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Articles 11191 - 11220 of 1732195
Full-Text Articles in Entire DC Network
¿Cómo Se Hace Translanguaging En Kindergarten?, Diana Marie Franco
¿Cómo Se Hace Translanguaging En Kindergarten?, Diana Marie Franco
Theses and Dissertations
This qualitative case study explored the use of translanguaging among kindergarteners and examined how students’ use of their full linguistic repertoire served as a pedagogical practice in a two-way dual-language, Spanish-world classroom. The findings indicated that translanguaging functioned as an academic and linguistic resource, supporting student engagement and participation in classroom learning. Students used their complete linguistic repertoires to clarify meaning, negotiate understanding, develop vocabulary, make cross-linguistic connections through cognates, and demonstrate emerging metalinguistic awareness. These findings contribute to the growing body of research supporting translanguaging as a pedagogical approach in dual language classrooms, especially in early childhood education. The …
Regulating Manipulative Design Is Not Preempted By Cda 230 Or The First Amendment, Brett Frischmann, Peter Ormerod
Regulating Manipulative Design Is Not Preempted By Cda 230 Or The First Amendment, Brett Frischmann, Peter Ormerod
Faculty Publications
For over two decades, there has been a heated debate among legal scholars, activists, judges, and others about the scope of Section 230 of the Communications Decency Act. A persistent theme in those debates has been hyperbolic claims about the necessity of immunity from state laws for digital tech platforms and fearmongering that anything less than maximum immunity will destroy the Internet.
This Article argues that states retain considerable discretion to regulate digital platforms’ design and engineering decisions. We argue that manipulation, engineered behavior, and even habituation and normalization of engineered behavior by digital platforms are content-agnostic harms attributable to …
Factors Influencing Student Satisfaction With Blended Learning In Pedagogical Skills Training In Vietnam, Pham Thi Binh, Vu Thi Mai Huong, Nguyen Thi Bich, Kieu Phuong Thuy
Factors Influencing Student Satisfaction With Blended Learning In Pedagogical Skills Training In Vietnam, Pham Thi Binh, Vu Thi Mai Huong, Nguyen Thi Bich, Kieu Phuong Thuy
Higher Learning Research Communications
This study investigates the structural determinants of student satisfaction with blended learning (BL) within pedagogical professional development modules at a Vietnamese university of education. Utilizing a partial least squares structural equation modeling (PLS-SEM) approach, with a large sample of 1,121 pre-service teachers, the research evaluates the relative influence of five key factors: instructional quality, learner agency and professional awareness, technological infrastructure, course content, and institutional support services. Results indicate a high overall level of student satisfaction. The structural model explains 63% of the variance in satisfaction (R2 = 0.63), with instructional quality identified as the most significant determinant, …
Cmsi Translations #32: The U.S. Marine Corps Concept For “Stand-In Forces”—Analysis And Response, Yue Zhiqiang, Wang Li, Li Jinqiao
Cmsi Translations #32: The U.S. Marine Corps Concept For “Stand-In Forces”—Analysis And Response, Yue Zhiqiang, Wang Li, Li Jinqiao
CMSI Translations
“Stand-In Forces” (SIF) is an operational concept proposed by the United States Marine Corps (USMC) within the context of strategic transformation, emphasizing the development of combat forces capable of sustained forward presence within the “weapons engagement zone” (WEZ). These forces can conduct surveillance and reconnaissance, gain long range target custody, and engage in interference, deception, littoral zone harassment, rapid littoral strike, sustainment, protection, and security operations, as well as other actions to address changing conditions and challenges. To counter the continuous penetration and encroachment into our near seas, we must proactively engage and establish effective countermeasures. We must focus on …
Long-Term Inactivation Mediated By Different Fgf-A Homologues On Heterologously Expressed Nav1.2 Currents, Yenisleidy Lorenzo-Ceballos, Pedro L Martinez-Espinosa, Xiao-Ming Xia, Christopher J Lingle
Long-Term Inactivation Mediated By Different Fgf-A Homologues On Heterologously Expressed Nav1.2 Currents, Yenisleidy Lorenzo-Ceballos, Pedro L Martinez-Espinosa, Xiao-Ming Xia, Christopher J Lingle
2020-Current year OA Pubs
A-isoforms of cytosolic growth factor homologous factors (FGF11-14) mediate long-term inactivation (LTI) of voltage-dependent sodium (NaV) channels. LTI is a rapid onset process that is competitive with the fast inactivation (IF) intrinsic to NaV channels, with little or no interconversion between inactivated states. Since recovery from LTI is orders of magnitude slower than recovery from IF, repetitive depolarizations lead to use-dependent accumulation of NaV channels in slow recovery states, thereby limiting NaV availability during trains of action potentials. Of the two or more N-terminal splice variants of the various FGF homologues, LTI specifically arises only from the A-isoform of each …
