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20 pages, 819 KiB  
Article
Building Bridges: The Influence of the Islamic Religious Community on North Macedonia’s Interfaith and Socio-Political Dynamics
by Muhamed Ali, Mesut Idriz, AbdelRahman Ahmed AbdelRahman, Islam Islami and Kazi Fahmida Farzana
Religions 2024, 15(10), 1269; https://doi.org/10.3390/rel15101269 (registering DOI) - 17 Oct 2024
Abstract
This article critically examines the Islamic Religious Community (IRC) in North Macedonia, focusing on its significant role in influencing religious practices, socio-political dynamics, and interfaith relations within the country. Since its inception following the dissolution of Yugoslavia, the IRC has been central to [...] Read more.
This article critically examines the Islamic Religious Community (IRC) in North Macedonia, focusing on its significant role in influencing religious practices, socio-political dynamics, and interfaith relations within the country. Since its inception following the dissolution of Yugoslavia, the IRC has been central to redefining the public role of Islam, advocating for religious freedoms, and supporting the development of democratic values. Through a mixed-methods approach, this research traces the historical evolution of the IRC, analyzes its constitutional and legal framework, and assesses its impact on North Macedonia’s multi-ethnic and multi-religious society. While the IRC’s contributions to promoting interfaith understanding and national stability are highlighted, the study also critically engages with the institution’s shortcomings, particularly the controversies related to its leadership and the challenges posed by its political entanglements. These issues have, at times, compromised the IRC’s efforts in fostering social cohesion and interfaith harmony. The findings provide valuable insights into the complex role of religious institutions in enhancing social stability and democratic governance in diverse societies, positioning the IRC as a significant case study with implications for similar contexts globally. Full article
25 pages, 3021 KiB  
Article
Use of Smart Glasses for Boosting Warehouse Efficiency: Implications for Change Management
by Markus Epe, Muhammad Azmat, Dewan Md Zahurul Islam and Rameez Khalid
Logistics 2024, 8(4), 106; https://doi.org/10.3390/logistics8040106 (registering DOI) - 17 Oct 2024
Viewed by 68
Abstract
Background: Warehousing operations, crucial to logistics and supply chain management, often seek innovative technologies to boost efficiency and reduce costs. For instance, AR devices have shown the potential to significantly reduce operational costs by up to 20% in similar industries. Therefore, this paper [...] Read more.
Background: Warehousing operations, crucial to logistics and supply chain management, often seek innovative technologies to boost efficiency and reduce costs. For instance, AR devices have shown the potential to significantly reduce operational costs by up to 20% in similar industries. Therefore, this paper delves into the pivotal role of smart glasses in revolutionising warehouse effectiveness and efficiency, recognising their transformative potential. However, challenges such as employee resistance and health concerns highlight the need for a balanced trade-off between operational effectiveness and human acceptance. Methods: This study uses scenario and regression analyses to examine data from a German logistics service provider (LSP). Additionally, structured interviews with employees from various LSPs provide valuable insights into human acceptance. Results: The findings reveal that smart glasses convert dead time into value-added time, significantly enhancing the efficiency of order picking processes. Despite the economic benefits, including higher profits and competitive advantages, the lack of employee acceptance due to health concerns still needs to be addressed. Conclusions: After weighing the financial advantages against health impairments, the study recommends implementing smart glass technology in picking processes, given the current state of technical development. This study’s practical implications include guiding LSPs in technology adoption strategies, while theoretically, it adds to the body of knowledge on the human-technology interface in logistics. Full article
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<p>Order picking time overview [<a href="#B48-logistics-08-00106" class="html-bibr">48</a>].</p>
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<p>Test environment: comparison of pick-by-scan and pick-by-vision.</p>
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<p>Order-picking performance per employee (test environment).</p>
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<p>Simulation model—increasing efficiency through pick-by-vision.</p>
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<p>Acceptance of smart glasses—gender-wise preferences.</p>
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<p>Acceptance of smart glasses—gender-wise and age-wise preferences.</p>
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<p>Causes of the rejection of smart glasses.</p>
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<p>Order picking process.</p>
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16 pages, 1265 KiB  
Article
The Changing Muslim World: Energy, Extraction, and the Racialization of Islam in Protestant Missions
by Matthew J. Smith
Religions 2024, 15(10), 1262; https://doi.org/10.3390/rel15101262 (registering DOI) - 16 Oct 2024
Viewed by 327
Abstract
This essay examines the role of Anglo Protestant missions in the Persian Gulf in racializing “the Moslem world” for the emergent white world order at the beginning of the 20th century. More specifically, I consider the way Protestant missionaries extracted knowledge about Islam, [...] Read more.
This essay examines the role of Anglo Protestant missions in the Persian Gulf in racializing “the Moslem world” for the emergent white world order at the beginning of the 20th century. More specifically, I consider the way Protestant missionaries extracted knowledge about Islam, racializing “the Moslem world” as a civilizational “unit” devoid of energetic life—and therefore incompatible with the modern world—even as they simultaneously mediated the rise of oil extraction along the Persian Gulf in that same period. Extraction was not only evident in the material relations of empire, but also in the way Protestant missionary discourse shaped “the Muslim world” into a racial unit in need of management and optimization. I consider two energetic grammars used by Protestant missionaries to signify the changes occurring in “the Moslem World”, namely, Samuel Zwemer’s use of “disintegration” and Basil Mathews use of “ferment”. I argue that it was in these material and discursive entanglements of oil extraction where knowledge about Islam became an important tool of European colonial governance, and where energetic grammars of religion became critical to the biopolitical production and management of racialized Muslim populations. Full article
(This article belongs to the Special Issue Religion in Extractive Zones)
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<p>Zwemer, Samuel Marinus. The Moslem World. Boston, New York: American Board of Commissioners for Foreign Missions, Board of foreign missions of the Presbyterian church in the USA, EducDept, Young people’s missionary movement of the United States and Canada, 1908 (<a href="#B51-religions-15-01262" class="html-bibr">Zwemer 1908</a>).</p>
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14 pages, 279 KiB  
Article
Morocco’s Distinctive Islam at a Crossroads: The State’s Support for Sufism
by Mouad Faitour
Religions 2024, 15(10), 1257; https://doi.org/10.3390/rel15101257 (registering DOI) - 16 Oct 2024
Viewed by 281
Abstract
In the aftermath of the 2003 Casablanca bombings, the Moroccan state emphasized, through official public discourse, the components that constitute “official Moroccan Islam” to combat extremist ideologies. These religious elements include Mālikism in jurisprudence, Ashʿarism in theology, and the Sufism of Imam Al-Junayd [...] Read more.
