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Railroad Condition Monitoring Using Distributed Acoustic Sensing And Deep Learning Techniques, Md Arifur Rahman Jan 2024

Railroad Condition Monitoring Using Distributed Acoustic Sensing And Deep Learning Techniques, Md Arifur Rahman

College of Graduate Studies: Theses & Dissertations

Proper condition monitoring has been a major issue among railroad administrations since it might cause catastrophic dilemmas that lead to fatalities or damage to the infrastructure. Although various aspects of train safety have been conducted by scholars, in-motion monitoring detection of defect occurrence, cause, and severity is still a big concern. Hence extensive studies are still required to enhance the accuracy of inspection methods for railroad condition monitoring (CM). Distributed acoustic sensing (DAS) has been recognized as a promising method because of its sensing capabilities over long distances and for massive structures. As DAS produces large datasets, algorithms for precise …


Mammalian Biodiversity On Greenways Across An Urban-To-Rural Gradient, Brooklyn C. Zwinklis Jan 2024

Mammalian Biodiversity On Greenways Across An Urban-To-Rural Gradient, Brooklyn C. Zwinklis

College of Graduate Studies: Theses & Dissertations

Large-scale urbanization is one of the leading causes of biodiversity loss on a global scale due to habitat loss and fragmentation. This has created a need to investigate ways to mitigate the damage caused by urban development, such as studying whether green spaces in urban areas can serve as means of preserving mammalian biodiversity in cities. This study specifically focused on greenways as they are understudied when compared to other green spaces, such as parks and cemeteries. Greenways are linear tracts of paved land, usually designed for human recreational activities. However, their benefits to wildlife have not been well researched. …


Meeting The Moment: Seeking A Symbiosis Of Economic Theory And Practice In Times Of Crisis, Sallie Taylor Manning Jan 2024

Meeting The Moment: Seeking A Symbiosis Of Economic Theory And Practice In Times Of Crisis, Sallie Taylor Manning

College of Graduate Studies: Theses & Dissertations

By their nature, crises upset the status quo and shake apart the ways of being and doing for individuals, families, communities, nations, institutions, and governments. This research seeks to identify the ways in which times of crisis led to changes in high school economics curriculum. The Georgia Performance Standards for high school economics curriculum were examined over a 23-year period to determine the extent to which three national and international crises led to changes in economics curriculum. A historiography was created for each of three crises, September 11, 2001 (9/11), Hurricane Katrina, and the Great Recession of 2008. The Georgia …


Cross-Layer Performance Evaluation Of C-V2x, Dhruba Sunuwar Jan 2024

Cross-Layer Performance Evaluation Of C-V2x, Dhruba Sunuwar

College of Graduate Studies: Theses & Dissertations

The evolution of connected vehicles from a distant futuristic concept to an integral part of daily life is indisputable. Vehicle-to-everything communication (V2X) serves as the cornerstone of this transformation, facilitating seamless interaction among vehicles, infrastructure, pedestrians, and networks. However, evaluating V2X system performance proves intricate due to the dynamic nature of vehicles influenced by mobility factors. To address this complexity, we have developed a specialized system-level simulator expressly for evaluating V2X communication performance. Notably, the simulator encompasses (i) intelligent transportation system (ITS) scenarios integrated into a geographical framework and (ii) the capability to assess cross-layer performance spanning physical (PHY) and …


Their Country: Black Women, Three Chords, And The Truth, Dmetri J. Smith Jan 2024

Their Country: Black Women, Three Chords, And The Truth, Dmetri J. Smith

College of Graduate Studies: Theses & Dissertations

ABSTRACT

Country music has long overlooked and at times outright erased the contributions of people of African descent. The past and present contributions of Black women are particularly ignored. Country music— a racially contested space centered in Nashville, Tennessee— is imbued with themes referencing the “good ole days” that were dangerous times for anyone who was not White, male, cisgender, and heterosexual. The genre has only become slightly more welcoming to those who are not part of the dominant class. And yet, there are Black women who feel called to use country music as their storytelling medium. My research shows …


