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Corinthian Countrysides: Linked Open Data And Analysis From The Eastern Korinthia Archaeological Survey, David K. Pettegrew Sep 2024

Corinthian Countrysides: Linked Open Data And Analysis From The Eastern Korinthia Archaeological Survey, David K. Pettegrew

Digital Press Books

Corinthian Countrysides presents the datasets, analysis, and results of a large-scale intensive survey in the eastern territory of Corinth between 1997 and 2003. Carried out under a permit of the Greek Ministry of Culture granted through the American School of Classical Studies at Athens, the Eastern Korinthia Archaeological Survey investigated the Isthmus west of the Corinth Canal, a highly-connected transport corridor and densely settled area from prehistory to the present day, and sampled parts of the mountainous and coastal districts of the southeast Corinthia. Researchers recorded a rich body of evidence for habitation and land use covering all periods of …


Treatment Of Plantar Fasciitis For An Individual With An Intellectual Disability That Interferes With Communication And Compliance To Home Program: A Case Report, Ryan J. Ostermeier Aug 2024

Treatment Of Plantar Fasciitis For An Individual With An Intellectual Disability That Interferes With Communication And Compliance To Home Program: A Case Report, Ryan J. Ostermeier

Physical Therapy Scholarly Projects

Introduction. Approximately 10% of Americans deal with plantar fasciitis. Plantar fasciitis can lead to negative impacts on quality of life. Furthermore, treatment of individuals with intellectual disabilities affecting communication presents a unique set of difficulties. This case study summarizes the evaluation process and treatment of one female patient with bilateral plantar fasciitis who also has an intellectual disability.

Case Description. This specific patient was diagnosed with intellectual disability secondary to a carbamoyl phosphate synthetase I (CPS) deficiency at birth. She presented to physical therapy at age 35 with bilateral plantar heel pain of 6 months following an increase in activity …


Introduction To Neuroengineering, Mercedes Terry, Abigail Tubbs, Blair Dupre, Brandon Fugger, Enrique Alvarez Vazquez Aug 2024

Introduction To Neuroengineering, Mercedes Terry, Abigail Tubbs, Blair Dupre, Brandon Fugger, Enrique Alvarez Vazquez

Open Educational Resources

"Introduction to Neuroengineering" serves as a comprehensive guide to the fast evolving field at the intersection of neuroscience, engineering, and technology. This book covers foundational concepts like neuron structure, action potentials, and neural modeling, moving through advanced topics like brain-computer interfaces (BCIs), neurostimulation, and imaging technologies (EEG, MEG, fMRI). Each chapter combines theory with practical exercises and lab examples, accessible through a GitHub repository to enhance hands-on learning. Aimed at students, educators, and professionals, this resource offers a foundation and inspiration for innovation in neuroengineering, promoting ongoing exploration in this impactful field.


A Thematic Analysis: A Lived Experience Raising A Child Diagnosed With A Neurodevelopmental Disability In A Rural Community, Matthew Kettelhake Aug 2024

A Thematic Analysis: A Lived Experience Raising A Child Diagnosed With A Neurodevelopmental Disability In A Rural Community, Matthew Kettelhake

Theses and Dissertations

In the United States, about 17% of children between the age of 3 and 18 are diagnosed with a neurodevelopmental disability (Zablowsky et al; 2019). About 14% of the population lives in a rural community (USDA, 2020). Being part of a rural community has additional challenges urban areas may not face (Sharpley et al., 1997; Hasting &Taunt, 2002; Gerstein et al.,2009; Dabrokska & Pisula, 2010). Parents of children diagnosed with a neurodevelopmental disability also face additional challenges than raising a neurotypical child. This study explored the themes and commonalities that arise from raising a child diagnosed with a neurodevelopmental disability …


Verification And Validation Of Software System Class Models, Kruti Shah Aug 2024

Verification And Validation Of Software System Class Models, Kruti Shah

Theses and Dissertations

The Unified Modeling Language (UML) is a foundation in software development, providing standardized notation for visualizing, specifying, constructing, and documenting software systems. UML class models, in particular, offer a static view of a system's structure, capturing essential elements such as classes, attributes, operations, and relationships. Despite the widespread adoption of UML and its class modeling capabilities, challenges persist in ensuring the models' correctness, reliability, and effectiveness. This research presents a comprehensive study of UML's role in software development, delving into existing literature to examine the development of UML class models, its significance in various stages of the software development lifecycle, …