Do I Belong Here?: A Narrative Inquiry Into Ableism, Accommodation, And Professional Identity Among Medical Students With Mobiilty Disabilities, Nicole J. Albano Robinson
Do I Belong Here?: A Narrative Inquiry Into Ableism, Accommodation, And Professional Identity Among Medical Students With Mobiilty Disabilities, Nicole J. Albano Robinson
Theses and Dissertations
Abstract Nicole J. Robinson DO I BELONG HERE?: A NARRATIVE INQUIRY INTO ABLEISM, ACCOMMODATION, AND PROFESSIONAL IDENTITY AMONG MEDICAL STUDENTS WITH MOBILITY DISABILITIES 2025-2026 Ane Turner Johnson, Ph.D. Doctor of Education in Educational Leadership Despite federal and institutional disability policy designed to protect equitable access to education, medical students with mobility disabilities encounter systemic barriers shaped by ableism, inconsistent accommodation practices, cultural bias, and exclusionary learning environments. This qualitative study sought to describe the lived experiences of undergraduate medical students with mobility disabilities within U.S. MD and DO programs. A qualitative narrative inquiry using Kim’s (2016) two-phase life story interview …
Group 2 Herbicides Applied Below Label Rates Constrain The Ornithopus Sativus - Bradyrhizobium Sp. Symbiosis, Benedict Arthur, Tom Edwards, Robert J. Harrison, Emma J. Steel, Graham William O'Hara, Ronald J. Yates
Group 2 Herbicides Applied Below Label Rates Constrain The Ornithopus Sativus - Bradyrhizobium Sp. Symbiosis, Benedict Arthur, Tom Edwards, Robert J. Harrison, Emma J. Steel, Graham William O'Hara, Ronald J. Yates
Grain and Other Field Crops Research Articles
Pasture legumes are crucial to the sustainability of ley farming systems. They provide a disease break for cereals, nutritious feed for livestock and supply biologically fixed nitrogen (N) for subsequent non-leguminous crops. However, there are frequent observations where biological N‑fixation from the pasture phase is significantly less than expected leading to a N-fixation deficit. Previous field experiments have indicated that the application of Group 2 herbicides contributes to this N‑fixation deficit. Pre-emergent and early-season post-emergent herbicides are applied to avoid early-season weed competition. Group 2 herbicides, inhibitors of the acetolactate synthase (ALS), are widely used in the farming systems of …
Mental Health Self-Perceptions And Resource Utilization In Undergraduate Students At Binghamton University, Nicole J. Dreznin, Sarah Marcus
Mental Health Self-Perceptions And Resource Utilization In Undergraduate Students At Binghamton University, Nicole J. Dreznin, Sarah Marcus
Binghamton University Undergraduate Journal
Undergraduate students face increasing rates of mental health challenges, however discrepancies in mental health literacy and utilization of resources may exist across student populations. This study examined the perceptions of mental health in undergraduate students at Binghamton University and if they differed among STEM vs non-STEM, man vs. women, and first-generation vs. continuing generation undergraduate students. A 20-question survey, containing 5 demographic questions and 15 mental health related questions was distributed through Qualtrics to 9 undergraduate classes. The available response choices were based on the Likert scale. A total of 1266 students participated. Chi square tests of independence were done …
The Institutional Production Of Ethical War Across Modern Conflict, Katerina Udov
The Institutional Production Of Ethical War Across Modern Conflict, Katerina Udov
Binghamton University Undergraduate Journal
This paper argues that modern warfare operates through an ethical infrastructure that enables, rather than restrains, the use of violence. Contrary to the common assumption that moral frameworks such as Just War Theory function as safeguards against harm, the historical record shows that ethical language, humanitarian rhetoric, and democratic narratives serve as mechanisms to legitimize intervention, manufacture consent, and naturalize civilian suffering. Through case studies including Vietnam, Iraq, Afghanistan, U.S.-backed coups in Latin America, and French intervention in Mali, the paper traces how political leaders, media institutions, and corporate actors frame war as a moral necessity while pursuing strategic and …
Socio-Demographic Correlates Of Consumers’ Readiness To Use Ai In Financial Decision-Making, Michał Buszko, Tomasz Szopiński
Socio-Demographic Correlates Of Consumers’ Readiness To Use Ai In Financial Decision-Making, Michał Buszko, Tomasz Szopiński
Journal of Banking and Financial Economics
