternative attractiveness, trust, critical mass, and traditional payment habits significantly influenced the intention to transition from cash payments to QRIS payments during the COVID-19 pandemic. Full article
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10 pages, 2588 KB  
Proceeding Paper
Combining Interactive Technology and Visual Cognition—A Case Study on Preventing Dementia in Older Adults
by Chung-Shun Feng and Chao-Ming Wang
Eng. Proc. 2025, 89(1), 16; https://doi.org/10.3390/engproc2025089016 - 25 Feb 2025
Viewed by 1638
Abstract
According to the World Health Organization, the global population is aging, with cognitive and memory functions declining from the age of 40–50. Individuals aged 65 and older are particularly prone to dementia. Therefore, we developed an interactive system for visual cognitive training to [...] Read more.
According to the World Health Organization, the global population is aging, with cognitive and memory functions declining from the age of 40–50. Individuals aged 65 and older are particularly prone to dementia. Therefore, we developed an interactive system for visual cognitive training to prevent dementia and delay the onset of memory loss. The system comprises three “three-dimensional objects” with printed 2D barcodes and near-field communication (NFC) tags and operating software processing text, images, and multimedia content. Electroencephalography (EEG) data from a brainwave sensor were used to interpret brain signals. The system operates through interactive games combined with real-time feedback from EEG data to reduce the likelihood of dementia. The system provides feedback based on textual, visual, and multimedia information and offers a new form of entertainment. Thirty participants were invited to participate in a pre-test questionnaire survey. Different tasks were assigned to randomly selected participants with three-dimensional objects. Sensing technologies such as quick-response (QR) codes and near-field communication (NFC) were used to display information on smartphones. Visual content included text-image narratives and media playback. EEG was used for visual recognition and perception responses. The system was evaluated using the system usability scale (SUS). Finally, the data obtained from participants using the system were analyzed. The system improved hand-eye coordination and brain memory using interactive games. After receiving visual information, brain function was stimulated through brain stimulation and focused reading, which prevents dementia. This system could be introduced into the healthcare industry to accumulate long-term cognitive function data for the brain and personal health data to prevent the occurrence of dementia. Full article
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19 pages, 3794 KB  
Article
Generalized Solvent Effect on the Fluorescence Performance of Spiropyran for Advanced Quick Response Code Dynamic Anti-Counterfeiting Sensing
by Junji Xuan, Lingjie Chen and Jintao Tian
Int. J. Mol. Sci. 2025, 26(4), 1531; https://doi.org/10.3390/ijms26041531 - 12 Feb 2025
Cited by 3 | Viewed by 1575
Abstract
Spiropyran has an attractive and mysterious fluorescence switch and dual-color conversion characteristics, as it exhibits both aggregation-caused quenching (ACQ) in solvents and fluorescence enhancement in polymer matrices. The explanation for this phenomenon has always been of great controversy. Hence, the solvent effect on [...] Read more.