Experimental Investigation Of The Suitability Of Soybean-Derived Surfactant (Sods) In Gas Well Deliquification, Abiodun Gbadegesin Adeyemi Aug 2024

Experimental Investigation Of The Suitability Of Soybean-Derived Surfactant (Sods) In Gas Well Deliquification, Abiodun Gbadegesin Adeyemi

Theses and Dissertations

Gas well deliquification is a crucial process in the oil and gas industry, focused on maintaining or restoring production rates by removing liquids that impede gas flow. This is a recurring challenge that is prominent in many gas wells across North Dakota. Surfactants play a vital role in this process by altering the interfacial tension between gas and liquid phases, alleviating liquid accumulation in these wells. However, due to their high production costs, non-biodegradability, and toxicity, the use of synthetic surfactants has raised environmental concerns. The pursuit of sustainable and environmentally friendly alternatives has led to the exploration of natural …


Density Functional Theory Study Of Some Important Biological Molecules, Desmond Khan Aug 2024

Density Functional Theory Study Of Some Important Biological Molecules, Desmond Khan

Theses and Dissertations

This study examines the performance of various quantum chemical methods, particularly density functional theory (DFT), in predicting noncovalent interactions in eleven unnatural amino acids. The research compares five DFT functionals (PBE-D3, B3LYP-D3, HSE06, M06-2X, and ꞷB97XD) and MP2 theory against the benchmark CCSD(T) method, using two Pople basis sets (6-31G* and 6-311++G**). Results highlight ꞷB97XD's superior performance in capturing strong dispersion interactions, especially when paired with the 6-311++G** basis set. Additionally, the study investigates interactions between biomimetic Fe and Mg co-doped montmorillonite clay and the amino acids. It reveals the necessity of employing PBE-GGA + U with U ≥ 4 …


Examining Tele-Mental Health Utilization In North American Indigenous Communities, Elleh A. Driscoll Aug 2024

Examining Tele-Mental Health Utilization In North American Indigenous Communities, Elleh A. Driscoll

Theses and Dissertations

Tele-mental health delivery reported by clinicians in Indigenous communities before, during, and after the pandemic has largely remained unexplored across psychology literature. Tele-mental health (TMH) is the utilization of technology tools to communicate and treat clients (Riding-Malon, 2014). TMH (i.e. mental health services accessed via zoom, telephone, etc.) is associated in recent research with effective rates for mental health care treatment comparable to in-person rates for both immediate and long-term outcomes (McCord, 2020; Lin, 2021). The current study examined self-reported mental health clinicians (n=104) serving North American Indigenous clients on a variety of TMH factors during and after the COVID-19 …


Examining Mental Health Professionals' Attitudes Towards Individuals With Rural Accents, Emily Heavner Aug 2024

Examining Mental Health Professionals' Attitudes Towards Individuals With Rural Accents, Emily Heavner

Theses and Dissertations

Bias against people from rural areas is ingrained in American culture, and stereotypes that people from rural regions are backwards, uneducated, and unintelligent are prevalent (Fulkerson & Thomas, 2016; Hartman et al., 2023; Howley, 2009; Shirley, 2010). Many people from rural areas have accents that mark them as coming from a rural region (Flanigan, 2000). Research suggests that accent is a reminder that the speaker is from a different cultural group than the listener, triggering biases and stereotypes about the speaker (Chakraborty, 2017). Because accent and rural culture are not often discussed as part of multicultural competence, many mental health …


Reimagining Non-Credit Higher Education: The Impact Of Non-Credit Short-Term Accelerated Postsecondary Workforce Training At Santa Fe Community College, Monique Anair Aug 2024

Reimagining Non-Credit Higher Education: The Impact Of Non-Credit Short-Term Accelerated Postsecondary Workforce Training At Santa Fe Community College, Monique Anair

Theses and Dissertations

An estimated five million Americans participate in non-credit college and university classes annually. The Integrated Postsecondary Education Data System (IPEDS) does not require the reporting of non-credit student postsecondary enrollment, which means there is a lack of data about non-credit higher education. This qualitative case study provides a deeper understanding of 14 student experiences at Santa Fe Community College who participated in non-credit, short-term, accelerated workforce training programs. The findings reveal that students who engage in Santa Fe Community College’s non-credit postsecondary opportunities, are low-wage or unemployed working age adults who value short-term non-credit programs because they lead to higher …