This study investigates the socio-demographic factors associated with readiness to use AI-driven tools in financial decision-making. It uses data from a representative survey of Poles and conceptualises an AI readiness index. It then estimates the relationships between socio-demographic characteristics and this index using an ordinary least squares (OLS) regression model. Additionally, robustness checks are conducted with heteroskedasticityrobust standard errors and multiple imputation. The OLS results were supplemented by one-way Analysis of Variance (ANOVA) with Tukey’s Honestly Significant Difference (HSD) post hoc tests to identify groups’ differences. The results demonstrate that gender, age, education, and income are significantly associated with consumers’ …
The Effectiveness Of Banks’ Influence On Reducing Greenhouse Gas Emissions In Eu Agriculture, Jan Koleśnik
The Effectiveness Of Banks’ Influence On Reducing Greenhouse Gas Emissions In Eu Agriculture, Jan Koleśnik
Journal of Banking and Financial Economics
This article analyses the effectiveness of the banking sector in limiting greenhouse gas (GHG) emissions in European Union agriculture and the impact of EU banking groups‘ policies on their Polish subsidiaries. The study is based on data from 2019–2025 sourced from the Eurostat database, the European Banking Authority (EBA), and capital adequacy disclosures (CQ5 and CR1-B reports). The research sample included 14 EU countries with an agricultural share in GDP of between 1% and 3.6% and 62 EU banking groups at the highest level of consolidation. A linear regression model was employed, using the change in gas emissions as the …
Subunit Composition Of The Katp Channels That Modulate Contractility Of Skeletal Muscle During Fatigue, Rosa Scala, Yuezhou Chen, Berk Mizrak, Gretchen A Meyer, Colin G Nichols
Subunit Composition Of The Katp Channels That Modulate Contractility Of Skeletal Muscle During Fatigue, Rosa Scala, Yuezhou Chen, Berk Mizrak, Gretchen A Meyer, Colin G Nichols
2020-Current year OA Pubs
ATP-sensitive potassium (KATP) channels are among the most expressed ion channels in skeletal muscle sarcolemma. While all KATP subunits can be detected in skeletal muscles, transcripts are enriched for KCNJ11 and ABCC9, suggesting that noncanonical Kir6.2/SUR2A assembly may constitute the majority of sarcolemmal KATP channels, but there has been no systematic dissection of KATP makeup in skeletal muscles. Here, we used a unique collection of murine lines selectively lacking specific channel-forming subunits (knockout, KO), and combined a genetic and pharmacological approach to determine which subunits of KATP channels are functionally relevant for skeletal muscle contraction. Under fatiguing conditions, isometric tetanic …
Applying The Ottawa Charter To Evaluate Health Literacy Outcomes Of The Little Aussie Bugs Course For Australian Early Childhood Educators, Amelia Ruscoe, Elizabeth J. Cook, Eleanor K. O'Brien, Leesa N. Costello, Gillian Kirk, Ros Sambell, Theresa Rayfield, Amanda Devine, Ruth M. Wallace
Applying The Ottawa Charter To Evaluate Health Literacy Outcomes Of The Little Aussie Bugs Course For Australian Early Childhood Educators, Amelia Ruscoe, Elizabeth J. Cook, Eleanor K. O'Brien, Leesa N. Costello, Gillian Kirk, Ros Sambell, Theresa Rayfield, Amanda Devine, Ruth M. Wallace
Research outputs 2022 to 2026
Early childhood offers an important opportunity to lay the foundations for lifelong health literacy. The Little Aussie Bugs (LAB) dialogic book series and online professional development (PD) course were designed to support Early Childhood Education and Care (ECEC) educators to embed health literacy concepts, including hygiene, healthy eating, and oral health, into everyday learning routines. This mixed methods study evaluated the course pilot and examined its contribution through the lens of the Ottawa Charter for Health Promotion—a framework comprising five interrelated action areas: building healthy public policy; creating supportive environments; strengthening community action; developing personal skills; and reorienting health services. …
Greater Weekly Exercise Volume Is Associated With Lower Prevalence Of Metabolic Comorbidities, Psychiatric Conditions, And Exertional Symptoms In Youth Athletes Undergoing Pre-Participation Screening: An Observational Study, Grace Qiu, Seong Kyu Kim, Douglas Corsi, Alexander G. Hajduczok, Imran Masood, Daniel Underberg, Brian Osler, Drew Johnson, David Shipon
Greater Weekly Exercise Volume Is Associated With Lower Prevalence Of Metabolic Comorbidities, Psychiatric Conditions, And Exertional Symptoms In Youth Athletes Undergoing Pre-Participation Screening: An Observational Study, Grace Qiu, Seong Kyu Kim, Douglas Corsi, Alexander G. Hajduczok, Imran Masood, Daniel Underberg, Brian Osler, Drew Johnson, David Shipon
Division of Cardiology Faculty Papers
INTRODUCTION: Physical activity has been associated with improved cardiovascular health outcomes in adults. However, the specific associations between physical activity volume and cardiovascular outcomes in youth athletes are less defined.