Spiropyran has an attractive and mysterious fluorescence switch and dual-color conversion characteristics, as it exhibits both aggregation-caused quenching (ACQ) in solvents and fluorescence enhancement in polymer matrices. The explanation for this phenomenon has always been of great controversy. Hence, the solvent effect on the emission of spiropyran (SP) was investigated in 16 solvents. By means of molecular orbital theory and the Jablonski diagram, several special parameters (e.g., Hansen solubility parameters and viscosity) were selected for this analysis, with excellent goodness of fit. Subsequently, the main factors that affected the blue shift, red shift, and luminescence efficiency of the emission of the ring-opened form merocyanine (MC) were found to be the hydrogen bonding and polarity, aggregation effect, and viscosity, respectively. A newly modified Jablonski diagram was proposed to clarify the emission behaviors of spiropyran influenced by solvent polarity and isomerization. Meanwhile, the solvent effect could also be extended to a solid polymer matrix (six kinds of polyethylene glycol (PEG) with different molecular weights), which is proposed to be defined as the generalized solvent effect. Accordingly, we have demonstrated that the unique fluorescence properties of spiropyran are dominated by the generalized solvent effect. The security information storage capacity of the simulated quick response (QR) code sensor combined with SP for anti-counterfeiting was significantly improved to six dimensions in taking advantage of the former theoretical analysis. Full article
(This article belongs to the Special Issue Recent Advances in Luminescence: From Mechanisms to Applications)
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10 pages, 2057 KB  
Article
Laminated Information Encryption with Printer Using Laser-Induced Breakdown Spectroscopy
by Xiang Han, Li Shen, Lixing Yao and Yu Liu
Spectrosc. J. 2024, 2(4), 322-331; https://doi.org/10.3390/spectroscj2040019 - 8 Dec 2024
Viewed by 1332
Abstract
In order to improve the security of information encryption, this paper proposes a novel method based on laser-induced breakdown spectroscopy (LIBS) technology in conjunction with a commercial general-purpose inkjet printer. A “sandwich” model, comprising three layers of a black ink block, a blue [...] Read more.
In order to improve the security of information encryption, this paper proposes a novel method based on laser-induced breakdown spectroscopy (LIBS) technology in conjunction with a commercial general-purpose inkjet printer. A “sandwich” model, comprising three layers of a black ink block, a blue ink layer containing encrypted information, and another black ink block in order to render the information layer undetectable by other conventional optical imagers, was proposed. Because of the lower resolution requirements and better error tolerance of the Quick Response (QR) code, it was used as encryption information carrier. The “sandwich” structure was printed onto original paper using a commercial inkjet printer. The spatial distribution of the “LIBS secret key” on the paper was analyzed by LIBS spectra at different locations. After baseline removal, normalization, and spectral superposition, the contrast of decrypted images is enhanced to extract hidden information effectively. This method has the advantages of high security, low cost, and simple fabrication. It provides a new method with a potential application prospect for LIBS in the field of information encryption. Full article
(This article belongs to the Special Issue Feature Papers in Spectroscopy Journal)
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21 pages, 12870 KB  
Article
Consumer Usability Test of Mobile Food Safety Inquiry Platform Based on Image Recognition
by Jun-Woo Park, Young-Hee Cho, Mi-Kyung Park and Young-Duk Kim
Sustainability 2024, 16(21), 9538; https://doi.org/10.3390/su16219538 - 1 Nov 2024
Cited by 3 | Viewed by 3146
Abstract
Recently, as the types of imported food and the design of their packaging become more complex and diverse, digital recognition technologies such as barcodes, QR (quick response) codes, and OCR (optical character recognition) are attracting attention in order to quickly and easily check [...] Read more.
Recently, as the types of imported food and the design of their packaging become more complex and diverse, digital recognition technologies such as barcodes, QR (quick response) codes, and OCR (optical character recognition) are attracting attention in order to quickly and easily check safety information (e.g., food ingredient information and recalls). However, consumers are still exposed to inaccurate and inconvenient situations because legacy technologies require dedicated terminals or include information other than safety information. In this paper, we propose a deep learning-based packaging recognition system which can easily and accurately determine food safety information with a single image captured through a smartphone camera. The detection algorithm learned a total of 100 kinds of product images and optimized YOLOv7 to secure an accuracy of over 95%. In addition, a new SUS (system usability scale)-based questionnaire was designed and conducted on 71 consumers to evaluate the usability of the system from the individual consumer’s perspective. The questionnaire consisted of three categories, namely convenience, accuracy, and usefulness, and each received a score of at least 77, which confirms that the proposed system has excellent overall usability. Moreover, in terms of task completion rate and task completion time, the proposed system is superior when it compared to existing QR code- or Internet-based recognition systems. These results demonstrate that the proposed system provides consumers with more convenient and accurate information while also confirming the sustainability of smart food consumption. Full article
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