In the aftermath of the 2003 Casablanca bombings, the Moroccan state emphasized, through official public discourse, the components that constitute “official Moroccan Islam” to combat extremist ideologies. These religious elements include Mālikism in jurisprudence, Ashʿarism in theology, and the Sufism of Imam Al-Junayd (d. 298/910), all balanced by the pledge of allegiance to King Mohammed VI (a descendant of the Sharifian lineage), the constitutionally designated Commander of the Faithful and sole religious leader. Since the reform policy initiated in 2004, the Moroccan state has constructed a narrative on the distinctiveness of Moroccan Islam—moderate and tolerant—and promoted it among its own citizens and beyond its borders. However, while the Moroccan state claims to have a unique form of Islam, controversial arguments have been raised questioning the nature of the state’s purported Islam. Other criticisms include investigating the state’s endorsement of Sufism and its broader policy of institutionalization. Yet, this article argues that the state supports any form of Islam, not necessarily Sufism, that aligns with its religious and political leadership. Like other Arab and Muslim states, Morocco’s religious policy is impacted by the global context, where Salafism is now perceived as a threat to established worldviews. In addition, this article argues that Morocco’s support for Sufi Islam is based not merely on its perceived political passivity, but because it complements the state’s policies and gains advantages from this support. It concludes that the official narrative of Moroccan Islam, which emphasizes a Sufi-oriented approach to counter extremism, is open to question, particularly given that Salafism was the state’s preferred form of Islam in post-colonial Morocco. This highlights the complex and often conflicting relationship between political actors and religious leaders in shaping Morocco’s religious discourse. Full article
8 pages, 208 KiB  
Proceeding Paper
A Meta-Analysis of Adopters and Non-Adopters of Rooftop Photovoltaics in Indonesian Households
by Bertha Maya Sopha and Sholeh Ma’mun
Eng. Proc. 2024, 76(1), 5; https://doi.org/10.3390/engproc2024076005 - 15 Oct 2024
Viewed by 95
Abstract
Although the Indonesian government has conducted various interventions to escalate the uptake of rooftop PV in Indonesian households, adoption has still been sluggish. Few studies have been conducted to explore the issue, and these studies are scattered. The paper aims to assess generalizations [...] Read more.
Although the Indonesian government has conducted various interventions to escalate the uptake of rooftop PV in Indonesian households, adoption has still been sluggish. Few studies have been conducted to explore the issue, and these studies are scattered. The paper aims to assess generalizations of the previous studies regarding adopters’ and non-adopters’ characteristics of Indonesian households and their perceptions of rooftop PV attributes using meta-analysis. The findings show that statistically significant differences between the two studies in terms of socio-demographic factors, problem awareness, innovativeness, and perceived qualities of rooftop photovoltaics exist. Despite the differences, the adopters of both studies perceived equally that using renewable energy was important, that rooftop photovoltaics were environmentally friendly, and that they were generally aware of environmental problems. It appears that the non-adopters sample drawn from stratified random sampling demonstrates a similar distribution specified by Diffusion of Innovation. Furthermore, the non-adopters in the two research show a comparable belief regarding the significance of putting renewable energy into practice. Due to inconclusive patterns, an empirical investigation that sufficiently represents both the rooftop PV adopters and non-adopters in Indonesian households is suggested. Other potential future research are also discussed. Full article
31 pages, 5385 KiB  
Article
The Dynamics of Islam in Kazakhstan from an Educational Perspective
by Baktybay Beisenbayev, Aliy Almukhametov and Rafik Mukhametshin
Religions 2024, 15(10), 1243; https://doi.org/10.3390/rel15101243 - 14 Oct 2024
Viewed by 279
Abstract
This article provides a thorough examination of the past evolution and present conditions of Islamic education in Kazakhstan. It commences with an examination of the influence of the Hanafi school within Sunni Islam and traces the evolution of the Islamic educational system throughout [...] Read more.