METHODS: This study analyzed data from the HeartBytes National Youth Database, compiled from Simon's Heart. Simon's Heart is a nonprofit organization that includes information from sports pre-participation examinations for adolescents. The dataset encompasses demographics, electrocardiogram (ECG) findings, and exercise-related symptoms. Youth athletes' self-reported weekly physical activity volume was classified into four levels: < 2 h, 2-5 h, 5-10 h, and >10 h, with less than 2 h taken as the reference group. Given the physical diMerences among athletes …
Ai In Writing And Communication Job Listings, Max Reed
Ai In Writing And Communication Job Listings, Max Reed
Honors Capstone Projects and Theses
No abstract provided.
Emotionally Coherent Procedural World Generation: Environmental Psychology As A Generative Framework For Automated 3d World Construction, Michael D. Conduit
Emotionally Coherent Procedural World Generation: Environmental Psychology As A Generative Framework For Automated 3d World Construction, Michael D. Conduit
Defensive Publications Series
This disclosure describes a method and system for procedurally generating three-dimensional virtual environments whose spatial composition, asset placement, and atmospheric properties are driven by parameters derived from empirical environmental psychology research. The core innovation is the use of multi-dimensional emotional profile vectors — parameterised from validated human perception studies including prospect-refuge theory, vastness-awe research, and spatial density psychology — as the primary control surface for an automated world generation pipeline.
Unlike prior approaches that use aesthetic heuristics, noise-based randomness, or manual artist direction, the system described here encodes psychological research findings directly as generative constraints. The result is environments in …
Ct-Derived Epicardial Adipose Tissue Density And Its Association With Systemic Inflammation And Functional Impairment In Heart Failure With Preserved Ejection Fraction: A Prospective Cross-Sectional Study From Oman, Arif Albulushi, Ahmed Tawfek, Ahmed Basuoni
Ct-Derived Epicardial Adipose Tissue Density And Its Association With Systemic Inflammation And Functional Impairment In Heart Failure With Preserved Ejection Fraction: A Prospective Cross-Sectional Study From Oman, Arif Albulushi, Ahmed Tawfek, Ahmed Basuoni
Journal of the Saudi Heart Association
Background: Heart failure with preserved ejection fraction (HFpEF) is strongly influenced by cardiometabolic comorbidity and systemic inflammation. Epicardial adipose tissue (EAT) is a biologically active visceral fat depot in direct contact with the myocardium, and CT-derived EAT density (attenuation) may reflect inflammatory adipose remodeling beyond adipose quantity alone. However, the clinical relevance of EAT density in HFpEF remains uncertain.
Objectives: To evaluate the association of CT-derived EAT density with systemic inflammatory biomarkers, functional capacity, health status, and echocardiographic indices of HFpEF severity in a prospective cross-sectional cohort.
Methods: In a prospective cross-sectional study conducted between January and July 2024 at …
The Music Of The Spheres In The Western Imagination (2022), By David J. Kendall, Brad Eden
The Music Of The Spheres In The Western Imagination (2022), By David J. Kendall, Brad Eden
Journal of Tolkien Research
Book review, by Bradford Lee Eden, of The Music of the Spheres in the Western Imagination (2022), by David J. Kendall
Barriers In Diagnosing Gender Dysphoria In Youth: A Scoping Review, Kayla Perfetto
Barriers In Diagnosing Gender Dysphoria In Youth: A Scoping Review, Kayla Perfetto
Scoping Protocols
Objective: Specifically, through this review, I aim to explore the barriers influencing clinicians when diagnosing gender dysphoria in youth populations. The objective of this scoping review is to understand the extent and type of evidence in relation to this topic.