The Impact Of Upper-Elementary C3wp Resources On First Draft Student Writing Samples: A Study Of Lexical Cohesion, Semantic Overlap, Grammar And Mechanics, Lisa Fricke Gusewelle Aug 2024

The Impact Of Upper-Elementary C3wp Resources On First Draft Student Writing Samples: A Study Of Lexical Cohesion, Semantic Overlap, Grammar And Mechanics, Lisa Fricke Gusewelle

Theses and Dissertations

This study examines the impact of the College, Career, and Community Writers Program (C3WP) on upper-elementary students' first draft writing quality, addressing the challenges teachers face in providing timely and effective feedback on extensive student writing, particularly in spelling, grammar, mechanics, and cohesion. The hypothesis posits that C3WP resources will improve students' writing by enhancing lexical cohesion and reducing surface-level errors. Four 6th-grade students with varying reading proficiency levels participated in two C3WP mini-units over a two-month period. First drafts were analyzed using the Tool for the Automatic Analysis of Text Cohesion (TAACO) to measure semantic overlap and lexical cohesion, …


High Performance Simulation Of Astrocyte Morphology And Dynamics For Brain Imaging, Lun Zhao Aug 2024

High Performance Simulation Of Astrocyte Morphology And Dynamics For Brain Imaging, Lun Zhao

Theses and Dissertations

The brain is a complex organ composed of neurons and glial cells. Historically, glial cells were often overlooked in neuroscience research, but their significance has gained increasing recognition in recent years due to mounting evidence demonstrating their pivotal roles in brain function and disease. Notably, a growing body of research highlights the active involvement of astrocytes, the most abundant type of glial cells, in numerous neurological diseases. With the development of microscopy technology, our understanding of astrocytes is becoming more and more abundant. Due to the characteristics of microscopy, tissue scattering and environmental noise, there is a high demand for …


Transcriptional Landscape Of Foxp3+ Regulatory T Cells Under Mitochondrial Oxidative Stress: Implications For Inflammaging, Jappreet Singh Gill Aug 2024

Transcriptional Landscape Of Foxp3+ Regulatory T Cells Under Mitochondrial Oxidative Stress: Implications For Inflammaging, Jappreet Singh Gill

Theses and Dissertations

This thesis explores the intricate relationship between mitochondrial oxidative stress and the function of FOXP3+ regulatory T cells (Tregs), highlighting their essential roles in the aging immune system and the development of age-related diseases. The study delves into how mitochondrial impairments within Tregs contribute to widespread inflammation leading to pathological aging. One key analysis shows that mitochondrial oxidative stress undermines Treg functionality, intensifying inflammatory responses and increasing frailty in older adults. This dysfunction is associated with elevated inflammatory markers and presents a potential target for therapeutic interventions aimed at restoring mitochondrial health to alleviate these impacts. Another significant discovery connects …


Insights From Teachers And Students On Literacy Strategy Integration In A Rural North Dakota High School, Margaret Hilbers Aug 2024

Insights From Teachers And Students On Literacy Strategy Integration In A Rural North Dakota High School, Margaret Hilbers

Theses and Dissertations

Literacy development is an essential aspect of academic success. Educational institutions have worked to implement various strategies and initiatives to increase students’ literacy skills. Understanding the insights of both students and teachers is important for utilizing these skills effectively and if they have impact. Implementing strategies and initiatives at the secondary level should be strategic and help strengthen teachers’ instruction but also student outcomes. The study aims to understand the insights and experiences of both students and teachers to create more opportunities to enhance literacy instruction and strategies used in secondary content area classes. Research indicates that teachers need more …


Optimizing Laser-Based Wireless Power Transfer: A Comprehensive Study Of A 4 Quadrant Pv Module System And Its Powering And Tracking Capabilities, Ahmed Elfarran Aug 2024

Optimizing Laser-Based Wireless Power Transfer: A Comprehensive Study Of A 4 Quadrant Pv Module System And Its Powering And Tracking Capabilities, Ahmed Elfarran

Theses and Dissertations

This research investigates laser-based tracking systems for wireless power transfer (WPT) applications. Beginning with an overview of renewable energy and WPT technologies, the study establishes both theoretical frameworks and practical methodologies for laser-based power transmission. The experimental analyses encompass load testing with a four-quadrant module, examining the impact of laser power, load conditions, and beam diameter on power transfer efficiency, as well as the influence of target movement speed on voltage stability. Notably, we achieved a tracking speed of up to 20 mm/s, ensuring efficient power delivery even with target motion. The results demonstrate clear correlations between laser power levels …