Investigating Division Quest: A Text-Based Adventure Narrative Game For Overcoming Difficulties Of Mitosis Learning, Amanda G. Conner Jan 2024

Investigating Division Quest: A Text-Based Adventure Narrative Game For Overcoming Difficulties Of Mitosis Learning, Amanda G. Conner

College of Graduate Studies: Theses & Dissertations

Mitosis learning is a source of struggle for many introductory biology students. Much of this difficulty stems from an overwhelming amount of terminology and moving pieces as well as the abstract nature of cellular processes. Game-based learning (GBL) has been used in other contexts to reduce cognitive load and provide relatable experiences upon which students can construct their mental models. However, commercial GBL is often expensive and difficult to align with individual instructor teaching preferences and learning objectives. In this study, we use a mixed methods approach to explore the use of a GBL tool made in Twine to overcome …


Numerical Analysis Of A Novel Elastohydrodynamic Seal For Supercritical Co2 Power Cycles With Experimental Verification, Ali Akbor Topu Jan 2024

Numerical Analysis Of A Novel Elastohydrodynamic Seal For Supercritical Co2 Power Cycles With Experimental Verification, Ali Akbor Topu

College of Graduate Studies: Theses & Dissertations

Supercritical carbon dioxide (sCO2) power cycles outperform conventional thermodynamic cycles regarding the efficiency and equipment footprint because of its unique property of maintaining the density of liquid in the gaseous phase at supercritical state (304.13 K and 7.37 MPa). It has robust use in concentrated solar power, fossil fuel power plants, geothermal electricity, nuclear power, and ship propulsion. To fully utilize sCO2 power cycles, technology readiness must be demonstrated at 10-60 MWe scale, with a working temperature and pressure of 350-700°C, and 10-35 MPa respectively. A crucial obstacle to the full realization of this technology is the absence …


Aggressive And Non-Aggressive Behaviors In Mixed And Non-Mixed Dorymyrmex Smithi And Dorymyrmex Bureni Colonies Of Southeastern Georgia, Usa, Renee K. Nowicki Jan 2024

Aggressive And Non-Aggressive Behaviors In Mixed And Non-Mixed Dorymyrmex Smithi And Dorymyrmex Bureni Colonies Of Southeastern Georgia, Usa, Renee K. Nowicki

College of Graduate Studies: Theses & Dissertations

Dorymyrmex species, ‘pyramid’ or ‘cone’ ants, are Dolichoderines distributed across North America. Two relatively well-studied species, Dorymyrmex smithi and Dorymyrmex bureni, are commonly found throughout southeastern Georgia. These species are part of a socially parasitic relationship while simultaneously having starkly different colony structures. Dorymyrmex smithi is a polydomous, polygynous species with colonies that are often expansive, at times having hundreds to thousands of nests per colony. Dorymyrmex smithi is a temporary social parasite of D. bureni, a monodomous, monogynous species. The specific mechanism of this parasitism is currently unknown. Preliminary behavioral assay data from a limited number of …


Investigation Of Mechanically Fatigue Low-Frequency Energy Harvesting Effects On Isotropic Materials, Daniel J. Meade Jan 2024

Investigation Of Mechanically Fatigue Low-Frequency Energy Harvesting Effects On Isotropic Materials, Daniel J. Meade

College of Graduate Studies: Theses & Dissertations

This research project reports an exploratory investigation of energy harvesting effect on isotropic material that goes through low frequency mechanical fatigue. Energy harvesting is a growing field of study that can recycle ambient energy back into a system that would otherwise be lost. This is a significantly useful method for the ongoing energy crisis and provides an alternate route to design and upgrade systems to be more efficient and last longer than current system designs. However, it is time to investigate if there is any effect vibration-based energy harvesting has on the structure from which energy is being harvested. To …