Introduction: The existing literature highlights significant uncertainty among mental health professionals in diagnosing and providing care for transgender and gender-diverse youth, posing substantial challenges for tailored support. This scoping review aims to condense the extant literature on the variables impacting clinicians’ diagnosis of gender dysphoria in children and adolescents, addressing critical gaps and providing a comprehensive resource for stakeholders.
Inclusion …
Dnp Final Report: Impact Of Education For Public School Caregivers On Reducing Complications In Type 1 Diabetes, Jena Decanter
Dnp Final Report: Impact Of Education For Public School Caregivers On Reducing Complications In Type 1 Diabetes, Jena Decanter
DNP Final Reports
Abstract Background: Children with Type 1 diabetes (T1D) rely on school personnel to recognize symptoms and respond to diabetes-related emergencies during the school day. However, many rural school districts lack standardized training for staff responsible for supporting students with chronic health conditions. Purpose: This quality improvement project evaluated the feasibility and educational impact of a brief, self-paced, evidence-based diabetes education program designed to improve school personnel knowledge and response confidence related to T1D management. Methods: A quality improvement design was used in which school personnel with direct student contact completed an asynchronous educational module. Outcome measures included the Michigan Diabetes …
Consciousness And Knowledge Organization In Lis: Online And Offline Bubbles Of Experience, Arwa Alsultan
Consciousness And Knowledge Organization In Lis: Online And Offline Bubbles Of Experience, Arwa Alsultan
Library Philosophy and Practice (e-journal)
Knowledge organization (KO) systems such as the Dewey Decimal Classification (DDC) structure human knowledge primarily through disciplinary subject relationships, leaving the subjective, experiential dimension of knowledge engagement largely unexamined. This conceptual study extends David Gamez's (2018) distinction between "online" (environmentally-coupled) and "offline" (environmentally-decoupled) bubbles of experience into Library and Information Science (LIS), proposing that DDC's ten main classes can be interpreted as differing in the dominant mode of conscious engagement they require. Drawing on Integrated Information Theory, Global Workspace Theory, and Default Mode Network research, the study maps each DDC class onto this experiential spectrum and examines the cognitive capacities …
3d Semi-Analytical Thermo-Elasto-Plastic Model For Additive Manufacturing, Tao Liu, Ming C. Leu, Edward C. Kinzel, Chinedum Okwudire
3d Semi-Analytical Thermo-Elasto-Plastic Model For Additive Manufacturing, Tao Liu, Ming C. Leu, Edward C. Kinzel, Chinedum Okwudire
Mechanical and Aerospace Engineering Faculty Research & Creative Works
In additive manufacturing (AM), stress field drives distortion and warping and promotes delamination and cracking. Fast, accurate stress prediction is therefore essential for AM process planning and control, including real-time adaptive control, AM digital twins, data-driven and physics-driven workflows. However, spot-wise thermo-elasto-plastic finite element method (FEM) are often too slow for design iteration or real time use. Existing semi-analytical thermo-elasto-plastic approaches achieve high speed but are largely limited to 2D. In this paper, a full 3D semi-analytical thermo-elasto-plastic model for AM is built. The method uses a spot-wise analytical thermal field as the load and computes displacements and stresses via …
Role Of Guidelines, Legislation, Litigation And Mechanisms For Sudep Communication In The Uk And In The Usa: A State-Of-The-Art Review, Rohit Shankar
Role Of Guidelines, Legislation, Litigation And Mechanisms For Sudep Communication In The Uk And In The Usa: A State-Of-The-Art Review, Rohit Shankar
Peninsula Medical School
IntroductionSudden unexpected death in epilepsy (SUDEP) remains a leading cause of premature mortality in people with epilepsy despite decades of research and guideline development.MethodsThis state-of-the-art narrative review synthesises multidisciplinary evidence from clinical guidelines, epidemiology, legal frameworks, policy initiatives, and advocacy sources in the United Kingdom (UK) and United States of America (USA). The review is structured to examine current practice (“where are we now”), evolution of influencing mechanisms (“how did we get here”), and future directions for improving SUDEP prevention (“where should we go next”).ResultsWhere are we now SUDEP risk communication remains inconsistent despite clear guideline recommendations. Implementation is hindered …