Impact Of Substance Use And Perceptions Of Social Support On Psychological Distress Following Traumatic Brain Injury, Laura Gorman Aug 2024

Impact Of Substance Use And Perceptions Of Social Support On Psychological Distress Following Traumatic Brain Injury, Laura Gorman

Theses and Dissertations

Introduction: Traumatic Brain Injuries (TBI) are the leading cause of disability and mortality for individuals under the age of 45 (Centers for Disease Control and Prevention, 2021; Moore et al., 2014). Previous research has informed us that substance use, perceptions of social support, and TBI severity have all been associated with increased levels of psychological distress. Given the prevalence of TBI and its impact on physical and mental health outcomes, it is important to understand how outside factors (substance use and perceptions of social support) relate with TBI severity to effect overall levels of psychological distress. Objective: Drawing from self-determination …


Activities Eligibility: Building A More Equitable Approach To Support Students, Cory Holten Aug 2024

Activities Eligibility: Building A More Equitable Approach To Support Students, Cory Holten

Theses and Dissertations

In this study, the researcher analyzed the impact of traditional cocurricular activityeligibility practices on minoritized students, students with disabilities, and students receiving free and reduced lunches. The researcher issued a survey to staff members at Horizon Middle School in Moorhead, Minnesota to gain an understanding of the perceived impact of participation in cocurricular activities and the impact and observed disparities existing as a result of traditional eligibility practices. As a result of the findings, the researcher proposes an alternative approach focused on identifying lagging skills through the collection of student data related to academic achievement, attendance, and behavior. Instead of …


An Evaluation Of Naaps During Canadian And U.S. East Coast Smoke Events In May And June 2023, Taylor Mchone Aug 2024

An Evaluation Of Naaps During Canadian And U.S. East Coast Smoke Events In May And June 2023, Taylor Mchone

Theses and Dissertations

An unprecedented number of wildfires occurred across the Canadian mainland during May and June 2023 due to unusually hot and dry atmospheric conditions. As a result of these wildfires, smoke was transported over large areas of North America, posing significant threats to visibility, air quality, human health, and the economy. The global Navy Aerosol Analysis and Prediction System (NAAPS) model was the first model of its kind to predict global aerosol transport, including, among others, wildfire smoke. Operationally, NAAPS produces predictions of the horizontal and vertical distribution of smoke and how it diffuses through space and time. This study evaluates …


Maturational Changes In The Epigenome And Transcriptome Of Hypothalamic Astrocytes: Implications For Axonal Regeneration, Abiodun Ebenezer Odufuwa Aug 2024

Maturational Changes In The Epigenome And Transcriptome Of Hypothalamic Astrocytes: Implications For Axonal Regeneration, Abiodun Ebenezer Odufuwa

Theses and Dissertations

Axon regeneration is essential for effective repair following injury in the CNS. One of the burdens of aging is the lack of recovery following injury in the CNS. Our previous studies show that in 35-day-old rats, axon regeneration occurs in response to a unilateral hypothalamic lesion in the hypothalamus neurohypophyseal system. However, this regenerative ability is lost in 125-day-old rats. Furthermore, treatment of hypothalamic organotypic culture with ciliary neurotrophic factor (CNTF) promotes axonal outgrowth and survival. Our previous studies suggest that astrocytes may be playing critical roles in this maturational loss of regenerative capacity because only astrocytes expressed all the …


Opencast: Cyanobacteria Growth And Correlations With Predictive Factors In Creation For Harmful Algal Bloom Formation, Devarshi Nikhil Patel Aug 2024

Opencast: Cyanobacteria Growth And Correlations With Predictive Factors In Creation For Harmful Algal Bloom Formation, Devarshi Nikhil Patel

Theses and Dissertations

Harmful Algal Blooms (HABs) are a significant threat to aquatic ecosystems, public health, and local economies due to their production of toxins and negative impacts on water quality. This thesis investigates the correlations between cyanobacteria growth and environmental variables, including wind conditions, surface temperatures, and nutrient levels. This research uses machine learning and statistical modeling to predict HAB occurrences by analyzing these variables' historical and near real-time data. The findings indicate that wind speed, surface temperature, and nutrient levels influence cyanobacteria dynamics, with specific thresholds identified for predictive accuracy. The developed HAB predictive models and the graphical user interface (GUI) …


Administering Psychological Tele-Assessment: A Delphi Study, Amanda Willyard Walkowiak Aug 2024