Computational Analysis Of A Naca 0012 Straight Wing At Various Reynolds Numbers Approaching Stall, John E. Crowe Iii Jan 2024

Computational Analysis Of A Naca 0012 Straight Wing At Various Reynolds Numbers Approaching Stall, John E. Crowe Iii

College of Graduate Studies: Theses & Dissertations

As the capabilities and power of computational resources improve with each passing year, the implementation of simulation in the field of aerospace engineering also increases due to its increased efficiency, as it allows for reducing both time and resources. In this study, a computational method is created and tested for determining and visualizing the effect of increasing flow velocity on a NACA 0012 3D wing as it approaches and reaches stall. For this study, the flow over a NACA 0012 3D wing is simulated using a Reynolds-averaged Navier Stokes simulation at angles of attack of 6, 8, 10, 12, and …


Cultivation Of A Commercially Important Macroalga (Ulva Sp) For Polyculture Research In Coastal Georgia, Kyle Mundy Jan 2024

Cultivation Of A Commercially Important Macroalga (Ulva Sp) For Polyculture Research In Coastal Georgia, Kyle Mundy

College of Graduate Studies: Theses & Dissertations

The Georgia coast has shown great potential for large-scale oyster aquaculture, and the rate at which the sector has grown demands implementation of novel techniques to ensure sustainability and success in the face of climate change. One practice – integrated multi-trophic aquaculture (IMTA) or polyculture – is known to have positive effects on the health and quality of farmed organisms and the surrounding environment through low pH/alkalinity amelioration, while also being a unique and viable way for a farming operation to diversify its products. To date, there has been no such attempt at investigating or demonstrating macroalgae culture in Georgia. …


Geoelectrical And Hydrochemical Characterization Of Submarine Groundwater Discharge In Florida Bay, Ifeanyi Emmanuel Eze Jan 2024

Geoelectrical And Hydrochemical Characterization Of Submarine Groundwater Discharge In Florida Bay, Ifeanyi Emmanuel Eze

College of Graduate Studies: Theses & Dissertations

Florida Bay, situated at the southern tip of Everglades National Park and underlain by the Miami Limestone formation, is an ecosystem of global significance. Over the past century, the bay has faced threats such as droughts, seagrass mortality, and hypersalinity. Despite various studies and management efforts, the dynamics of submarine groundwater discharge (SGD) in the region remain underexplored. Given that SGD plays a significant role in the chemical dynamics of coastal ecosystems, it warrants thorough investigation. This study aims to characterize the spatial and temporal patterns of SGD in Florida Bay by surveying three basins – Rankin, Whipray, and Rabbit …


Footwear Selection, Foot Type, And Running Biomechanics Of Male Distance Runners With Previous Running Related Injury: A Case Series, Diego Castro I. Diaz Jan 2024

Footwear Selection, Foot Type, And Running Biomechanics Of Male Distance Runners With Previous Running Related Injury: A Case Series, Diego Castro I. Diaz

College of Graduate Studies: Theses & Dissertations

With the rise in popularity of running, running shoe companies have researched and designed several models aimed at the purpose of providing comfort and aiding in the decrease of running related injuries. Technology was developed for running shoes to control forefoot and rearfoot impact forces and rearfoot motion during running. However, there is no overwhelming evidence supporting the notion that footwear corresponding to foot type leads to a decrease in running injuries. Thus, the purpose of this study was to describe footwear selection, foot type, and running biomechanics in previously injured male distance runners. Six total participants completed this case …


Evaluation Of The Navy Shipshape Program At A Large Navy Military Treatment Facility: A Comprehensive Swot Analysis Approach, Nia Nur Maye Jan 2024

Evaluation Of The Navy Shipshape Program At A Large Navy Military Treatment Facility: A Comprehensive Swot Analysis Approach, Nia Nur Maye