This article provides a thorough examination of the past evolution and present conditions of Islamic education in Kazakhstan. It commences with an examination of the influence of the Hanafi school within Sunni Islam and traces the evolution of the Islamic educational system throughout various historical periods until the present day. Particular focus is given to blending Islamic teachings with contemporary educational structures. The researchers heuristically analyzed the current state of the field, identified the main problems, and suggested prospects for Islamic education for further development. In this study, the PRISMA methodology is adopted to systematize the literature, enabling a detailed examination of the characteristics and nuances of Islamic education within the historical and cultural traditions of Kazakhstan. The current study utilizes the historical method, which uses primary and secondary data sources. This method prioritizes historical analysis as a means to assess past occurrences. This paper examines the axiological importance of madrasas and Islamic universities, as well as the pedagogical approaches employed in these educational establishments. We have presented infographics that contribute to a detailed understanding of the field. From the heuristic analyses, we formulated practical recommendations for the government designed to enhance the quality and effectiveness of Islamic education. This paper highlights the importance of Islamic education as an important component of the cultural and scientific space of Kazakhstan, offering strategies for its sustainable development in the context of globalization and the transformation of educational systems. The results of this work are of significant interest to academics, madrasas, colleges, and higher education institutions specializing in Islamic education. Full article
(This article belongs to the Special Issue Contemporary Changes and Transformations in the Islamic World)
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<p>PRISMA diagram.</p>
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<p>Distribution of Papers per Year.</p>
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<p>Papers form.</p>
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<p>Medieval scholarly theologians of Kazakhstan. Source: Completed by the author.</p>
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<p>Madrasas in Kazakhstan in the 19th–20th centuries. Source: Completed by the author.</p>
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<p>Madrasas from 2007 to 2012. Source: Completed by the author.</p>
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<p>Madrasa (college) in Kazakhstan between 2016 and 2017. Source: Completed by the authors.</p>
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<p>Islamic educational organizations in the Republic of Kazakhstan. Source: Completed by the author.</p>
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<p>Information on the status of religious activities. Source: Completed by the author.</p>
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<p>Islamic educational trajectory. Source: Completed by the author.</p>
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<p>Islamic education and madrasas (colleges) in Kazakhstan. Source: Completed by the author.</p>
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<p>Chronology of Islamic history in Kazakhstan. Source: Completed by the author.</p>
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<p>Model of the educational program of Islamic education. Source: Completed by the author.</p>
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17 pages, 2081 KiB  
Article
Identifying Potential Natural Antibiotics from Unani Formulas through Machine Learning Approaches
by Ahmad Kamal Nasution, Muhammad Alqaaf, Rumman Mahfujul Islam, Sony Hartono Wijaya, Naoaki Ono, Shigehiko Kanaya and Md. Altaf-Ul-Amin
Antibiotics 2024, 13(10), 971; https://doi.org/10.3390/antibiotics13100971 (registering DOI) - 14 Oct 2024
Viewed by 500
Abstract
The Unani Tibb is a medical system of Greek descent that has undergone substantial dissemination since the 11th century and is currently prevalent in modern South and Central Asia, particularly in primary health care. The ingredients of Unani herbal medicines are primarily derived [...] Read more.
The Unani Tibb is a medical system of Greek descent that has undergone substantial dissemination since the 11th century and is currently prevalent in modern South and Central Asia, particularly in primary health care. The ingredients of Unani herbal medicines are primarily derived from plants. Our research aimed to address the pressing issues of antibiotic resistance, multi-drug resistance, and the emergence of superbugs by examining the molecular-level effects of Unani ingredients as potential new natural antibiotic candidates. We utilized a machine learning approach to tackle these challenges, employing decision trees, kernels, neural networks, and probability-based methods. We used 12 machine learning algorithms and several techniques for preprocessing data, such as Synthetic Minority Over-sampling Technique (SMOTE), Feature Selection, and Principal Component Analysis (PCA). To ensure that our model was optimal, we conducted grid-search tuning to tune all the hyperparameters of the machine learning models. The application of Multi-Layer Perceptron (MLP) with SMOTE pre-processing techniques resulted in an impressive accuracy precision and recall values. This analysis identified 20 important metabolites as essential components of the formula, which we predicted as natural antibiotics. In the final stage of our investigation, we verified our prediction by conducting a literature search for journal validation or by analyzing the structural similarity with known antibiotics using asymmetric similarity. Full article
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<p>Summary of class label distribution of original data and after various pre-processing methods.</p>
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<p>The weight distribution for all metabolites. The weight value indicates the importance of the variable in the MLP model. The higher the value, the more influential the feature is in making the model.</p>
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<p>Asymmetric similarity results between predicted metabolites and known antibiotics. This heatmap presents the similarity scores between predicted metabolites (rows, the ID based on <a href="#antibiotics-13-00971-t004" class="html-table">Table 4</a>) and known antibiotics (columns, the ID based on <a href="#antibiotics-13-00971-t006" class="html-table">Table 6</a>). The color intensity represents the degree of similarity, with darker shades indicating higher similarity—variations in similarity scores across different antibiotic–metabolite pairs. For example, some antibiotics (e.g., column 3) show strong similarity with multiple metabolites, while others (e.g., column 6) exhibit lower similarity. The highest observed similarity is 1.00, while the lowest is 0.19.</p>
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<p>Methodology of research.</p>
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<p>The ratio of two classes in the original dataset.</p>
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15 pages, 956 KiB  
Article
Healthiness and Safety of Smart Environments through Edge Intelligence and Internet of Things Technologies
by Rafiq Ul Islam, Pasquale Mazzei and Claudio Savaglio
Future Internet 2024, 16(10), 373; https://doi.org/10.3390/fi16100373 - 14 Oct 2024
Viewed by 409
Abstract
Smart environments exploit rising technologies like Internet of Things (IoT) and edge intelligence (EI) to achieve unseen effectiveness and efficiency in every tasks, including air sanitization. The latter represents a key preventative measure–made even more evident by the COVID-19 pandemic–to significantly reduce disease [...] Read more.
Smart environments exploit rising technologies like Internet of Things (IoT) and edge intelligence (EI) to achieve unseen effectiveness and efficiency in every tasks, including air sanitization. The latter represents a key preventative measure–made even more evident by the COVID-19 pandemic–to significantly reduce disease transmission and create healthier and safer indoor spaces, for the sake of its occupants. Therefore, in this paper, we present an IoT-based system aimed at the continuous monitoring of the air quality and, through EI techniques, at the proactively activation of ozone lamps, while ensuring safety in sanitization. Indeed, these devices ensure extreme effectiveness in killing viruses and bacteria but, due to ozone toxicity, they must be properly controlled with advanced technologies for preventing occupants from dangerous exposition as well as for ensuring system reliability, operational efficiency, and regulatory compliance. Full article
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<p>System architecture.</p>
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<p>UV-C lamp effectiveness vs. lifetime (hours) [<a href="#B27-futureinternet-16-00373" class="html-bibr">27</a>].</p>
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<p>The ozonizer machine CRJ O3-UV-500.</p>
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<p>The Node-Red flow.</p>
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<p>Snapshot of the PostgreSQL database for collecting the sensors’ data.</p>
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15 pages, 417 KiB  
Article
Fostering Faithful Praxis: Tracing Educators’ Affective Turning Points in an Australian Islamic Teacher Education Program
by Nadeem Memon, Isra Brifkani and Dylan Chown
Educ. Sci. 2024, 14(10), 1110; https://doi.org/10.3390/educsci14101110 (registering DOI) - 14 Oct 2024
Viewed by 386
Abstract
There has been a rise in Islamic schools in Australia, a trend similarly seen in other Western countries, and yet limited opportunities for teacher preparation on what it means to impart an Islamically grounded education. This study utilises qualitative research methods, specifically portraiture [...] Read more.