Developmental Stability Of Task-Rest Neural Efficiency In Youth Using A Threat And Cognitive Control Task, Parmis Khosravi, Julia O. Linke, Anjali D. Poe, Chase Antonacci, Reut Naim, Elise M. Cardinale, Katharina Kircanski, Anderson M. Winkler, Nathan A. Fox, Daniel Samuel Pine, Simona P. Haller
Developmental Stability Of Task-Rest Neural Efficiency In Youth Using A Threat And Cognitive Control Task, Parmis Khosravi, Julia O. Linke, Anjali D. Poe, Chase Antonacci, Reut Naim, Elise M. Cardinale, Katharina Kircanski, Anderson M. Winkler, Nathan A. Fox, Daniel Samuel Pine, Simona P. Haller
School of Medicine Publications
Behaviors arise from coordinated neural activity across diverse spatial and temporal scales. Prior work has linked better task performance and cognitive functioning to patterns of global network connectivity requiring minimal reconfiguration when switching between task demands. This metric indexing similarity in functional connectivity across task and rest has been termed “neural efficiency.” Here we assess stability of neural efficiency over approximately 3 years in adolescence, specificity across two task-rest combinations and associations with anxiety. At approximately age 16 and/or 19, 95 participants completed a resting state scan alongside a cognitive control and/or threat task. Neural efficiency was quantified as partial …
Arda Notebooks: The Best Of I Quaderni Di Arda (2026), Ed. By Roberto Arduini, Claudio A. Testi And Wu Ming 4., Andrew Higgins
Arda Notebooks: The Best Of I Quaderni Di Arda (2026), Ed. By Roberto Arduini, Claudio A. Testi And Wu Ming 4., Andrew Higgins
Journal of Tolkien Research
Book review, by Andrew Higgins, of Arda Notebooks: The Best of I Quaderni di Arda (2026), ed. by Roberto Arduini, Claudio A. Testi and Wu Ming 4.
Volume 16 Issue 2 - Full Issue
Volume 16 Issue 2 - Full Issue
Notre Dame Journal of International & Comparative Law
No abstract provided.
Fictional Worlds Theory And Fictional Literary Theories, El Miloud Othmani
Fictional Worlds Theory And Fictional Literary Theories, El Miloud Othmani
SOROUD: The journal of Literacy Criticism
This article explores the novel genre through a spatial approach, arguing that novels require aesthetic foundations based on specific designs, imaginary characters, and symbolic spaces. Drawing on Heidegger’s architectural view of the novel, structural criticism (Genette), and Joseph Kisener’s spatial models, Farchoukh examines how these perspectives enhance the critical process and innovation within the context of postmodernism.
The Languages Of Translocality: What Plurilingualism Means In A Maghrebi Context, Edwige Tamalet Talbayev
The Languages Of Translocality: What Plurilingualism Means In A Maghrebi Context, Edwige Tamalet Talbayev
SOROUD: The journal of Literacy Criticism
This essay rethinks monolingual approaches to Maghrebi literature that rests on the supremacy of French and Arabic as languages of expression. Instead, Edwige Tamalet proposes a plurilingual translocal critical practice both grounded in local contexts and marked by transversal trajectories between multiple sites across the Mediterranean.
Editorial (English) Modern Narratives, Chouaib Halifi
Editorial (English) Modern Narratives, Chouaib Halifi
SOROUD: The journal of Literacy Criticism
No abstract provided.
Real-Time Image Denoising And Reconstruction Using Generative Adversarial Networks (Gans), Roa'a M. Al-Airaji, Haider Th. Salim Alrikabi, Rula Kamil, Svyd Iryna
Real-Time Image Denoising And Reconstruction Using Generative Adversarial Networks (Gans), Roa'a M. Al-Airaji, Haider Th. Salim Alrikabi, Rula Kamil, Svyd Iryna
Karbala International Journal of Modern Science
This paper presents a real-time image denoising and reconstruction system based on a compact Generative Adversarial Network (GAN) designed for embedded systems and edge computing. The proposed model employs a [ generator and a PatchGAN discriminator, trained using hybrid loss function that combines L1, perceptual, and adversarial terms to balance pixel and perceptual realism. Evaluations were conducted on multiple datasets, including DIV2K, BSD68, SIDD, DND, RENOIR, and PolyU at noise levels (σ = 15, 25, 50). Quantitatively, the proposed model achieves an average PSNR of 32.8 dB and an SSIM of 0.88, which is higher by more than 3 dB …