College of Graduate Studies: Theses & Dissertations

The increasing problem of obesity among Navy service members (SMs) is a public health concern that impacts operational readiness and health risks. To combat obesity, the Navy has an official weight management initiative called ShipShape. This project aimed to conduct a Strengths, Weaknesses, Opportunities, and Threats (SWOT) analysis of ShipShape at a large Military Treatment Facility (MTF) in Portsmouth, Virginia. This program evaluation aimed to identify the internal and external factors that influenced the program's effectiveness to propose suggestions for improvement. Using quantitative and qualitative methods, the evaluation focused on conducting a paired t-test to analyze changes in Body Mass …


Stability Analysis Of Vertical Industrial Pressure Vessel Resting On Load Cells Subjected To A Seismic Load., Kameron W. Nez Jan 2024

Stability Analysis Of Vertical Industrial Pressure Vessel Resting On Load Cells Subjected To A Seismic Load., Kameron W. Nez

College of Graduate Studies: Theses & Dissertations

Instability of structures, such as large vertical pressure vessels, is always an issue under the seismic load. In this current work, the acceleration that causes instability for a vertical pressure vessel has been determined experimentally using scaled models. This instability is caused by the tipping of the tall structure that is not completely fixed to the ground. This method is applied for three different sizes of pressure vessels, representing 50 CuFt to 1100 CuFt full scale models. These experimental results are compared with theoretical models. Using dimensional analysis, the accelerations that will cause the instability in the actual full-size models …


Beyond The Strong Black Woman: Navigating Resilience And Mental Health Using Social Media For Culturally Tailored Resources, Muchaneta N.M. Chikawa Jan 2024

Beyond The Strong Black Woman: Navigating Resilience And Mental Health Using Social Media For Culturally Tailored Resources, Muchaneta N.M. Chikawa

College of Graduate Studies: Theses & Dissertations

Society views the strength of Black women as commendable as it shows positive qualities such as resilience and perseverance. While these traits are characterized as positive, Black women’s survival in American society has heavily depended on their strength, resulting in mental health illnesses such as anxiety and depression. The idea that Black women must exude strength and fortitude through adversity is labeled the Strong Black Woman Schema (SBWS). The SBWS is a race-gender schema that prescribes culturally-specific feminine expectations for Black women.

There are limited culturally-tailored resources for Black women to address mental health at collegiate institutions. As a result …


Implementation Of Cavity Vortex Generators To Mitigate Stall And Ice Accretion On The Naca 0012, Eric Pernell Jan 2024

Implementation Of Cavity Vortex Generators To Mitigate Stall And Ice Accretion On The Naca 0012, Eric Pernell

College of Graduate Studies: Theses & Dissertations

With the growing environmental concerns of international aviation carbon emissions are driven by the ever-increasing commercial aviation traffic. This study aims to increase the aerodynamic efficiency of the NACA 0012, by implementing cavity vortex generators with the intent to increase the effective stall angle without a substantial increase of drag. This study is performed with Reynolds Averaged Navier-Stokes (RANS) at a low Reynolds of 5.0E+04 with varying cavity depths along the leading edge. The depths study is placed at 10 percent cord at depths of 3, 5, and 10 percent cord. All cavity vortex generators effectively increased the stall angle …


Aeroelastic Phenomena Of Fixed-Wing Aircraft In Transonic And Supersonic Flows Using A Tightly-Coupled Computational Approach, John C. Havenar Jan 2024

Aeroelastic Phenomena Of Fixed-Wing Aircraft In Transonic And Supersonic Flows Using A Tightly-Coupled Computational Approach, John C. Havenar

College of Graduate Studies: Theses & Dissertations

Aeroelastic phenomena encountered during flight have considerable effects on the aerodynamic characteristics of fixed-wing aircraft. Transonic aeroelastic phenomena are often characterized by unique flow features which have complex ramifications for aircraft in transonic flight. Computational study of high-speed aeroelastic phenomena requires a fully-coupled aeroelastic algorithm. A series of wing designs are studied with a computational finite volume method solver accompanied by a finite element method solver for the calculation of structural deformation. The computational model for the flow field is validated with experimental data. Modeled flight conditions include transonic flows with bordering subsonic and supersonic cases included for completeness. The …