There has been a rise in Islamic schools in Australia, a trend similarly seen in other Western countries, and yet limited opportunities for teacher preparation on what it means to impart an Islamically grounded education. This study utilises qualitative research methods, specifically portraiture to shed light on the experiences of in-service Islamic school educators, with varied backgrounds and religious affiliations in a cohort of the Graduate Certificate in Education (Islamic Education) program in Australia. This faith-based teacher education program aims to foster “faithful praxis”, and recenter the Divine in teaching and learning. The research focused on analysing transformative affective shifts as reflected in the program’s final portfolios. Portraits of four participants reflect a reconceptualisation of education as a holistic process that aims to nurture the whole student: mind, body, and soul. The portraits also highlight awakening experiences that signify the role of reflexivity and self-reflection of the educator so that educational renewal is of the whole collective in the school community. Implications of this study signify the role of spirituality in teaching and learning and the importance of moving beyond conventional and secular models of teacher education programs. Full article
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<p>Theoretical inner architecture of an expression of Islamic education [<a href="#B17-education-14-01110" class="html-bibr">17</a>].</p>
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24 pages, 5046 KiB  
Article
Ultrasensitive Electrochemical Detection of Salmonella typhimurium in Food Matrices Using Surface-Modified Bacterial Cellulose with Immobilized Phage Particles
by Wajid Hussain, Huan Wang, Xiaohan Yang, Muhammad Wajid Ullah, Jawad Hussain, Najeeb Ullah, Mazhar Ul-Islam, Mohamed F. Awad and Shenqi Wang
Biosensors 2024, 14(10), 500; https://doi.org/10.3390/bios14100500 - 14 Oct 2024
Viewed by 587
Abstract
The rapid and sensitive detection of Salmonella typhimurium in food matrices is crucial for ensuring food safety. This study presents the development of an ultrasensitive electrochemical biosensor using surface-modified bacterial cellulose (BC) integrated with polypyrrole (Ppy) and reduced graphene oxide (RGO), further functionalized [...] Read more.
The rapid and sensitive detection of Salmonella typhimurium in food matrices is crucial for ensuring food safety. This study presents the development of an ultrasensitive electrochemical biosensor using surface-modified bacterial cellulose (BC) integrated with polypyrrole (Ppy) and reduced graphene oxide (RGO), further functionalized with immobilized S. typhimurium-specific phage particles. The BC substrate, with its ultra-fibrous and porous structure, was modified through in situ oxidative polymerization of Ppy and RGO, resulting in a highly conductive and flexible biointerface. The immobilization of phages onto this composite was facilitated by electrostatic interactions between the polycationic Ppy and the negatively charged phage capsid heads, optimizing phage orientation and enhancing bacterial capture efficiency. Morphological and chemical characterization confirmed the successful fabrication and phage immobilization. The biosensor demonstrated a detection limit of 1 CFU/mL for S. typhimurium in phosphate-buffered saline (PBS), with a linear detection range spanning 100 to 107 CFU/mL. In real samples, the sensor achieved detection limits of 5 CFU/mL in milk and 3 CFU/mL in chicken, with a linear detection range spanning 100 to 106 CFU/mL, maintaining high accuracy and reproducibility. The biosensor also effectively discriminated between live and dead bacterial cells, demonstrating its potential in real-world food safety applications. The biosensor performed excellently over a wide pH range (4–10) and remained stable for up to six weeks. Overall, the developed BC/Ppy/RGO–phage biosensor offers a promising tool for the rapid, sensitive, and selective detection of S. typhimurium, with robust performance across different food matrices. Full article
(This article belongs to the Special Issue Advancements in Biosensors for Foodborne Pathogens Detection)
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<p>Fabrication of BC/Ppy/RGO composite. Immobilization of the <span class="html-italic">S. typhimurium</span>-specific phages to develop a BC/Ppy/RGO-phage biointerface for the electrochemical detection of <span class="html-italic">S. typhi</span> in milk and chicken samples using DPV.</p>