Administering Psychological Tele-Assessment: A Delphi Study, Amanda Willyard Walkowiak

Theses and Dissertations

The Coronavirus 2019 (COVID-19) outbreak increased demand for telehealth services for mental health providers (Zhou et al., 2020). To our knowledge, conducting psychological assessments through tele-health platforms has limited empirical and ethical support (Wright et al., 2020; Stifel et al., 2020; American Psychological Association [APA], 2020a). Moving from traditional to remote testing administration requires preparation, training, and practice (Joint Task Force for the Development of Telepsychology Guidelines for Psychologists [Telepsychology Task Force], 2013; Wright et al., 2020). Even if psychologists have access to test materials and the necessary technology to conduct tele-assessments, they may not have the training and clinical …


Wooyake Winyan: The Experience Of Three Native Women In Higher Education Leadership At 4-Year Institutions In The Midwest, Raven Gray Aug 2024

Wooyake Winyan: The Experience Of Three Native Women In Higher Education Leadership At 4-Year Institutions In The Midwest, Raven Gray

Theses and Dissertations

Native women in higher education have faced many challenges and disparities, specifically within 4-year institutions. This research used a qualitative method known as storytelling to identify ways of progression for Native women in higher education leadership while being supported by the theoretical framework of aspirational capital. Additionally, this knowledge is explained through cultural ways of storytelling, with hope of gaining perspective of Native female leadership and how this impacts Native communities within higher education. Through this research, it portrayed the experience of Native women in Higher education leadership which included their successes and challenges. Each participant shared their background of …


The Experiences And College Readiness Of Native American Students Who Participated In Dual Credit/Dual Enrollment And Transitioned To Higher Education, Krystal Marie Caldwell Aug 2024

The Experiences And College Readiness Of Native American Students Who Participated In Dual Credit/Dual Enrollment And Transitioned To Higher Education, Krystal Marie Caldwell

Theses and Dissertations

This qualitative research study employed the Diverse Learning Environment Model to examine how dual credit/dual enrollment course participation by Native American students impacts their college readiness and transition to college. Literature shows that students who take dual credit/dual enrollment in high school are more likely to graduate from high school and transition to college and have less time to degree completion. Furthermore, dual credit/dual enrollment course participation also increases students’ college readiness and improve student’s self-efficacy. The guiding notion of this paper are the overwhelming benefits to students who participate in dual credit/dual enrollment coursework in high school and how …


Development Of Multifunctional Biobased Lubricants From Soybean Oil And Their Tribological Behavior, Piash Bhowmik Aug 2024

Development Of Multifunctional Biobased Lubricants From Soybean Oil And Their Tribological Behavior, Piash Bhowmik

Theses and Dissertations

Depletion of mineral oil leads the researchers to look for renewable oils recently. Soybean, which is one of the most produced crops globally, has been identified as a potential source for such oil. The problem with vegetable oils is, they consist of unsaturated fatty acids which leads to oxidation of the oils. With proper modification and the use of suitable additives, these oils can be adapted for use in various sectors. High oleic oils are becoming increasingly popular due to their high oleic acid content, which is a monounsaturated fatty acid. These oils are gaining attention for their improved stability …


Evaluating Pressure Distribution Of Surgical Support Surfaces For Pressure Injury Prevention: Small-Cell Alternating Pressure Mattress, Standard Foam Mattress, And Gel Overlay, Victor Moreno Lozano Aug 2024

Evaluating Pressure Distribution Of Surgical Support Surfaces For Pressure Injury Prevention: Small-Cell Alternating Pressure Mattress, Standard Foam Mattress, And Gel Overlay, Victor Moreno Lozano

Theses and Dissertations

Pressure injuries are a significant problem in the health care system for patients undergoing long surgeries due to the prolonged time they spend on the surface without moving under the anesthesia effect [6]. This can lead to the occurrence of pressure injuries and can negatively affect patient outcomes and the healthcare system [3]. Current methods for preventing pressure injuries in the operating room include repositioning the patient, using sponges or small gel pads at pressure points, and the use of support surfaces [2]. There is not enough conclusive evidence that states that the use of support surfaces is effective in …


Ads-B/Gps Integrity Identification And Evaluation Using Machine Learning Models, Anton Reider Skurdal Aug 2024

Ads-B/Gps Integrity Identification And Evaluation Using Machine Learning Models, Anton Reider Skurdal