So Much Courage: Hemingway, War, And Rape, Tracie Nicolai Jan 2024

So Much Courage: Hemingway, War, And Rape, Tracie Nicolai

College of Graduate Studies: Theses & Dissertations

Weaving together Ernest Hemingway’s biography and literature with her own life, Tracie Nicolai analyzes the impact of Hemingway’s life and literature in the classroom and outside of it. War trauma is analyzed in relation to rape and its lasting effects, paralleling the impacts and the traumas that shape our philosophies and our lives. Nicolai explores how Hemingway wrote of war and his own injuries, and she discusses the distance evident between his own life experiences and his subsequent fiction writings. In separate vignettes in each chapter, Nicolai writes of her experience as a rape survivor and the lasting impact on …


A Muse In A Minefield: Poets, Pedagogy, And The Practice Of Liberation, Fran Dundore Jan 2024

A Muse In A Minefield: Poets, Pedagogy, And The Practice Of Liberation, Fran Dundore

College of Graduate Studies: Theses & Dissertations

In this poetic inquiry I share my experiences as a public educator within the contexts of aesthetics, identity, and power. Reflecting and inquiring poetically on nearly thirty years of public practice and leadership, I consider my personal experiences and conversations with current teachers and call them into action to speak up about the ramifications of this current political climate on their curriculum and their pedagogy. I focus on the works of poets and theorists such as Oliver (1986, 1992, 1998 & 2011), Whitman (1855, 1892), Hughes (1951) Counts (1932), Rosenblatt (1978 &1995), Freire (1970, 1974 & 1978), and Greene (1973, …


Can We Talk About Sex? Exploring Teacher Preparedness Of Comprehensive Sex Education Delivery In Southeast Georgia, Tanya Jules Jan 2024

Can We Talk About Sex? Exploring Teacher Preparedness Of Comprehensive Sex Education Delivery In Southeast Georgia, Tanya Jules

College of Graduate Studies: Theses & Dissertations

In 2022, the CDC estimated that youth and adolescents between the ages of 15 through 24 accounted for almost half of the 2.5 million cases of sexually transmitted infections in the United States. Teachers who deliver accurate sexual health information increase the accessibility of pertinent details to adolescents during crucial years of cognitive development, which could decrease adverse sexual health outcomes among youth. The utilization of a Comprehensive Sex Education (CSE) curriculum addresses all parts of sexual health by covering topics ranging from physical, biological, emotional, and social aspects of sexuality. However, educators who provide sexual health education must follow …


Detecting Bearing Race Defects With Inductive Magnetic Reluctance Sensors And Artificial Neural Networks, Collin Daly Jan 2024

Detecting Bearing Race Defects With Inductive Magnetic Reluctance Sensors And Artificial Neural Networks, Collin Daly

College of Graduate Studies: Theses & Dissertations

This work proposes a method of detecting physical damage to bearing races in a rotational assembly by means of magnetic reluctance sensors generating a signal from a rotating gear-tooth wheel. A nominally sinusoidal signal is generated based on the rotation of a gearwheel with regularly spaced voids and lands. Detection is based on the time variance of the signal periodically in relation to the gearwheel and the bearing damage. The purpose of this work is to propose a process to detect and classify bearing race defects using existing sensors and neural networks for hazardous area equipment applications.