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<p>FE-SEM investigation of pristine BC before and after modification with Ppy, RGO, and immobilized phages. (<b>A</b>,<b>B</b>) Pristine BC at different magnifications, (<b>C</b>) Ppy polymerization on BC, (<b>D</b>,<b>E</b>) BC/Ppy/RGO at different magnifications, and (<b>F</b>,<b>G</b>) show the immobalized phages on BC/Ppy/RGO biointerface and red color arrows represent the individual phage particles. (<b>H</b>) Magnified image of the phage particles attached to the BC/Ppy/RGO shown in rectangular and the yellow circles represent individual phage particle. Elemental mapping images of BC/Ppy/RGO (<b>I</b>), carbon (<b>J</b>), oxygen (<b>K</b>), and nitrogen (<b>L</b>).</p>
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<p>Characterization of modified BC composites and BC-phage biointerfaces. (<b>A</b>) XRD patterns of GO, RGO, BC, Ppy, BC/Ppy, and BC/Ppy/RGO and physiological changes of GO in RGO; (<b>B</b>) FT-IR spectra of BC, BC/Ppy, BC/Ppy/RGO, and BC/Ppy/RGO-phage; (<b>C</b>) Selected magnified area in (<b>B</b>) FT-IR-fingerprint of BC/Ppy, BC/Ppy/RGO, and BC/Ppy/RGO-phage ranging from 1800 to 800 cm<sup>−1</sup>. (<b>D</b>) XPS wide-scan patterns of BC, BC/Ppy, BC/Ppy/RGO, and BC/Ppy/RGO–phage. (<b>E</b>) N 1s core-level spectra of BC/Ppy/RGO-phage biointerface.</p>
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<p>Plaque assays for anti-<span class="html-italic">Salmonella</span> potential of BC-based biointerfaces. (<b>A</b>–<b>E</b>) Plaque formation of materials such as BC, BC/Ppy, and BC/Ppy/RGO (I–III). (<b>F</b>–<b>J</b>) Plaque formation after immobilization of phages on different BC-based bio-interfaces such as BC, BC/Ppy, and BC/Ppy/RGO (I–III)–phage. (<b>K</b>–<b>O</b>) Sonicated interfaces with immobilized phages and their lytic activity.</p>
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<p>Infectious dynamics of phages immobilized on surface-modified BC against <span class="html-italic">S. typhimuruim</span> and their density under confocal microscopy. (<b>A</b>) Growth reduction curves in terms of optical density (OD<sub>600</sub>) of <span class="html-italic">S. typhi</span>, with free phages and phages immobilized on BC, BC/Ppy, BC/Ppy/RGO (I-III), (<b>B</b>) pristine BC, and (<b>C</b>) immobilized phages on BC (in-focus). (<b>D</b>–<b>F</b>) Density of stained phage particles (in-focus), while the composite is out of focus; (<b>D</b>) immobilized phages on pristine BC, (<b>E</b>) immobilized phages on BC/Ppy, and (<b>F</b>) immobilized phages on BC/Ppy/RGO.</p>
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<p>Electrochemical characterization of the surface BC-based modified electrodes for <span class="html-italic">S. typhi</span> detection. CV curves of different BC and BC-modified electrodes in cyclic voltammograms of the Fe(CN)<sub>6</sub><sup>3−</sup>/Fe(CN)<sub>6</sub><sup>4−</sup> redox system, such as BC/Ppy, and different concentrations of RGO and immobilized phages, including (<b>A</b>) BC/Ppy/RGO (I)-phage, (<b>B</b>) BC/Ppy/RGO (II)-phage, and (<b>C</b>) BC/Ppy/RGO (III)-phage. DPV-based current responses of different concentrations of RGO with Ppy and phages (<b>D</b>) BC/Ppy/RGO (I)-phage, (<b>E</b>) BC/Ppy/RGO (II)-phage, and (<b>F</b>) BC/Ppy/RGO (III)-phage.</p>
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<p>Specificity, live/dead cell discrimination, and practical applications of the BC/Ppy/RGO-phage biosensor for electrochemical detection of <span class="html-italic">S. typhi</span>. (<b>A</b>) DPV current response towards detected <span class="html-italic">S. typhi</span> in PBS, (<b>B</b>) linear range of <span class="html-italic">S. typhi</span> detection in PBS, (<b>C</b>) specificity of the biosensor, (<b>D</b>) biosensor discrimination for live, dead, and mixture of live/dead <span class="html-italic">S. typhi</span>, (<b>E</b>) DPV curves of the detected <span class="html-italic">S. typhi</span> in milk, (<b>F</b>) linear range of <span class="html-italic">S. typhi</span> in milk, (<b>G</b>) detection of <span class="html-italic">S. typhi</span> in chicken samples at different concentrations, and (<b>H</b>) linear range of detection in chicken. The standard deviations of triplicate analyses for each experiment are indicated by error bars.</p>
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27 pages, 38341 KiB  
Article
Optimizing Daylighting Typology in Religious Buildings: A Case Study of Electrochromic Glazing Integration in the Masjid Al-Shagroud
by Abdelhakim Mesloub, Rim Hafnaoui, Ahmed Osman Ibrahim and Lambros T. Doulos
Appl. Sci. 2024, 14(20), 9340; https://doi.org/10.3390/app14209340 (registering DOI) - 14 Oct 2024
Viewed by 335
Abstract
Mosques, revered as sacred spaces, are distinguished by their sustainable architectural designs. A critical aspect of these designs is the implementation of daylighting strategies, essential for ensuring adequate light levels, particularly for reading the Holy Quran. Traditional daylighting typologies in mosques, such as [...] Read more.