Theses and Dissertations

Automatic Dependent Surveillance-Broadcast (ADS-B) is part of the Federal Avi-ation Authority’s (FAA) NextGen position, navigation, and timing (PNT) system, but its packets are unauthenticated and vulnerable to attack by bad actors. This re- search aims to develop methods to detect and mitigate GPS and ADS-B risks for aircraft systems. First, a Random Forest Classifier (RFC) model was trained to clas- sify categories (erroneous, noise, dropouts) of data, achieving an accuracy of 87%. Following this, many single-stage and two-stage forecasting models were tested to forecast Navigation Integrity Category (NIC) values, with the two-stage Random For- est Regressor (RFR) achieving the lowest …


Exploring Small-Scale Propellers Performance At Low Advance Ratios, Ali Akber Mollick, Sara Catto, Forrest E. Ames, Clement Tang Jul 2024

Exploring Small-Scale Propellers Performance At Low Advance Ratios, Ali Akber Mollick, Sara Catto, Forrest E. Ames, Clement Tang

Mechanical Engineering Student Publications

The performance of small-scale propellers was experimentally measured at low advance ratios and Reynolds numbers. The propeller diameters range from 14 to 19 inches, with all propellers having the same pitch value of 12. Using a thrust stand situated in a low-speed open-circuit wind tunnel, the propeller thrust, torque, and angular speed were measured at various freestream velocities. The results from this study offer insights on the performance of small propellers at low advance ratios and low Reynolds numbers. Propeller performance results at these conditions tend to be limited in the literatures. At the same pitch value of 12, the …


Is It Really A Neuromyth? A Meta-Analysis Of The Learning Styles Matching Hypothesis, Virginia Clinton-Lisell, Christine Litzinger Jul 2024

Is It Really A Neuromyth? A Meta-Analysis Of The Learning Styles Matching Hypothesis, Virginia Clinton-Lisell, Christine Litzinger

Education, Health & Behavior Studies Faculty Publications

Learning styles have been a contentious topic in education for years. The purpose of this study was to conduct a meta-analysis of the effects of matching instruction to modality learning styles compared to unmatched instruction on learning outcomes. A systematic search of the research findings yielded 21 eligible studies with 101 effect sizes and 1,712 participants for the meta-analysis. Based on robust variance estimation, there was an overall benefit of matching instruction to learning styles, g = 0.31, SE = 0.12, 95% CI = [0.05, 0.57], p = 0.02. However, only 26% of learning outcome measures indicated matched instruction benefits …


Premenstrual Dysmorphic Disorder/Premenstrual Syndrome Luteal Phase Treatment, Shelby Gawarecki Jul 2024

Premenstrual Dysmorphic Disorder/Premenstrual Syndrome Luteal Phase Treatment, Shelby Gawarecki

Physician Assistant Scholarly Project Posters

• PMS/PMDD symptoms affect many women's emotional and physical wellbeing.

• SSRIs, progesterone, and sepranolone are luteal phase treatment options.

• Studies were all peer-reviewed, including randomized control trials or a meta-analysis.

• SSRIs are a consistent primary treatment for symptom alleviation especially cognitive symptoms. SSRIs are the current mainstay, recommended for luteal phase treatment of PMS/PMDD.

• SSRIs, including citalopram, sertraline, escitalopram, and fluoxetine, were examined to determine their efficacy in relieving mood-related symptoms such as irritability, anxiety, and depression during the luteal phase.

• Data on progesterone treatment in the luteal phase is inconclusive. • Allopregnanolone levels and …


Autonomous Image-Based Corrosion Detection In Steel Structures Using Deep Learning, Amrita Das, Sattar Dorafshan, Naima Kaabouch Jun 2024

Autonomous Image-Based Corrosion Detection In Steel Structures Using Deep Learning, Amrita Das, Sattar Dorafshan, Naima Kaabouch

Civil Engineering Faculty Publications

Steel structures are susceptible to corrosion due to their exposure to the environment. Currently used non-destructive techniques require inspector involvement. Inaccessibility of the defective part may lead to unnoticed corrosion, allowing the corrosion to propagate and cause catastrophic structural failure over time. Autonomous corrosion detection is essential for mitigating these problems. This study investigated the effect of the type of encoder–decoder neural network and the training strategy that works the best to automate the segmentation of corroded pixels in visual images. Models using pre-trained DesnseNet121 and EfficientNetB7 backbones yielded 96.78% and 98.5% average pixel-level accuracy, respectively. Deeper EffiecientNetB7 performed the …