Empowering Urban Traffic Management: Elevated 3d Lidar For Data Collection And Advanced Object Detection Analysis, Nawfal Guefrachi, Hakim Ghazzai, Ahmad Alsharoa Jan 2024

Empowering Urban Traffic Management: Elevated 3d Lidar For Data Collection And Advanced Object Detection Analysis, Nawfal Guefrachi, Hakim Ghazzai, Ahmad Alsharoa

Electrical and Computer Engineering Faculty Research & Creative Works

The 3D object detection capabilities in urban environments have been enormously improved by recent developments in Light Detection and Range (LiDAR) technology. This paper presents a novel framework that transforms the detection and analysis of 3D objects in traffic scenarios by utilizing the power of elevated LiDAR sensors. We are presenting our methodology's remarkable capacity to collect complex 3D point cloud data, which allows us to accurately and in detail capture the dynamics of urban traffic. Due to the limitation in obtaining real-world traffic datasets, we utilize the simulator to generate 3D point cloud for specific scenarios. To support our …


Impact Of Ai On The Hri Dynamic In Search And Rescue Operations Using Uav Swarms, Jordan Morrow, Maciej Jan Zawodniok, Anhar Sami Mohammed Jan 2024

Impact Of Ai On The Hri Dynamic In Search And Rescue Operations Using Uav Swarms, Jordan Morrow, Maciej Jan Zawodniok, Anhar Sami Mohammed

Electrical and Computer Engineering Faculty Research & Creative Works

Artificial intelligence (AI) offers significant benefits in search and rescue applications by enhancing the efficiency and effectiveness of the search. However, an over-reliance on AI can hinder the operation due to biases embedded in the underlying algorithms. This partiality, if left un-monitored, can pose a risk to the safety of those in need of disaster relief. Typically manifests into inaccuracies in the decision-making processes and if not carefully monitored can cause larger issues. This paper extends the knowledge presented in a previous work, which presents the design and modeling of search and rescue operations using unmanned aerial vehicle (UAV) swarms. …


A Wavegan Approach For Mmwave-Based Fanet Topology Optimization, Enas Odat, Hakim Ghazzai, Ahmad Alsharoa Jan 2024

A Wavegan Approach For Mmwave-Based Fanet Topology Optimization, Enas Odat, Hakim Ghazzai, Ahmad Alsharoa

Electrical and Computer Engineering Faculty Research & Creative Works

The integration of dynamic Flying Ad hoc Networks (FANETs) and millimeter Wave (mmWave) technology can offer a promising solution for numerous data-intensive applications, as it enables the establishment of a robust flying infrastructure with significant data transmission capabilities. However, to enable effective mmWave communication within this dynamic network, it is essential to precisely align the steerable antennas mounted on Unmanned Aerial Vehicles (UAVs) with their corresponding peer units. Therefore, it is important to design a novel approach that can quickly determine an optimized alignment and network topology. In this paper, we propose a Generative Adversarial Network (GAN)-based approach, called WaveGAN, …


Controller Area Network With Flexible Data Rate (Can Fd) Eye Diagram Prediction, Junyong Park, Manho Lee, Shinyoung Park, Jonghoon Kim, Joungho Kim, Donghyun Kim Jan 2024

Controller Area Network With Flexible Data Rate (Can Fd) Eye Diagram Prediction, Junyong Park, Manho Lee, Shinyoung Park, Jonghoon Kim, Joungho Kim, Donghyun Kim

Electrical and Computer Engineering Faculty Research & Creative Works

A method for predicting the eye diagram for a controller area network with a flexible data rate (CAN FD) is proposed in this article. A CAN FD changes a data rate according to the status to overcome the limitation of latency. In other words, when data to be transmitted are accumulated, the CAN FD increases the data rate up to 5 Mb/s. The CAN FD has a bus topology consisting of multiple electronic control units, which results in a significant amount of signal reflection. Thus, the above causes the signal integrity analysis uncertain. To avoid this, this article proposes a …


Meta-Icvi: Ensemble Validity Metrics For Concise Labeling Of Correct, Under- Or Over-Partitioning In Streaming Clustering, Niklas M. Melton, Sasha Petrenko, Donald C. Wunsch Jan 2024

Meta-Icvi: Ensemble Validity Metrics For Concise Labeling Of Correct, Under- Or Over-Partitioning In Streaming Clustering, Niklas M. Melton, Sasha Petrenko, Donald C. Wunsch