Mosques, revered as sacred spaces, are distinguished by their sustainable architectural designs. A critical aspect of these designs is the implementation of daylighting strategies, essential for ensuring adequate light levels, particularly for reading the Holy Quran. Traditional daylighting typologies in mosques, such as multi-lateral lighting, clerestories, skylights, and shading devices, are widely recognized. However, the potential application of electrochromic (EC) switchable glazing within mosque architecture remains underexplored. This study delves into the effectiveness of various daylighting typologies, assessing their performance before and after the integration of EC switchable glazing in the Al-Shagroud Mosque located in Saudi Arabia. Employing comprehensive radiance simulations in accordance with the LEEDv4.1 standards, the study evaluates additional metrics including useful daylight illuminance (UDI300–3000lux), workplane illuminance (WPI), uniformity index (Ui), and daylight glare probability (DGP) under multiple scenarios. The results demonstrate that clerestory lighting effectively meets LEEDv4.1 benchmarks but exhibits limitations in achieving uniform light distribution, particularly in the men’s prayer hall. In contrast, the women’s prayer hall benefits from a combination of clerestory lighting and shading devices, which improves light quality and mitigates glare issues. However, the use of skylights without adequate shading leads to excessive WPI and high DGP levels, compromising visual comfort. Moreover, managing daylight quantity and quality through the integration of different typologies, including hybrid models, presents substantial challenges. The integration of EC switchable glazing, while maintaining optimal WPI and reducing DGP, offers enhanced visual comfort in prayer areas. Nevertheless, this technology faces difficulties in ensuring even light distribution, as evidenced by lower uniformity index values. This research highlights the critical need for optimizing daylighting in mosques to balance sustainability and comfort, without detracting from their sacred ambiance. Full article
(This article belongs to the Special Issue Sustainable Building Design: Challenges and Opportunities)
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<p>Daylighting strategies integrated in the 3D section example mosque.</p>
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<p>Illustration of a hypothetical daylighting effect utilizing dynamic glazing systems, specifically electrochromic (EC) glazing in various states of tint, within a mosque interior.</p>
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<p>Keyword map of studies on daylight performance of smart windows published between 2017 and April 2023 on the WOS database.</p>
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<p>Numerical daylighting simulation method flowchart.</p>
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<p>(<b>a</b>) Spherical annual sun path (map location of the case study); (<b>b</b>) 3D sun position at solstice winter midday time in Dammam city in Saudi Arabia.</p>
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<p>(<b>a</b>) Photograph of the indoor prayer zone in Alshagroud Mosque. (<b>b1</b>) Plan view and (<b>b2</b>) section view of grid arrangement and camera positioning for the men’s prayer zone. (<b>c1</b>) Plan view and (<b>c2</b>) section view of grid arrangement and camera positioning for the women’s prayer zone simulation setup.</p>
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<p>Spectral transmittance of EC glazing in its all states.</p>
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<p>Comparison of the WPI distribution for different daylighting strategies in the men’s prayer hall during the solstice, specifically at 12:30 PM (<b>A1</b>) and 3:30 PM (<b>A2</b>) in summer, followed by the same times during the winter solstice at 12:30 PM (<b>A3</b>) and 3:30 PM (<b>A4</b>). The uniformity index for various daylighting strategies is compared for the summer solstice (<b>B1</b>) and the winter solstice (<b>B2</b>).</p>
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<p>Comparison of the WPI distribution for different daylighting strategies in the men’s prayer hall during the solstice, specifically at 12:30 PM (<b>A1</b>) and 3:30 PM (<b>A2</b>) in summer, followed by the same times during the winter solstice at 12:30 PM (<b>A3</b>) and 3:30 PM (<b>A4</b>). The uniformity index for various daylighting strategies is compared for the summer solstice (<b>B1</b>) and the winter solstice (<b>B2</b>).</p>
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<p>Comparison of the WPI distribution for different daylighting strategies in the women’s prayer hall during the solstice, specifically at 12:30 PM (<b>A1</b>) and 3:30 PM (<b>A2</b>) in summer, followed by the same times during the winter solstice at 12:30 PM (<b>A3</b>) and 3:30 PM (<b>A4</b>). The uniformity index for various daylighting strategies is compared for the summer solstice (<b>B1</b>) and the winter solstice (<b>B2</b>).</p>
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<p>Yearly average WPI distribution for different mosque daylighting configurations: (<b>a</b>) multi-lateral, (<b>b</b>) clerestory, (<b>c</b>) skylight, and (<b>d</b>) hybrid, each shown without EC switchable glazing (1) and with EC switchable glazing (2).</p>
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<p>Yearly average WPI distribution for different mosque daylighting configurations: (<b>a</b>) multi-lateral, (<b>b</b>) clerestory, (<b>c</b>) skylight, and (<b>d</b>) hybrid, each shown without EC switchable glazing (1) and with EC switchable glazing (2).</p>
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<p>EC switchable glazing control state percentage in the year for different daylighting mosque configurations: multi-lateral, clerestory, skylight, and combined daylighting configurations.</p>
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<p>Climate-based daylighting modeling metric evaluation using EC glazing of different daylighting typologies in mosque spaces.</p>
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21 pages, 2680 KiB  
Article
Multi-View Soft Attention-Based Model for the Classification of Lung Cancer-Associated Disabilities
by Jannatul Ferdous Esha, Tahmidul Islam, Md. Appel Mahmud Pranto, Abrar Siam Borno, Nuruzzaman Faruqui, Mohammad Abu Yousuf, AKM Azad, Asmaa Soliman Al-Moisheer, Naif Alotaibi, Salem A. Alyami and Mohammad Ali Moni
Diagnostics 2024, 14(20), 2282; https://doi.org/10.3390/diagnostics14202282 - 14 Oct 2024
Viewed by 532
Abstract
Background: The detection of lung nodules at their early stages may significantly enhance the survival rate and prevent progression to severe disability caused by advanced lung cancer, but it often requires manual and laborious efforts for radiologists, with limited success. To alleviate it, [...] Read more.
Background: The detection of lung nodules at their early stages may significantly enhance the survival rate and prevent progression to severe disability caused by advanced lung cancer, but it often requires manual and laborious efforts for radiologists, with limited success. To alleviate it, we propose a Multi-View Soft Attention-Based Convolutional Neural Network (MVSA-CNN) model for multi-class lung nodular classifications in three stages (benign, primary, and metastatic). Methods: Initially, patches from each nodule are extracted into three different views, each fed to our model to classify the malignancy. A dataset, namely the Lung Image Database Consortium Image Database Resource Initiative (LIDC-IDRI), is used for training and testing. The 10-fold cross-validation approach was used on the database to assess the model’s performance. Results: The experimental results suggest that MVSA-CNN outperforms other competing methods with 97.10% accuracy, 96.31% sensitivity, and 97.45% specificity. Conclusions: We hope the highly predictive performance of MVSA-CNN in lung nodule classification from lung Computed Tomography (CT) scans may facilitate more reliable diagnosis, thereby improving outcomes for individuals with disabilities who may experience disparities in healthcare access and quality. Full article
(This article belongs to the Special Issue Artificial Intelligence in Cancers—2nd Edition)
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<p>Workflow of our proposed work. (1) Data acquisition, (2) data preprocessing, (3) feature extraction and classifier, (4) train model, (5) model evolution, and (6) model comparison.</p>
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<p>Histogram of radiodensity of LIDC-IDRI-1011.</p>
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<p>Augmented images using different techniques: (<b>a</b>) original image, (<b>b</b>) random rotation, (<b>c</b>) horizontal flip, (<b>d</b>) vertical flip, (<b>e</b>) translation, and (<b>f</b>) random zoom.</p>
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<p>Architecture of the proposed model.</p>
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<p>Schematic of the soft-attention block, featuring 3D convolution, softmax, learnable scaler, and concatenation operations.</p>
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<p>Visual representation of model classification with soft attention heatmaps for different types of lung nodules. (<b>a</b>) Original CT scans of lung nodules: benign, primary malignant, and metastatic. (<b>b</b>) SA heatmaps showing model focus areas for classification. (<b>c</b>) Final model predictions, confirming accurate identification of each nodule type.</p>
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<p>Accuracy vs. epoch graph of the proposed model for 10-fold cross-validation.</p>
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<p>Loss vs. epoch graph of the proposed model for 10-fold cross-validation.</p>
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<p>Confusion matrix of the proposed model.</p>
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<p>ROC curve of the proposed model.</p>
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<p>Comparison of GradCAM and soft attention heatmap.</p>
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<p>Confusion matrix of the model without soft attention.</p>
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<p>Performance of the model without using custom weights.</p>
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13 pages, 3112 KiB  
Article
Extending Raspberry Shelf Life and Maintaining Postharvest Quality with CO2 Atmospheres
by Mohd Rezaul Islam and Elizabeth Mitcham
Horticulturae 2024, 10(10), 1092; https://doi.org/10.3390/horticulturae10101092 - 12 Oct 2024
Viewed by 313
Abstract
Raspberry (Rubus idaeus L.) fruit are known for their extremely short shelf life. Decay, leakiness, and loss of firmness are the most common limiting factors contributing to their short storage life. However, storage in elevated CO2 and reduced O2 atmospheres [...] Read more.
Raspberry (Rubus idaeus L.) fruit are known for their extremely short shelf life. Decay, leakiness, and loss of firmness are the most common limiting factors contributing to their short storage life. However, storage in elevated CO2 and reduced O2 atmospheres can delay senescence in fruit by reducing softening, respiration and ethylene production rates, and pathogen growth. In this study, raspberries were exposed to four different CO2 atmospheres—15 kPa CO2 and 6 kPa O2 (15 kPa); 8 kPa CO2 and 13 kPa O2 (8 kPa); 5 kPa CO2 and 16 kPa O2 (5 kPa); or 0.03 kPa CO2 and 21 kPa O2 (0.03 kPa)—and were evaluated for their postharvest quality periodically during two weeks of storage in 2020 and 2021. Raspberry fruits kept in a 15 kPa CO2 atmosphere followed by 8 kPa CO2 had higher firmness, brighter red color, and the least fungal decay or leakiness. In all atmospheres, the total anthocyanin content increased over time, although the rate of increase was slowed by high CO2. The raspberries’ visual attributes deteriorated over time in all atmospheres, but high CO2 atmospheres slowed the rate of deterioration. After five days, the quality of air-stored raspberries was significantly degraded, while the raspberries stored in elevated CO2 maintained good quality for up to ten days. Full article
(This article belongs to the Section Postharvest Biology, Quality, Safety, and Technology)
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<p>Changes in raspberry firmness scores following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 14 d (2020) or 13 d (2021). Firmness scale: 1 = very firm, 2 = firm, 3 = soft, 4 = very soft, and 5 = no resistance. Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry fungal decay (%) following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 14 d (2020) or 13 d (2021). Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry weight loss (%) following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 14 d (2020) or 13 d (2021). Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry discoloration scores following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 13 d in 2021. Discoloration score scale: 1 = none, 2 = very slight, 3 = slight, 4 = moderate, and 5 = severe. Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry glossiness scores following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 13 d in 2021. Glossiness score scale: 1 = dull, 2 = moderate glossy, and 3 = glossy. Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry leakiness (%) following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 13 d in 2021. Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry color (hue angle) following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 14 d (2020) or 13 d (2021). Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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<p>Changes in raspberry total anthocyanin content (mg cyanidin-3-glucoside/kg) following exposure to 0.03 kPa (0.03 kPa CO<sub>2</sub> and 21 kPa O<sub>2</sub>); 5 kPa (5 kPa CO<sub>2</sub> and 16 kPa O<sub>2</sub>); 8 kPa (8 kPa CO<sub>2</sub> and 13 kPa CO<sub>2</sub>); or 15 kPa (15 kPa CO<sub>2</sub> and 6 kPa O<sub>2</sub>) atmospheres at 5 °C for 13 d in 2021. Data were assessed through ANOVA followed by Honestly Significant Difference (HSD) Tukey test to reveal significant differences (<span class="html-italic">p</span> &lt; 0.05). Different letters indicate significant differences, while the same letters represent no significant differences.</p>
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25 pages, 9538 KiB  
Article
Internet of Things-Driven Precision in Fish Farming: A Deep Dive into Automated Temperature, Oxygen, and pH Regulation
by Md. Naymul Islam Nayoun, Syed Akhter Hossain, Karim Mohammed Rezaul, Kazy Noor e Alam Siddiquee, Md. Shabiul Islam and Tajnuva Jannat
Computers 2024, 13(10), 267; https://doi.org/10.3390/computers13100267 - 12 Oct 2024
Viewed by 563
Abstract
The research introduces a revolutionary Internet of Things (IoT)-based system for fish farming, designed to significantly enhance efficiency and cost-effectiveness. By integrating the NodeMcu12E ESP8266 microcontroller, this system automates the management of critical water quality parameters such as pH, temperature, and oxygen levels, [...] Read more.