Electrical and Computer Engineering Faculty Research & Creative Works

Understanding the performance and validity of clustering algorithms is both challenging and crucial, particularly when clustering must be done online. Until recently, most validation methods have relied on batch calculation and have required considerable human expertise in their interpretation. Improving real-time performance and interpretability of cluster validation, therefore, continues to be an important theme in unsupervised learning. Building upon previous work on incremental cluster validity indices (iCVIs), this paper introduces the Meta- iCVI as a tool for explainable and concise labeling of partition quality in online clustering. Leveraging a time-series classifier and data-fusion techniques, the Meta- iCVI combines the outputs …


A Compact And High-Efficiency Antenna Design For Tire Pressure Monitoring System Applications, Lei Deng, Lidong Chi, Francesco De Paulis, Yihong Qi Jan 2024

A Compact And High-Efficiency Antenna Design For Tire Pressure Monitoring System Applications, Lei Deng, Lidong Chi, Francesco De Paulis, Yihong Qi

Electrical and Computer Engineering Faculty Research & Creative Works

This article proposes a novel design for a compact antenna that exhibits high efficiency and low interference and is suitable for tire pressure monitoring systems (TPMSs) based on Bluetooth communication interface at 2.4 GHz. Tires constitute a dissipative environment, where the efficiency of the TPMS is affected by both antenna losses and losses from the tire parts, both conductive and dielectric. This article conducts an analysis and simulation of the electromagnetic (EM) environment of the tire and identifies the optimal polarization and placement position for the TPMS antenna to minimize resonance losses of EM waves within the tire, enhance lateral …


Prompt, Accurate, And Noncontact Material Identification Using A Single Microwave Sensor With Machine Learning Analysis, Chen Zhu, Osamah Alsalman, Jie Huang Jan 2024

Prompt, Accurate, And Noncontact Material Identification Using A Single Microwave Sensor With Machine Learning Analysis, Chen Zhu, Osamah Alsalman, Jie Huang

Electrical and Computer Engineering Faculty Research & Creative Works

In This Article, a Novel Approach to Microwave Sensors is Proposed and Demonstrated that Allows for Prompt, Accurate, and Noncontact Material Identification Even with Arbitrary Lift-Off Distances between the Sensor and the Material under Test (MUT). a Multilayer Perceptron (MLP) is Trained to Directly Learn the Relation of the Measured Reflection Spectra of a Homemade Open-Ended Coaxial Cable Resonator Probe with Respect to Different MUTs and Then Achieve One-To-One Mapping between a Measured Spectrum and the MUT. as a Proof-Of-Concept Demonstration, the Performance of the MLP Model is Tested using Easily Accessible Materials, Including Wood, Glass, Water, and Metal. Reflection …


Scat Dna As A Non-Invasive Method For Estimating The Abundance Of The Vulnerable Mala (Lagorchestes Hirsutus), Shannon Treloar, Cheryl Lohr, Anna J. Hopkins, Kym Ottewell, Shelley Mcarthur, Robert A. Davis Jan 2024

Scat Dna As A Non-Invasive Method For Estimating The Abundance Of The Vulnerable Mala (Lagorchestes Hirsutus), Shannon Treloar, Cheryl Lohr, Anna J. Hopkins, Kym Ottewell, Shelley Mcarthur, Robert A. Davis

Research outputs 2022 to 2026

Context: Population-monitoring programs often use direct (e.g. live capture or spotlighting) or indirect (e.g. scats sightings) observations to estimate population abundance. Such methods, however, are often inadequate for rare, elusive, or cryptic species due to the difficulty in achieving sufficient encounters or detection rates. The mala (Lagorchestes hirsutus), a small native Australian macropod, listed as Vulnerable by the IUCN, is difficult to capture, susceptible to capture myopathy, and not easily sighted in their dense habitat; consequently, the population size cannot always be estimated. The use of molecular markers to identify individual genotypes from non-invasively collected samples is increasingly being used …