The research introduces a revolutionary Internet of Things (IoT)-based system for fish farming, designed to significantly enhance efficiency and cost-effectiveness. By integrating the NodeMcu12E ESP8266 microcontroller, this system automates the management of critical water quality parameters such as pH, temperature, and oxygen levels, essential for fostering optimal fish growth conditions and minimizing mortality rates. The core of this innovation lies in its intelligent monitoring and control mechanism, which not only supports accelerated fish development but also ensures the robustness of the farming process through automated adjustments whenever the monitored parameters deviate from desired thresholds. This smart fish farming solution features an Arduino IoT cloud-based framework, offering a user-friendly web interface that enables fish farmers to remotely monitor and manage their operations from any global location. This aspect of the system emphasizes the importance of efficient information management and the transformation of sensor data into actionable insights, thereby reducing the need for constant human oversight and significantly increasing operational reliability. The autonomous functionality of the system is a key highlight, designed to persist in adjusting the environmental conditions within the fish farm until the optimal parameters are restored. This capability greatly diminishes the risks associated with manual monitoring and adjustments, allowing even those with limited expertise in aquaculture to achieve high levels of production efficiency and sustainability. By leveraging data-driven technologies and IoT innovations, this study not only addresses the immediate needs of the fish farming industry but also contributes to solving the broader global challenge of protein production. It presents a scalable and accessible approach to modern aquaculture, empowering stakeholders to maximize output and minimize risks associated with fish farming, thereby paving the way for a more sustainable and efficient future in the global food supply. Full article
(This article belongs to the Section Internet of Things (IoT) and Industrial IoT)
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<p>A block diagram of the proposed system.</p>
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<p>An illustration of the circuit design of the envisioned system.</p>
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<p>The working process of the proposed system.</p>
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<p>A photograph of the prototype.</p>
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<p>Real-time pH value observation.</p>
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<p>Real-time temperature value observation.</p>
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<p>Real-time oxygen value observation.</p>
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<p>pH calibration steps.</p>
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<p>pH in normal water.</p>
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<p>pH in acidic water.</p>
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<p>Total data cycle process in different stages.</p>
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<p>Morning pH value observation.</p>
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<p>Morning temperature value observation.</p>
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<p>Morning oxygen value observation.</p>
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<p>pH value observation at noon.</p>
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<p>Temperature value observation at noon.</p>
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<p>Oxygen value observation at noon.</p>
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<p>pH value observation in the evening.</p>
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<p>Temperature value observation in the evening.</p>
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<p>Oxygen value observation in the evening.</p>
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<p>pH value observation at night.</p>
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<p>Temperature value observation at night.</p>
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<p>Oxygen value observation at night.</p>
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20 pages, 2333 KiB  
Article
Feature Contributions and Predictive Accuracy in Modeling Adolescent Daytime Sleepiness Using Machine Learning: The MeLiSA Study
by Mohammed A. Mamun, Jannatul Mawa Misti, Md Emran Hasan, Firoj Al-Mamun, Moneerah Mohammad ALmerab, Johurul Islam, Mohammad Muhit and David Gozal
Brain Sci. 2024, 14(10), 1015; https://doi.org/10.3390/brainsci14101015 - 12 Oct 2024
Viewed by 709
Abstract
Background: Excessive daytime sleepiness (EDS) among adolescents poses significant risks to academic performance, mental health, and overall well-being. This study examines the prevalence and risk factors of EDS in adolescents in Bangladesh and utilizes machine learning approaches to predict the risk of EDS. [...] Read more.
Background: Excessive daytime sleepiness (EDS) among adolescents poses significant risks to academic performance, mental health, and overall well-being. This study examines the prevalence and risk factors of EDS in adolescents in Bangladesh and utilizes machine learning approaches to predict the risk of EDS. Methods: A cross-sectional study was conducted among 1496 adolescents using a structured questionnaire. Data were collected through a two-stage stratified cluster sampling method. Chi-square tests and logistic regression analyses were performed using SPSS. Machine learning models, including Categorical Boosting (CatBoost), Extreme Gradient Boosting (XGBoost), Support Vector Machine (SVM), Random Forest (RF), K-Nearest Neighbors (KNN), and Gradient Boosting Machine (GBM), were employed to identify and predict EDS risk factors using Python and Google Colab. Results: The prevalence of EDS in the cohort was 11.6%. SHAP values from the CatBoost model identified self-rated health status, gender, and depression as the most significant predictors of EDS. Among the models, GBM achieved the highest accuracy (90.15%) and precision (88.81%), while CatBoost had comparable accuracy (89.48%) and the lowest log loss (0.25). ROC-AUC analysis showed that CatBoost and GBM performed robustly in distinguishing between EDS and non-EDS cases, with AUC scores of 0.86. Both models demonstrated the superior predictive performance for EDS compared to others. Conclusions: The study emphasizes the role of health and demographic factors in predicting EDS among adolescents in Bangladesh. Machine learning techniques offer valuable insights into the relative contribution of these factors, and can guide targeted interventions. Future research should include longitudinal and interventional studies in diverse settings to improve generalizability and develop effective strategies for managing EDS among adolescents. Full article
(This article belongs to the Special Issue Relationships Between Disordered Sleep and Mental Health)
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<p>CatBoost SHAP value importance.</p>
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<p>XGBoost feature importance (Gini importance).</p>
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<p>Heatmap of ML model performances for excessive daytime sleepiness.</p>
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<p>Trend of ML model performances for excessive daytime sleepiness.</p>
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<p>ROC-AUC curve of the model.</p>
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